← Exoplanet Archive

Research behind the 40 planets

The observations, possible interiors and source papers used in the archive. Updated 14 September 2026.

HD 189733 b

HD 189733 b is blue in reflected visible light. It circles its star in just over two days, surrounded by a hot atmosphere where telescopes have detected water vapour, carbon monoxide and hydrogen sulphide.

How we found a blue world

HD 189733 b’s blue colour was measured with Hubble. In 2013, Thomas Evans and colleagues used Hubble to watch the planet disappear behind its star. The system lost more light in the blue part of the spectrum than at longer visible wavelengths. By measuring the missing light, they worked out the colour of the planet’s reflected light. Their results fit reflective clouds, with sodium absorbing some of the longer-wavelength light.

Evans et al. (2013)

Does it really rain glass sideways?

That famous description brings together two ideas: mineral particles in the atmosphere and powerful winds. Silicate particles could scatter the light. They belong to the same broad family of materials used to make glass. If such particles form and settle, winds could carry them along. But the blue-colour measurement did not identify falling glass, and no one has observed a sideways glass shower.

Evans et al. (2013)

Measuring wind from starlight

The evidence for moving air comes from a different experiment. Tom Louden and Peter Wheatley studied sodium absorption as the planet crossed its star. The absorption shifted in wavelength on opposite edges of the planet, showing gas moving towards and away from us. Their 2015 analysis was consistent with planetary rotation and a strong eastward jet. The measurement tracks moving gas. It gives no speed or direction for falling particles.

Louden & Wheatley (2015)

What Webb added

In 2024, Guangwei Fu and colleagues used Webb to identify water vapour, carbon dioxide, carbon monoxide and hydrogen sulphide in light passing through the atmosphere. These gases absorb different infrared wavelengths, leaving patterns in the spectrum. The inferred abundances indicate more heavy elements in the atmosphere than in the star. These elements came from material collected as the planet formed.

Fu et al. (2024)

Possible interior layers

Atmosphere

Water vapour, carbon dioxide, carbon monoxide and hydrogen sulphide leave infrared absorption patterns in the atmosphere. These are the upper layers accessible to Webb.

Hydrogen sulfide and metal-enriched atmosphere for a Jupiter-mass exoplanet

Deep envelope

Carbon and oxygen measured in the atmosphere suggest that HD 189733 b collected substantial solid material while forming. Those ingredients can mix into its hot, compressed envelope.

Luke Finnerty et al. 2023 · Atmospheric metallicity and C/O of HD 189733 b from high-resolution spectroscopy

Inner mixture

Heavy material could have collected at the centre or stayed mixed through the envelope. Both arrangements fit the atmospheric abundances.

Luke Finnerty et al. 2023 · Atmospheric metallicity and C/O of HD 189733 b from high-resolution spectroscopy
Read the research
  1. The Deep Blue Color of HD189733b: Albedo Measurements with Hubble Space Telescope/Space Telescope Imaging Spectrograph at Visible Wavelengths
  2. Hydrogen sulfide and metal-enriched atmosphere for a Jupiter-mass exoplanet
  3. Stassun et al. 2017
  4. Rosenthal et al. 2021
  5. Addison et al. 2019
  6. Bouchy et al. 2005
  7. Paredes et al. 2021
  8. Louden & Wheatley (2015) · Spatially resolved eastward winds and rotation of HD 189733b
  9. Howard, Helled & Müller (2025) · Giant-planet interior models
  10. Luke Finnerty et al. 2023 · Atmospheric metallicity and C/O of HD 189733 b from high-resolution spectroscopy
  11. Quartz clouds in the dayside atmosphere of HD 189733 b

Landscape

Hubble measured blue light reflected by the planet. Webb spectra provide evidence for tiny silicate grains in its clouds. Winds could carry these particles, but falling glass has not been observed.

Evans et al. (2013)

Quartz clouds in the dayside atmosphere of HD 189733 b

System

HD 189733 b is the only confirmed planet currently known in this system. A distant red-dwarf companion makes the star part of a binary system.

Stassun et al. 2017

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HD 209458 b

HD 209458 b is a hot gas giant with sodium in its atmosphere. The sodium absorbs a small part of the starlight passing through the gas. This was the first exoplanet whose atmosphere was detected and chemically identified.

The 2002 sodium detection

During a transit, a little starlight passes through the rim of this planet’s atmosphere. Charbonneau and colleagues found an extra dip at the colours absorbed by sodium. That small difference, reported in 2002, became the first chemical identification of an exoplanet atmosphere. Later observations also detected water vapour.

Detection of an Extrasolar Planet Atmosphere

Water vapor detection in the transmission spectra of HD 209458 b with the CARMENES NIR channel

Possible interior layers

Atmosphere

Sodium in the outer gas absorbs starlight during a transit. Water vapour has also been detected in the atmosphere.

Detection of an Extrasolar Planet Atmosphere

Deep envelope

HD 209458 b is unusually large for its mass. Evolution calculations show that heat deposited deep in its envelope can slow its contraction and keep it inflated.

Komacek & Youdin 2017 · Internally heated hot Jupiters

Inner mixture

A heavy core would shrink the planet, while internal heating expands it. Several combinations can produce its measured radius.

Komacek & Youdin 2017 · Internally heated hot Jupiters
Read the research
  1. Detection of an Extrasolar Planet Atmosphere
  2. Water vapor detection in the transmission spectra of HD 209458 b with the CARMENES NIR channel
  3. Evidence against a strong thermal inversion in HD 209458 b from high-dispersion spectroscopy
  4. Stassun et al. 2017
  5. Bonomo et al. 2017
  6. Southworth 2010
  7. Henry et al. 2000
  8. del Burgo & Allende Prieto 2016
  9. Howard, Helled & Müller (2025) · Giant-planet interior models
  10. Komacek & Youdin 2017 · Internally heated hot Jupiters

Landscape

Starlight passing through this planet’s atmosphere during a transit carries sodium absorption. This was the first chemical identification of an exoplanet atmosphere. Star–planet separation is not to scale here.

Detection of an Extrasolar Planet Atmosphere

System

HD 209458 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · HD 209458 b

Stassun et al. 2017

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WASP-39 b

WASP-39 b has roughly the mass of Saturn, spread across a globe larger than Jupiter. Its hot, hydrogen-rich atmosphere contains water vapour, carbon dioxide and sulphur dioxide. Beneath the clouds, the gas grows denser with depth, with no solid ground to stand on.

Sunlight changes the chemistry

Webb caught starlight filtering through WASP-39 b and found a strong carbon-dioxide fingerprint. A second, initially puzzling feature pointed to sulphur dioxide. Photochemical models explained how stellar ultraviolet light could start reactions that make it. The spectrum therefore tells us both what is in the air and something about the chemistry happening there.

Photochemically-produced SO₂ in the atmosphere of WASP-39b

Identification of carbon dioxide in an exoplanet atmosphere

Possible interior layers

Atmosphere

Water vapour, carbon dioxide and sulphur dioxide occur in a hot, hydrogen-rich atmosphere. Cloud cover varies around the planet.

Identification of carbon dioxide in an exoplanet atmosphere

Deep envelope

A study combining the spectrum with the planet’s mass and radius favours an envelope enriched in heavy elements, with internal heat helping to explain its large size.

Christian Wilkinson et al. 2024 · Breaking degeneracies in exoplanetary parameters through self-consistent atmosphere-interior modelling

Inner mixture

The study connects atmospheric composition to material deeper down. The inferred structure depends on how much heavy material sits in a core and how much stays mixed through the envelope.

Christian Wilkinson et al. 2024 · Breaking degeneracies in exoplanetary parameters through self-consistent atmosphere-interior modelling
Read the research
  1. Identification of carbon dioxide in an exoplanet atmosphere
  2. Early Release Science of the exoplanet WASP-39b with JWST NIRSpec PRISM
  3. Photochemically-produced SO₂ in the atmosphere of WASP-39b
  4. Mancini et al. 2018
  5. Carter et al. 2024
  6. Faedi et al. 2011
  7. Faedi et al. 2011, Table 3
  8. Howard, Helled & Müller (2025) · Giant-planet interior models
  9. Christian Wilkinson et al. 2024 · Breaking degeneracies in exoplanetary parameters through self-consistent atmosphere-interior modelling

Landscape

Although their visible colour is unknown, clouds are supported by the transit spectra, which suggest uneven cover. Water vapour, carbon dioxide and sulphur dioxide have also been detected.

Photochemically-produced SO₂ in the atmosphere of WASP-39b

System

WASP-39 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · WASP-39 b

Mancini et al. 2018

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WASP-107 b

WASP-107 b has an enormous atmosphere for its modest mass. Almost as wide as Jupiter, it has only about a tenth of Jupiter’s mass. Its clouds contain tiny silicate particles, made from the same family of minerals that forms much of Earth’s rock. The particles remain suspended high in the hot gas.

Silicates and a methane shortage

The broad infrared feature measured by Webb’s MIRI instrument fits tiny silicate grains suspended in the atmosphere. A later NIRSpec spectrum also detected methane, but far less than expected in gas at the upper atmosphere’s temperature. Models connect that shortage to mixing from a hotter interior. Models combine the measured gases, mass and size to estimate the heat keeping the atmosphere inflated.

SO2, silicate clouds, but no CH4 detected in a warm Neptune

A warm Neptune's methane reveals core mass and vigorous atmospheric mixing

Possible interior layers

Atmosphere

Tiny silicate grains remain suspended high in the gas. Upward mixing can carry vapour and particles into these clouds.

SO2, silicate clouds, but no CH4 detected in a warm Neptune

Deep envelope

JWST found about a thousand times less methane than expected for a chemically settled atmosphere. Mixing from hotter depths can destroy methane and carry the altered gas upward.

David K. Sing et al. 2024 · A warm Neptune's methane reveals core mass and vigorous atmospheric mixing

Dense centre

A model combining that chemistry with the planet’s mass and size gives a core of roughly 12 Earth masses. This is much larger than earlier estimates that assumed a cooler interior.

David K. Sing et al. 2024 · A warm Neptune's methane reveals core mass and vigorous atmospheric mixing
Read the research
  1. SO2, silicate clouds, but no CH4 detected in a warm Neptune
  2. A warm Neptune's methane reveals core mass and vigorous atmospheric mixing
  3. A Cloudy Fit to the Atmosphere of WASP-107 b
  4. Yee & Vissapragada 2026
  5. Anderson et al. 2017
  6. Močnik et al. 2017
  7. Bourrier et al. 2023
  8. Howard et al. 2025
  9. Howard, Helled & Müller (2025) · Giant-planet interior models

Landscape

Webb’s infrared spectrum fits tiny silicate grains suspended high in the atmosphere. Their clouds could take many shapes and colours. The observations identify particles far smaller than sand.

SO2, silicate clouds, but no CH4 detected in a warm Neptune

System

The outer planet WASP-107 c was found through the star’s radial velocity. It is much farther out than b, with an orbit lasting about three years.

Yee & Vissapragada 2026

Anderson et al. (2017) · Stellar mass

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WASP-43 b

WASP-43 b completes an orbit in about 20 hours and is expected to keep the same side facing its star. Its day-side atmosphere reaches roughly 1,250 °C, while even the night side is around 590 °C. Thick clouds probably cover the darker hemisphere, hiding the hotter gas below.

Day and night in infrared

Astronomers watched WASP-43 b throughout an orbit with Webb. As its bright and dark hemispheres turned into view, the changing infrared light showed a hot day side and a much fainter night side. Models with clouds on the night side fit the observations: those clouds hide warmer gas underneath. The infrared light comes from hot atmospheric gas.

Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b

Possible interior layers

Atmosphere

Clouds probably cover much of the night side, blocking infrared light from warmer gas below. The day side emits much more heat.

Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b

Deep envelope

WASP-43 b packs roughly two Jupiter masses into a globe about Jupiter’s size. Gravity compresses its deep envelope much more strongly than in the very low-density giants in this archive.

Hellier et al. 2011

Inner mixture

Rock could be concentrated at the centre or mixed into the compressed envelope. Both can fit the average density calculated from its mass and radius.

Hellier et al. 2011
Read the research
  1. Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
  2. Latitudinal Asymmetry in the Dayside Atmosphere of WASP-43b
  3. The radiative and dynamical impact of clouds in the atmosphere of the hot Jupiter WASP-43 b
  4. Hellier et al. 2011
  5. Esposito et al. 2017
  6. Salz et al. 2015
  7. Howard, Helled & Müller (2025) · Giant-planet interior models

Landscape

Webb measured a hot day side and a cooler night side. Clouds on the night side may hide warmer gas underneath. These temperatures come from infrared light emitted by the atmosphere.

Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b

System

WASP-43 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · WASP-43 b

Hellier et al. 2011

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WASP-121 b

The day side of WASP-121 b is so hot that some ingredients of rock remain in gas form. Its atmosphere contains silicon monoxide, a gas made of silicon and oxygen. The cooler night side contains methane, giving this giant different mixtures of gases on opposite sides.

Chemistry changes across the globe

Webb can compare the light arriving from this planet’s day and night hemispheres. The spectra show silicon monoxide and a different mixture of gases on each hemisphere, including methane on the cooler night side. At these temperatures, material that would form rock on Earth can remain in the air. Separate helium observations follow gas escaping much farther from the planet.

SiO and a super-stellar C/O ratio in the atmosphere of the giant exoplanet WASP-121 b

A complex structure of escaping helium spanning more than half the orbit of the ultra-hot Jupiter WASP-121 b

Possible interior layers

Atmosphere

Silicon monoxide remains gaseous on the hot day side. The cooler night side contains methane, so the atmospheric composition changes around the globe.

SiO and a super-stellar C/O ratio in the atmosphere of the giant exoplanet WASP-121 b

Deep envelope

Silicon monoxide in the hot atmosphere traces material usually locked in rock. A 2026 JWST analysis finds enrichment in both rock-forming elements and lighter ingredients.

K. Angelique Kahle et al. 2026 · The panchromatic JWST dayside spectrum of WASP-121 b reveals a refractory-rich formation

Inner mixture

The enrichment suggests that the growing planet swallowed solids as well as gas. Heavy material could now occupy a central core, the surrounding envelope, or both.

K. Angelique Kahle et al. 2026 · The panchromatic JWST dayside spectrum of WASP-121 b reveals a refractory-rich formation
Read the research
  1. A JWST NIRSpec Phase Curve for WASP-121b: Dayside Emission Strongest Eastward of the Substellar Point and Nightside Conditions Conducive to Cloud Formation
  2. SiO and a super-stellar C/O ratio in the atmosphere of the giant exoplanet WASP-121 b
  3. A complex structure of escaping helium spanning more than half the orbit of the ultra-hot Jupiter WASP-121 b
  4. Atmospheric asymmetries in WASP-121 b revealed by rotational transits detected with JWST
  5. Sing et al. 2024
  6. Pelletier et al. 2026
  7. Delrez et al. 2016
  8. Howard, Helled & Müller (2025) · Giant-planet interior models
  9. K. Angelique Kahle et al. 2026 · The panchromatic JWST dayside spectrum of WASP-121 b reveals a refractory-rich formation

Landscape

The day side is hot enough for silicon monoxide, an ingredient of rock, to remain in gas form. This is a giant planet with a deep atmosphere and no solid surface to stand on.

SiO and a super-stellar C/O ratio in the atmosphere of the giant exoplanet WASP-121 b

System

WASP-121 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · WASP-121 b

Sing et al. 2024

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WASP-17 b

WASP-17 b is nearly twice as wide as Jupiter, with less than half its mass. Tiny quartz particles form clouds high in its atmosphere. These crystals are far smaller than grains of sand, suspended above a vast envelope of hot gas.

The quartz absorption feature

Quartz is familiar as a solid crystal on Earth. On WASP-17 b, models fit the observations with particles much smaller than sand suspended high in hot gas. Grant and colleagues found an absorption feature near 8.6 micrometres in Webb data. Cloud models containing tiny quartz grains reproduce its shape.

JWST-TST DREAMS: Quartz Clouds in the Atmosphere of WASP-17b

Possible interior layers

Atmosphere

The spectrum favours tiny quartz grains suspended high in the atmosphere. They sit above a much deeper hydrogen–helium envelope.

JWST-TST DREAMS: Quartz Clouds in the Atmosphere of WASP-17b

Deep envelope

WASP-17 b is exceptionally large for its modest mass. Its low average density requires an extended envelope, even though the gas becomes strongly compressed farther down.

Stassun et al. 2017

Inner mixture

Rock and metal increase the density. Retained heat expands the envelope. Different balances between them can reproduce this planet’s measured mass and size.

Stassun et al. 2017
Read the research
  1. JWST-TST DREAMS: Quartz Clouds in the Atmosphere of WASP-17b
  2. Stassun et al. 2017
  3. Anderson et al. 2011
  4. Southworth et al. 2012
  5. Anderson et al. 2010
  6. Triaud et al. 2010
  7. Howard, Helled & Müller (2025) · Giant-planet interior models

Landscape

Tiny quartz particles high in the gas produce a characteristic infrared absorption feature. The observation constrains the grains, far smaller than sand, without measuring the visible colour of their clouds.

JWST-TST DREAMS: Quartz Clouds in the Atmosphere of WASP-17b

System

WASP-17 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · WASP-17 b

Stassun et al. 2017

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GJ 1214 b

GJ 1214 b is wrapped in thick clouds and haze that reflect much of its star’s light. They conceal a deep atmosphere and whatever lies beneath it. A water-rich interior is one possibility, with water buried under pressures far beyond those in Earth’s oceans.

Clouds obscure the spectrum

For years, GJ 1214 b’s transmission spectra showed few distinct absorption features. Thick aerosols can obscure the gas below and wash out its chemical fingerprints. Webb then watched the planet through an orbit in infrared light. Its changing brightness constrained how it moves heat and reflects starlight, while its deeper atmosphere remains hidden.

A reflective, metal-rich atmosphere for GJ 1214b from its JWST phase curve

Possible interior layers

Atmosphere

Reflective clouds and haze obscure the deeper gas. They flatten the transmission spectrum by blocking starlight across a broad range of wavelengths.

A reflective, metal-rich atmosphere for GJ 1214b from its JWST phase curve

Deep envelope

Interior calculations informed by JWST allow mixtures of water, hydrogen and helium. In the 2024 study, these outer materials account for at least about 8% of the planet’s mass.

Matthew C. Nixon et al. 2024 · New insights into the internal structure of GJ 1214 b informed by JWST

Rocky interior

One solution contains similar amounts of water and rock, plus a few percent hydrogen and helium. A steam-dominated solution also fits, but requires much more water.

Matthew C. Nixon et al. 2024 · New insights into the internal structure of GJ 1214 b informed by JWST

Metal centre

More mass assigned to water and gas leaves less for iron. Several core sizes fit the available measurements.

Matthew C. Nixon et al. 2024 · New insights into the internal structure of GJ 1214 b informed by JWST
Read the research
  1. A reflective, metal-rich atmosphere for GJ 1214b from its JWST phase curve
  2. Possible Carbon Dioxide Above the Thick Aerosols of GJ 1214 b
  3. Clouds and Hazes in GJ 1214b's Metal-Rich Atmosphere
  4. Atmospheric constraints on GJ 1214 b from CRIRES+ and prospects for characterisation with ANDES
  5. Mahajan et al. 2024
  6. Charbonneau et al. 2009
  7. Cloutier et al. 2021
  8. Rogers & Seager (2010) · Possible interiors of GJ 1214 b
  9. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes
  10. Matthew C. Nixon et al. 2024 · New insights into the internal structure of GJ 1214 b informed by JWST

Landscape

Thick clouds and haze block light passing through the atmosphere, hiding the gases below. Infrared observations show that the planet reflects much of its star’s light and carries heat between its day and night sides.

A reflective, metal-rich atmosphere for GJ 1214b from its JWST phase curve

System

GJ 1214 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · GJ 1214 b

Mahajan et al. 2024

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LHS 3844 b

Dark rock is exposed to the nearby star on LHS 3844 b, which appears to have little atmosphere. Basalt is one possible surface material, either in slabs or weathered dust. The planet completes an orbit in about 11 hours.

Comparing hot rock spectra

Rock gives off infrared light with a pattern that depends on its minerals. Observations of LHS 3844 b can be compared with laboratory spectra of heated rocks. The Webb study finds a dark, largely featureless spectrum compatible with low-silica surface materials. Basalt is one candidate. The data allow both exposed slabs and weathered powder, so the texture of the ground remains an open question.

The dark and featureless surface of rocky exoplanet LHS 3844 b from JWST mid-infrared spectroscopy

Possible interior layers

Outer rock

Infrared observations favour a dark surface with little atmosphere. Basalt or other dark rock could cover the ground, either as solid slabs or weathered grains.

The dark and featureless surface of rocky exoplanet LHS 3844 b from JWST mid-infrared spectroscopy

Rocky mantle

Radial-velocity measurements put this planet at about 2.3 Earth masses. Combined with its size, that supports a dry, rocky interior with very little water in the fitted models.

Alejandro Hacker et al. 2026 · Weighing the mass of LHS 3844 b

Metal core

The same analysis permits an iron core with a mass fraction similar to Earth’s, or a little smaller. A second independent mass analysis also supports a predominantly rocky planet.

Alejandro Hacker et al. 2026 · Weighing the mass of LHS 3844 b
Read the research
  1. The dark and featureless surface of rocky exoplanet LHS 3844 b from JWST mid-infrared spectroscopy
  2. Mass determination of the ultra-short-period planet LHS 3844 b. First K-band radial velocity measurements with CRIRES+
  3. Weighing the mass of LHS 3844 b
  4. Nagel et al. 2026
  5. Vanderspek et al. 2019
  6. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models

Landscape

Infrared observations favour a dark rocky surface with little atmosphere. Comparisons with laboratory measurements allow basalt and other dark rocks, either as exposed slabs or weathered grains.

The dark and featureless surface of rocky exoplanet LHS 3844 b from JWST mid-infrared spectroscopy

System

LHS 3844 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · LHS 3844 b

Nagel et al. 2026

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TOI-561 b

TOI-561 b circles its star in less than 11 hours. A thick atmosphere may surround this intensely heated rocky world, above an ocean of molten rock. Gases dissolved in the molten interior could be released into the air, helping replenish what escapes to space.

Air above a lava world

Webb measured the day-side infrared spectrum of TOI-561 b and found it cooler than the tested bare-rock cases. A thick atmosphere is a promising explanation. Models then ask how gas could survive so close to the star: a molten interior can store and release it over time. The models produce carbon-dioxide-rich and sulphur-dioxide-rich envelopes. Neither composition has been measured on this planet.

A Thick Volatile Atmosphere on the Ultrahot Super-Earth TOI-561 b

Evolutionary pathways toward survival of a thick CO2- or SO2-rich atmosphere on the lava world TOI-561 b

Possible interior layers

Atmosphere

The measured infrared spectrum favours a thick volatile atmosphere. It could exchange gases with molten rock underneath.

A Thick Volatile Atmosphere on the Ultrahot Super-Earth TOI-561 b

Hot exterior

TOI-561 b is less dense than an Earth-like mixture of rock and iron would suggest. A light atmosphere above hot rock is one explanation supported by later infrared observations.

G. Lacedelli et al. 2022 · Investigating the architecture and internal structure of the TOI-561 system planets with CHEOPS, HARPS-N and TESS

Rock / melt

The mantle could contain molten silicate rock and dissolved gases. Models of the planet’s evolution explore how gas released from that melt could replenish its atmosphere.

Emma Postolec et al. 2026 · Evolutionary pathways toward survival of a thick CO2- or SO2-rich atmosphere on the lava world TOI-561 b

Metal core

The host star is poor in iron. A relatively small iron core is one possible reason for the planet’s low density, alongside the effect of a light outer layer.

Casey Brinkman et al. 2022 · TOI-561 b: A Low Density Ultra-Short Period "Rocky" Planet around a Metal-Poor Star
Read the research
  1. A Thick Volatile Atmosphere on the Ultrahot Super-Earth TOI-561 b
  2. Evolutionary pathways toward survival of a thick CO2- or SO2-rich atmosphere on the lava world TOI-561 b
  3. Piotto et al. 2024
  4. Lacedelli et al. 2021
  5. Lacedelli et al. 2022
  6. Polanski et al. 2024
  7. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models
  8. G. Lacedelli et al. 2022 · Investigating the architecture and internal structure of the TOI-561 system planets with CHEOPS, HARPS-N and TESS
  9. Casey Brinkman et al. 2022 · TOI-561 b: A Low Density Ultra-Short Period "Rocky" Planet around a Metal-Poor Star

Landscape

Intense starlight could melt surface rock. Webb observations also support a thick atmosphere above it. Molten rock can store dissolved gases and release them into the air.

A Thick Volatile Atmosphere on the Ultrahot Super-Earth TOI-561 b

System

Three larger planets orbit beyond the innermost lava world: c, d and e. Their masses and radii allow light envelopes, unlike the compact inner planet.

Piotto et al. 2024

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Kepler-16 b

Kepler-16 b travels around two stars in a 229-day year. The planet is similar to Saturn in mass and size. Its two suns move around each other while the planet follows a much wider path.

A planet crossing two suns

Kepler saw this planet pass in front of both stars, alongside the eclipses the stars produce themselves. The changing timing and depth of those events let Doyle and colleagues untangle a three-body system. The planet circles the pair in about 229 days while the stars orbit each other much faster. From its atmosphere, the two suns would continually change their relative positions.

Kepler-16: A Transiting Circumbinary Planet

Possible interior layers

Atmosphere

Its measured mass and radius require a substantial gaseous envelope. The atmospheric chemistry has not yet been measured, so its cloud composition remains open.

Kepler-16: A Transiting Circumbinary Planet

Deep envelope

Kepler-16 b is a cool giant with a mass and size measured through its transits around two stars. Cooling models use these measurements to estimate its heavy-element content.

Simon Müller et al. 2021 · Synthetic Evolution Tracks of Giant Planets

Inner mixture

Cooling models give different amounts of heavy material depending on the planet’s age and atmospheric composition. Concentrating it at the centre also changes the radius compared with mixing it into the envelope.

Simon Müller et al. 2021 · Synthetic Evolution Tracks of Giant Planets
Read the research
  1. Kepler-16: A Transiting Circumbinary Planet
  2. Circumbinary Planet Formation in the Kepler-16 system. I. N-body Simulations
  3. Doyle et al. 2011
  4. Calculated Value
  5. Howard, Helled & Müller (2025) · Giant-planet interior models
  6. Simon Müller et al. 2021 · Synthetic Evolution Tracks of Giant Planets

Landscape

The planet circles two stars that move around one another, continually changing their positions in its sky. Its mass and radius require a deep gas envelope, though the cloud cover and chemistry have yet to be measured.

Kepler-16: A Transiting Circumbinary Planet

System

Planet b orbits both stars together. The stars eclipse each other, and the planet crosses each of them, allowing unusually direct measurements of their sizes and masses. No second planet is currently confirmed.

Doyle et al. 2011

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TRAPPIST-1 b

TRAPPIST-1 b is the innermost of seven known planets around a tiny, cool star. Its hot day side and much colder night side suggest exposed rock with little atmosphere to carry heat between them.

A faint night side

A substantial atmosphere can carry heat away from a planet’s day side. Webb’s infrared phase observations instead find a hot day side on TRAPPIST-1 b and no significant night-side emission. That pattern fits exposed rock with little air to move the heat. The other planets receive less starlight, providing comparisons for studies of atmospheric loss.

First JWST thermal phase curves of temperate terrestrial exoplanets reveal no thick atmosphere around TRAPPIST-1 b and c

Possible interior layers

Outer rock

A hot day side and faint night side fit a rocky surface with little air to carry heat between them.

First JWST thermal phase curves of temperate terrestrial exoplanets reveal no thick atmosphere around TRAPPIST-1 b and c

Rocky mantle

Its mass and size fit a rocky planet with less iron than Earth. As the innermost planet, it also experiences strong tidal forces that may add heat inside the mantle.

Eric Agol et al. 2020 · Refining the transit timing and photometric analysis of TRAPPIST-1: Masses, radii, densities, dynamics, and ephemerides

Metal core

Its density fits an iron core smaller in proportion than Earth’s. Models also allow iron bound in the mantle’s minerals.

Eric Agol et al. 2020 · Refining the transit timing and photometric analysis of TRAPPIST-1: Masses, radii, densities, dynamics, and ephemerides
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  1. First JWST thermal phase curves of temperate terrestrial exoplanets reveal no thick atmosphere around TRAPPIST-1 b and c
  2. Refining the transit timing and photometric analysis of TRAPPIST-1: Masses, radii, densities, dynamics, and ephemerides
  3. Agol et al. 2021
  4. Ducrot et al. 2020
  5. Grimm et al. 2018
  6. Gillon et al. 2016
  7. Piaulet-Ghorayeb et al. 2025
  8. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models

Landscape

Little infrared light reaches us from the night side, while the day side is hot. Exposed rock with little air to transport heat fits this contrast. The measurements leave its minerals and geology open.

First JWST thermal phase curves of temperate terrestrial exoplanets reveal no thick atmosphere around TRAPPIST-1 b and c

System

Seven roughly Earth-sized planets circle this small star. Planets b and c are the hottest, d lies farther out, and e, f and g receive levels of starlight of interest for liquid-water climates. Planet h is the cold outer member. Their mutual pulls shift transit times and show their masses.

Agol et al. 2021

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TRAPPIST-1 c

TRAPPIST-1 c is almost Earth-sized, with a year lasting just 2.4 days. Strong starlight heats this rocky world. Its surface may be bare, or covered by a thin atmosphere, with brighter rock reflecting more light than on its inner neighbour b.

A brighter neighbour

TRAPPIST-1 c is cooler in the measured infrared band than its inner neighbour b. Its faint night side still argues against a thick atmosphere that efficiently carries heat around the globe. A more reflective rocky surface is one explanation. A thin atmosphere with a weak greenhouse effect also remains possible. Either could account for the different infrared brightness of these two similarly sized neighbours.

First JWST thermal phase curves of temperate terrestrial exoplanets reveal no thick atmosphere around TRAPPIST-1 b and c

Possible interior layers

Outer rock

A reflective rocky surface could explain the measured infrared brightness. A thin atmosphere with little greenhouse warming also fits.

First JWST thermal phase curves of temperate terrestrial exoplanets reveal no thick atmosphere around TRAPPIST-1 b and c

Rocky mantle

The mass and radius are consistent with a rock-dominated interior. Comparing all seven planets suggests a similar overall composition despite their different levels of heating.

Eric Agol et al. 2020 · Refining the transit timing and photometric analysis of TRAPPIST-1: Masses, radii, densities, dynamics, and ephemerides

Metal core

A smaller metal core than Earth’s is one possible fit. Another puts more iron into oxidised minerals in the mantle, reducing the amount of separate metal at the centre.

Eric Agol et al. 2020 · Refining the transit timing and photometric analysis of TRAPPIST-1: Masses, radii, densities, dynamics, and ephemerides
Read the research
  1. First JWST thermal phase curves of temperate terrestrial exoplanets reveal no thick atmosphere around TRAPPIST-1 b and c
  2. Refining the transit timing and photometric analysis of TRAPPIST-1: Masses, radii, densities, dynamics, and ephemerides
  3. Agol et al. 2021
  4. Ducrot et al. 2020
  5. Grimm et al. 2018
  6. Gillon et al. 2016
  7. Piaulet-Ghorayeb et al. 2025
  8. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models

Landscape

The infrared brightness can be explained by reflective rock or a thin atmosphere, with several surface compositions still possible. A thick, Venus-like carbon-dioxide atmosphere fits poorly.

First JWST thermal phase curves of temperate terrestrial exoplanets reveal no thick atmosphere around TRAPPIST-1 b and c

System

Seven roughly Earth-sized planets circle this small star. Planets b and c are the hottest, d lies farther out, and e, f and g receive levels of starlight of interest for liquid-water climates. Planet h is the cold outer member. Their mutual pulls shift transit times and show their masses.

Agol et al. 2021

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TRAPPIST-1 e

TRAPPIST-1 e is slightly smaller than Earth, with a year lasting about six days. It receives enough starlight for liquid water to be possible with a suitable atmosphere. Whether it has air or water remains open, so both bare rock and a milder world are still possibilities.

Starlight complicates the spectrum

TRAPPIST-1 e receives a level of starlight that makes liquid water possible with a suitable atmosphere. Finding that atmosphere is difficult. Webb measures the spectrum during transits, but bright and dark patches on the star can add their own signals. The published analyses test atmospheric models while accounting for this stellar interference. The observations have not established an atmosphere or ocean, so habitability remains uncertain.

JWST-TST DREAMS: NIRSpec/PRISM Transmission Spectroscopy of the Habitable Zone Planet TRAPPIST-1 e

JWST-TST DREAMS: Secondary Atmosphere Constraints for the Habitable Zone Planet TRAPPIST-1 e

Possible interior layers

Outer rock

Rock could be exposed at the surface or covered by air and water. Transit spectra are difficult to interpret because bright and dark patches on the star affect the signal.

JWST-TST DREAMS: NIRSpec/PRISM Transmission Spectroscopy of the Habitable Zone Planet TRAPPIST-1 e

Rocky mantle

Transit timings constrain its mass, and transits measure its size. Together they allow a rocky mantle, with some room for lighter material such as water.

Eric Agol et al. 2020 · Refining the transit timing and photometric analysis of TRAPPIST-1: Masses, radii, densities, dynamics, and ephemerides

Metal core

Iron could be concentrated at the centre or bound into minerals throughout the mantle. Both arrangements can fit its measured density.

Eric Agol et al. 2020 · Refining the transit timing and photometric analysis of TRAPPIST-1: Masses, radii, densities, dynamics, and ephemerides
Read the research
  1. JWST-TST DREAMS: NIRSpec/PRISM Transmission Spectroscopy of the Habitable Zone Planet TRAPPIST-1 e
  2. JWST-TST DREAMS: Secondary Atmosphere Constraints for the Habitable Zone Planet TRAPPIST-1 e
  3. Refining the transit timing and photometric analysis of TRAPPIST-1: Masses, radii, densities, dynamics, and ephemerides
  4. Agol et al. 2021
  5. Ducrot et al. 2020
  6. Grimm et al. 2018
  7. Gillon et al. 2017
  8. Piaulet-Ghorayeb et al. 2025
  9. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models

Landscape

Its mass and radius are compatible with rock. A dry surface is possible, but so is a world with water if it has a suitable atmosphere. Neither air nor an ocean has been established.

JWST-TST DREAMS: NIRSpec/PRISM Transmission Spectroscopy of the Habitable Zone Planet TRAPPIST-1 e

System

Seven roughly Earth-sized planets circle this small star. Planets b and c are the hottest, d lies farther out, and e, f and g receive levels of starlight of interest for liquid-water climates. Planet h is the cold outer member. Their mutual pulls shift transit times and show their masses.

Agol et al. 2021

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LHS 1140 b

LHS 1140 b circles a cool star in about 25 days. Larger and heavier than Earth, it could hold a deep layer of water. One possible landscape is a frozen ocean with an open patch on the warmer day side. Far below, pressure could turn the water into dense ice above the rocky interior.

The water-rich interpretation

A planet’s mass and radius constrain the materials inside it. LHS 1140 b is less dense than a simple Earth-like mixture would predict. A substantial water layer is one explanation explored in the interior models. With suitable air and temperature, its upper water could form an ocean or ice shell, while much higher pressure changes the water far below.

LHS 1140 b is a potentially habitable water world

Possible interior layers

Air / upper water

In water-rich models, an ice shell or ocean sits above deeper water. Climate calculations allow open water on the warmer day side.

LHS 1140 b is a potentially habitable water world

Deep water

Its measured mass and radius permit a substantial water layer. At great depth, pressure could turn water into dense ice or a hot fluid, depending on temperature.

Mario Damiano et al. 2024 · LHS 1140 b is a potentially habitable water world

Rocky mantle

A rock-rich interior beneath that water is one fit to the measurements. A thinner layer of light gas gives a different fit, so the atmosphere helps distinguish the possibilities.

Mario Damiano et al. 2024 · LHS 1140 b is a potentially habitable water world

Metal centre

The water-world interpretation includes dense rock and metal below the water. The estimate of iron content depends on the assumed composition of the rock.

Mario Damiano et al. 2024 · LHS 1140 b is a potentially habitable water world
Read the research
  1. LHS 1140 b is a potentially habitable water world
  2. Transmission Spectroscopy of the Habitable Zone Exoplanet LHS 1140 b with JWST/NIRISS
  3. Strict Limits on Helium Absorption from LHS 1140 b from Four JWST NIRISS Transits
  4. No Helium Detected in LHS 1140 b from Four JWST NIRISS/SOSS Transits
  5. No Persistent Helium Absorption in LHS 1140 b: Four JWST/NIRISS SOSS Transits and Multi-epoch Stellar He I Variability
  6. Cadieux et al. 2024
  7. Dittmann et al. 2017
  8. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes
  9. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models

Landscape

An ocean has not been detected, but a substantial water layer fits the mass and radius. Climate models allow ice over much of it, with open water on the warmer day side.

LHS 1140 b is a potentially habitable water world

System

The inner planet c has a much shorter year than b and receives more starlight. Planet b is the cooler, larger world and the stronger water-world candidate.

Cadieux et al. 2024

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K2-18 b

K2-18 b has a hydrogen-rich atmosphere containing methane. Beneath it, a deep ocean is one possibility. Another is a much hotter interior under a thick envelope of gas. We do not yet know whether this planet has a liquid surface at all.

Methane detected, oceans unconfirmed

Methane is a strong part of K2-18 b’s atmospheric spectrum. What lies below is much less settled: interior models can allow an ocean or a thick, much hotter fluid envelope. Reports of sulphur-bearing molecules attracted attention because of their possible biological associations. Independent analyses found that the claimed evidence was not robust. The spectra have not established life or an ocean on this planet.

Insufficient evidence for DMS and DMDS in the atmosphere of K2-18 b. From a joint analysis of JWST NIRISS, NIRSpec, and MIRI observations

New Constraints on DMS and DMDS in the Atmosphere of K2-18 b from JWST MIRI

K2-18b Does Not Meet The Standards of Evidence For Life

Possible interior layers

Atmosphere

Methane has been detected in a hydrogen-rich atmosphere. The gas could lie above an ocean or continue into a much hotter fluid interior.

Insufficient evidence for DMS and DMDS in the atmosphere of K2-18 b. From a joint analysis of JWST NIRISS, NIRSpec, and MIRI observations

Water / gas

Water and hydrogen could form a mixture whose composition changes gradually with depth, without a separate ocean surface. A 2026 study shows that such gradual changes allow a much wider range of gas contents.

Luca Morf et al. 2026 · Composition gradients in sub-Neptunes: K2-18 b and TOI-270 d as case studies

Rocky interior

A rocky interior can lie beneath the water-and-gas region. Hot gas-dwarf models and cooler ocean models assign very different amounts of mass to these layers.

Luca Morf et al. 2026 · Composition gradients in sub-Neptunes: K2-18 b and TOI-270 d as case studies

Metal centre

Iron, rock, water and hydrogen can be divided in several ways while fitting the mass and radius. Models that allow mixing permit an even wider range of core sizes.

Luca Morf et al. 2026 · Composition gradients in sub-Neptunes: K2-18 b and TOI-270 d as case studies
Read the research
  1. New Constraints on DMS and DMDS in the Atmosphere of K2-18 b from JWST MIRI
  2. Insufficient evidence for DMS and DMDS in the atmosphere of K2-18 b. From a joint analysis of JWST NIRISS, NIRSpec, and MIRI observations
  3. K2-18b Does Not Meet The Standards of Evidence For Life
  4. Three outstanding physical questions for K2-18 b and other temperate sub-Neptunes
  5. The atmosphere of K2-18 b: The role of hazes, clouds and photoelectrons
  6. Sarkis et al. 2018
  7. Montet et al. 2015
  8. Benneke et al. 2017
  9. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes
  10. Luca Morf et al. 2026 · Composition gradients in sub-Neptunes: K2-18 b and TOI-270 d as case studies

Landscape

Both an ocean beneath hydrogen-rich gas and a much hotter fluid interior can fit the observations. In the hotter models there is no separate sea surface. The atmospheric spectrum has not settled the choice.

Insufficient evidence for DMS and DMDS in the atmosphere of K2-18 b. From a joint analysis of JWST NIRISS, NIRSpec, and MIRI observations

System

The inner companion c is detected through radial velocities and has an orbit of about nine days. Planet b transits every 33 days, allowing its size and atmospheric spectrum to be measured.

Cloutier et al. 2017

Sarkis et al. 2018

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HR 8799 e

HR 8799 e is a young gas giant still glowing with heat left over from its formation. It belongs to a family of four giant planets on wide orbits around the same star. Beneath its clouds lies a hot, dense interior that will cool over millions of years.

Four planets seen in infrared

HR 8799’s planets are young enough to shine in infrared light with heat left over from their formation. Blocking much of the star’s glare lets telescopes separate their light. Webb observations at wavelengths sensitive to carbon dioxide add to earlier atmospheric spectra. Their different atmospheric compositions constrain how each planet collected gas and solids.

JWST-TST High Contrast: Living on the Wedge, or, NIRCam Bar Coronagraphy Reveals CO₂ in the HR 8799 and 51 Eri Exoplanets' Atmospheres

Possible interior layers

Atmosphere

The atmosphere emits infrared light as the young planet cools. Clouds and molecular absorption shape its spectrum.

JWST-TST High Contrast: Living on the Wedge, or, NIRCam Bar Coronagraphy Reveals CO₂ in the HR 8799 and 51 Eri Exoplanets' Atmospheres

Deep envelope

This young planet still releases heat from its formation. Its infrared spectrum also shows enrichment in heavy elements, indicating that its envelope contains more than primordial hydrogen and helium.

Jerry W. Xuan et al. 2026 · The compositions of the HR 8799 planets reflect accretion of both solids and metal-enriched gas

Inner mixture

Formation calculations explore the accretion of solids and metal-enriched gas. Those histories can leave heavy material distributed through the planet, without fixing the size of a distinct central core.

Jerry W. Xuan et al. 2026 · The compositions of the HR 8799 planets reflect accretion of both solids and metal-enriched gas
Read the research
  1. JWST-TST High Contrast: Living on the Wedge, or, NIRCam Bar Coronagraphy Reveals CO₂ in the HR 8799 and 51 Eri Exoplanets' Atmospheres
  2. The compositions of the HR 8799 planets reflect accretion of both solids and metal-enriched gas
  3. The First Dynamical Mass Measurement in the HR 8799 System
  4. Retrieving scattering clouds and disequilibrium chemistry in the atmosphere of HR 8799e
  5. Four-of-a-kind? Comprehensive atmospheric characterisation of the HR 8799 planets with VLTI/GRAVITY
  6. Gravity Collaboration et al. 2019
  7. Zurlo et al. 2016
  8. Marois et al. 2010
  9. Konopacky et al. 2016
  10. Howard, Helled & Müller (2025) · Giant-planet interior models

Landscape

Four young giant planets have been directly imaged around this star. They give off infrared light from heat left over after formation. The companions are shown closer together and larger than they would appear from one another.

JWST-TST High Contrast: Living on the Wedge, or, NIRCam Bar Coronagraphy Reveals CO₂ in the HR 8799 and 51 Eri Exoplanets' Atmospheres

System

Four giant planets have been directly imaged: e is innermost, followed by d, c and b. All are young and shine in infrared light. Orbital motion and gravitational interactions constrain their masses. Spectra measure differences in their atmospheric chemistry.

Zurlo et al. 2016

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51 Eridani b

51 Eridani b is a young gas giant with methane and water vapour in its cloudy atmosphere. It still gives off heat from its formation, even far from its star. Deep below the clouds, increasing pressure turns the gas into dense fluid.

Methane in a young giant

The Gemini Planet Imager separated 51 Eridani b from the glare of its star and recorded strong methane absorption, alongside water. Still hot from formation, the young planet emits infrared light. Observations across more wavelengths favour a partly cloudy atmosphere. Cooling models must account for both its chemistry and brightness.

Discovery and spectroscopy of the young Jovian planet 51 Eri b with the Gemini Planet Imager

Characterizing 51 Eri b from 1-5 μm: a partly-cloudy exoplanet

Possible interior layers

Atmosphere

Methane and water vapour absorb infrared light escaping from the warm interior. Observations at several wavelengths favour partial cloud cover.

Discovery and spectroscopy of the young Jovian planet 51 Eri b with the Gemini Planet Imager

Deep envelope

The planet emits infrared light as it cools. Joint atmosphere-and-interior calculations use that glow to constrain its mass and stored heat.

Christian Wilkinson et al. 2024 · Breaking degeneracies in exoplanetary parameters through self-consistent atmosphere-interior modelling

Inner mixture

One 2024 calculation gives a core near 32 Earth masses. Other formation and cooling models allow a much wider range. The estimate therefore depends on the model.

Christian Wilkinson et al. 2024 · Breaking degeneracies in exoplanetary parameters through self-consistent atmosphere-interior modelling
Read the research
  1. Discovery and spectroscopy of the young Jovian planet 51 Eri b with the Gemini Planet Imager
  2. Characterizing 51 Eri b from 1-5 μm: a partly-cloudy exoplanet
  3. JWST-TST High Contrast: Living on the Wedge, or, NIRCam Bar Coronagraphy Reveals CO₂ in the HR 8799 and 51 Eri Exoplanets' Atmospheres
  4. Direct Spectroscopy of 51 Eridani b with JWST NIRSpec
  5. Dupuy et al. 2022
  6. Elliott et al. 2024
  7. Macintosh et al. 2015
  8. Howard, Helled & Müller (2025) · Giant-planet interior models
  9. Christian Wilkinson et al. 2024 · Breaking degeneracies in exoplanetary parameters through self-consistent atmosphere-interior modelling

Landscape

Methane and water absorb the planet’s infrared glow. Partial cloud cover fits observations across several wavelengths, although these measurements give no visible colours or map of atmospheric bands.

Discovery and spectroscopy of the young Jovian planet 51 Eri b with the Gemini Planet Imager

System

Planet b is the confirmed directly imaged giant in this system. The host also has a distant pair of companion stars, GJ 3305 A and B. Their shared youth helps constrain the planet’s age and cooling history.

Dupuy et al. 2022

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Beta Pictoris b

Beta Pictoris b is a young, hot giant that may spin once in roughly nine hours. It circles a star surrounded by a broad disc of dust, with another giant planet closer in. Heat left over from its formation keeps its atmosphere hot despite the distant star.

Rotation broadens spectral lines

A rotating globe sends light toward us from one side and away from us from the other. The resulting Doppler shifts broaden lines in its spectrum. High-resolution observations of Beta Pictoris b measure that broadening in molecular features. A spin period can then be estimated using a radius and a viewing angle. The estimated nine-hour day depends on the assumed radius and tilt.

β Pictoris b through the eyes of the upgraded CRIRES+

Possible interior layers

Atmosphere

Heat from the young interior escapes through a molecular atmosphere. Rotation broadens the molecular lines in its spectrum.

β Pictoris b through the eyes of the upgraded CRIRES+

Deep envelope

Beta Pictoris b is young enough to shine brightly from retained internal heat. Its gravitational pull on the star provides a mass estimate that can be compared with cooling models.

Eric L. Nielsen et al. 2019 · The Gemini Planet Imager Exoplanet Survey: Dynamical Mass of the Exoplanet beta Pictoris b from Combined Direct Imaging and Astrometry

Inner mixture

Its mass and infrared brightness constrain the heat retained during formation. A compact core and heavy material spread through the interior both remain possible.

Eric L. Nielsen et al. 2019 · The Gemini Planet Imager Exoplanet Survey: Dynamical Mass of the Exoplanet beta Pictoris b from Combined Direct Imaging and Astrometry
Read the research
  1. β Pictoris b through the eyes of the upgraded CRIRES+
  2. Into the red: an M-band study of the chemistry and rotation of β Pictoris b at high spectral resolution
  3. The β Pictoris b Hill sphere transit campaign. Paper II: Searching for the signatures of the β Pictoris exoplanets through time delay analysis of the $δ$ Scuti pulsations
  4. Currie et al. 2013
  5. Sutlieff et al. 2026
  6. Lagrange et al. 2009
  7. Wang et al. 2016
  8. Howard, Helled & Müller (2025) · Giant-planet interior models
  9. Eric L. Nielsen et al. 2019 · The Gemini Planet Imager Exoplanet Survey: Dynamical Mass of the Exoplanet beta Pictoris b from Combined Direct Imaging and Astrometry

Landscape

Still cooling after formation, this young giant emits infrared light through a molecular atmosphere. That heat keeps it warm far from its star. The spectrum does not supply a visible-colour image or cloud map.

β Pictoris b through the eyes of the upgraded CRIRES+

System

Beta Pictoris has three imaged giant planets. Planet c lies inside b’s orbit. The fainter planet d, announced in 2026, lies farther out and may help shape the inner edge of the surrounding debris disc.

Sutlieff et al. 2026

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WASP-76 b

WASP-76 b has iron vapour in its intensely heated atmosphere. As gas moves toward the cooler night side, some of that iron could condense into clouds or droplets. This giant circles its star in less than two days.

Could it rain iron?

Ehrenreich and colleagues measured an uneven iron-vapour signal as this planet crossed its star. One explanation is that iron carried from the hot day side condenses as it reaches cooler regions, possibly making iron rain. The detected signal comes from iron vapour. Droplets have not been observed. Temperature differences, winds and clouds also affect which parts of the atmosphere contribute to the signal.

Ehrenreich et al. (2020) · Nightside condensation of iron in an ultra-hot giant exoplanet

Possible interior layers

Atmosphere

Iron remains as vapour in the hottest gas. It could condense into particles or droplets as winds carry it toward cooler regions.

Ehrenreich et al. (2020) · Nightside condensation of iron in an ultra-hot giant exoplanet

Deep envelope

The measured mass and large radius imply an inflated envelope. Its scorching outer gas sits above much denser material compressed by the weight of the planet.

Ehrenreich et al. 2020

Inner mixture

A dense core is possible, but atmospheric iron vapour gives no estimate of its mass or iron content.

Ehrenreich et al. (2020) · Nightside condensation of iron in an ultra-hot giant exoplanet
Read the research
  1. Ehrenreich et al. (2020) · Nightside condensation of iron in an ultra-hot giant exoplanet
  2. Ehrenreich et al. 2020
  3. West et al. 2016
  4. Alternative 3D explanations of the iron signal
  5. Howard, Helled & Müller (2025) · Giant-planet interior models

Landscape

More iron vapour was detected on one side of the atmosphere than the other. Condensation in cooler regions could explain the difference and might produce iron rain, although the signal comes from vapour and no droplets have been seen.

Ehrenreich et al. (2020) · Nightside condensation of iron in an ultra-hot giant exoplanet

System

WASP-76 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · WASP-76 b

Ehrenreich et al. 2020

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WASP-103 b

WASP-103 b orbits so close to its star that tides stretch its shape. Its silhouette is better described as a slightly elongated globe than a perfect sphere. A year passes in less than a day.

Tidal deformation

The star pulls more strongly on the planet’s near side than its far side. On this very close orbit, the difference can distort a fluid globe. Barros and colleagues tested that idea against the shape of CHEOPS transit light curves. Their data favour tidal deformation at about three standard deviations. Measuring the distortion more precisely could help constrain how material is distributed inside.

Barros et al. (2022) · Detection of the tidal deformation of WASP-103 b with CHEOPS

Possible interior layers

Atmosphere

This giant has a hot, extended gas envelope. The transit-shape analysis tests how that fluid planet responds to its star’s tidal pull.

Barros et al. (2022) · Detection of the tidal deformation of WASP-103 b with CHEOPS

Deep envelope

The star’s gravity stretches this planet. CHEOPS measured a small change in transit shape consistent with a fluid planet deformed by the star’s gravity.

Barros et al. 2022 · Tidal deformation of WASP-103 b

Inner mixture

The inferred response to tides is compatible with Jupiter’s, although the uncertainty is large. It constrains how mass is distributed inside the planet without giving a unique core composition.

Barros et al. 2022 · Tidal deformation of WASP-103 b
Read the research
  1. Barros et al. (2022) · Detection of the tidal deformation of WASP-103 b with CHEOPS
  2. Gillon et al. 2014
  3. Addison et al. 2016
  4. Howard, Helled & Müller (2025) · Giant-planet interior models

Landscape

The star pulls harder on the planet’s near side, stretching it. CHEOPS measured a small distortion during transits. Those measurements constrain its shape without identifying atmospheric bands or colours.

Barros et al. (2022) · Detection of the tidal deformation of WASP-103 b with CHEOPS

System

WASP-103 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · WASP-103 b

Gillon et al. 2014

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KELT-9 b

KELT-9 b circles a star far hotter than the Sun. Its atmosphere is hot enough to contain iron and titanium as individual atoms and ions. Many molecules break apart on its blazing day side.

Iron and titanium in the gas

KELT-9 b receives fierce radiation from a star hotter than the Sun. Hoeijmakers and colleagues searched high-resolution transit spectra for the signatures of metals and detected iron and ionised titanium. Such atoms can remain in the gas under these extreme conditions. Many molecules break apart at these temperatures.

Hoeijmakers et al. (2018) · Atomic iron and titanium in KELT-9 b

Possible interior layers

Atmosphere

Intense heating breaks molecules apart and strips electrons from some atoms. Iron and titanium occur in the gas as atoms and ions.

Hoeijmakers et al. (2018) · Atomic iron and titanium in KELT-9 b

Deep envelope

KELT-9 b combines several Jupiter masses with an enlarged radius. Its enormous external heat input and deep compression make a simple scaled-up Jupiter a poor description of its thermal structure.

Borsa et al. 2019

Inner mixture

Iron and titanium have been detected in the outer gas. The amount of heavy material at the centre remains unconstrained by these measurements.

Borsa et al. 2019
Read the research
  1. Hoeijmakers et al. (2018) · Atomic iron and titanium in KELT-9 b
  2. Borsa et al. 2019
  3. Gaudi et al. 2017
  4. Howard, Helled & Müller (2025) · Giant-planet interior models

Landscape

Its extremely hot star heats the atmosphere enough to break many molecules apart. Astronomers have detected iron atoms and ionised titanium in the gas. There is no rocky surface beneath this atmospheric view.

Hoeijmakers et al. (2018) · Atomic iron and titanium in KELT-9 b

System

KELT-9 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · KELT-9 b

Borsa et al. 2019

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HD 80606 b

HD 80606 b follows a long, stretched orbit. For most of its year it stays far from the star, then rushes close enough for a sharp burst of heating. Its atmosphere warms and cools as the stellar distance changes.

A sudden blast of heat

HD 80606 b spends most of its long orbit far from its star, then rushes through a very close approach. Laughlin and colleagues followed that passage with Spitzer and measured a rapid rise in infrared brightness. It was a direct way to watch an atmosphere respond to a changing energy supply. The heating repeats on each orbit.

Laughlin et al. (2009) · Rapid heating of an exoplanet atmosphere

Possible interior layers

Atmosphere

The outer atmosphere heats rapidly during the close passage by the star. It then cools as the planet moves outward along its elongated orbit.

Laughlin et al. (2009) · Rapid heating of an exoplanet atmosphere

Deep envelope

This giant is several times Jupiter’s mass but similar in size, so its interior is strongly compressed. Its brief, intense heating near the star acts first on the outer atmosphere.

Pearson et al. 2022

Inner mixture

Tides can exchange orbital energy with internal heat. Neither the changing atmospheric temperature nor the eccentric orbit alone measures the composition or size of a central core.

Pearson et al. 2022
Read the research
  1. Laughlin et al. (2009) · Rapid heating of an exoplanet atmosphere
  2. Eclipse Timing of the Eccentric Planet HD 80606b with JWST: Constraints on a Second Planet and other Dynamical Effects
  3. Pearson et al. 2022
  4. Southworth 2011
  5. Naef et al. 2001
  6. Wittenmyer et al. 2009
  7. Howard, Helled & Müller (2025) · Giant-planet interior models

Landscape

The planet follows a highly elongated orbit and heats rapidly as it passes close to its star. Spitzer measured this rise in infrared brightness. The orbit is shown as a diagram, with the star and planet enlarged.

Laughlin et al. (2009) · Rapid heating of an exoplanet atmosphere

System

HD 80606 b is the confirmed planet around this star. A distant stellar companion, HD 80607, may have helped reshape its orbit through long-term gravitational perturbations. This is one proposed origin of its extreme eccentricity.

Pearson et al. 2022

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GJ 436 b

GJ 436 b is a warm Neptune-sized planet losing hydrogen into space. The escaping gas forms an enormous cloud extending far beyond the globe. Its orbit is slightly stretched, bringing it nearer to its star and farther away during each year.

Escaping hydrogen absorbs ultraviolet light

Hubble detected a deep ultraviolet transit lasting far longer than the ordinary transit of GJ 436 b. Escaping hydrogen can explain this enormous absorbing cloud. Its shape has earned the planet comparisons with a comet. The observation follows ultraviolet absorption by gas, so the tail would not look like a bright comet tail in visible light.

Ehrenreich et al. (2015) · A giant comet-like cloud of hydrogen escaping GJ 436 b

Possible interior layers

Atmosphere

Hydrogen escapes from the upper atmosphere into a cloud much larger than the planet. This cloud absorbs ultraviolet starlight.

Ehrenreich et al. (2015) · A giant comet-like cloud of hydrogen escaping GJ 436 b

Deep envelope

Its mass and radius require a light envelope above denser material. A formation-and-structure study found solutions with roughly 10–20% of the mass in hydrogen and helium.

P. Figueira et al. 2009 · Bulk composition of the transiting hot Neptune around GJ 436

Rocky interior

That study favoured more rock than in Neptune, because inward migration lets a growing planet collect rocky material. Water-rich alternatives depend on the formation assumptions.

P. Figueira et al. 2009 · Bulk composition of the transiting hot Neptune around GJ 436

Metal centre

Iron and rock may account for much of the mass beneath the envelope. Several divisions between a metal core and rocky mantle fit the observations.

P. Figueira et al. 2009 · Bulk composition of the transiting hot Neptune around GJ 436
Read the research
  1. Ehrenreich et al. (2015) · A giant comet-like cloud of hydrogen escaping GJ 436 b
  2. Maciejewski et al. 2014
  3. Turner et al. 2016
  4. Butler et al. 2004
  5. Salz et al. 2015
  6. Rosenthal et al. 2021
  7. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes
  8. P. Figueira et al. 2009 · Bulk composition of the transiting hot Neptune around GJ 436
  9. A. Guzmán-Mesa et al. 2022 · Chemical diversity of the atmospheres and interiors of sub-Neptunes: a case study of GJ 436 b

Landscape

Hydrogen escaping from the atmosphere forms an enormous cloud around the planet. Hubble detected it absorbing ultraviolet starlight. This gas would not look like a bright blue comet tail to human eyes.

Ehrenreich et al. (2015) · A giant comet-like cloud of hydrogen escaping GJ 436 b

System

GJ 436 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · GJ 436 b

Maciejewski et al. 2014

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GJ 9827 d

GJ 9827 d is about twice as wide as Earth and has an atmosphere rich in water vapour. This hot planet completes an orbit every six days. Water in the air does not establish an ocean underneath.

Steam around a small planet

Water can be a trace ingredient in a hydrogen atmosphere or make up much of the atmosphere itself. Webb’s NIRISS spectrum, combined with Hubble observations, favours a water-rich atmosphere on GJ 9827 d. The analysis finds a high proportion of water vapour.

JWST/NIRISS reveals the water-rich "steam world" atmosphere of GJ 9827 d

Possible interior layers

Air / upper water

Water vapour makes up a substantial part of the hot atmosphere. The spectrum supports steam, while the existence of a liquid ocean remains unsettled.

JWST/NIRISS reveals the water-rich "steam world" atmosphere of GJ 9827 d

Deep water

Its low density requires lighter material above the rocks. Earlier mass-and-radius models allowed a hydrogen envelope; JWST’s later steam-rich spectrum gives a stronger constraint on that outer layer.

V. M. Passegger et al. 2024 · The compact multi-planet system GJ 9827 revisited with ESPRESSO

Rocky mantle

The denser interior could be rocky, like its smaller siblings GJ 9827 b and c. For planet d, water and gas make up more of the visible size.

V. M. Passegger et al. 2024 · The compact multi-planet system GJ 9827 revisited with ESPRESSO

Metal centre

Adding more water leaves less mass for rock and iron beneath it. Several core sizes can therefore fit the measured mass and radius.

V. M. Passegger et al. 2024 · The compact multi-planet system GJ 9827 revisited with ESPRESSO
Read the research
  1. JWST/NIRISS reveals the water-rich "steam world" atmosphere of GJ 9827 d
  2. Piaulet-Ghorayeb et al. 2024
  3. Rice et al. 2019
  4. Niraula et al. 2017
  5. Piaulet et al. (2023) · Water-rich Kepler-138 d
  6. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes
  7. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models
  8. V. M. Passegger et al. 2024 · The compact multi-planet system GJ 9827 revisited with ESPRESSO

Landscape

Webb spectra favour water-rich gas around this planet. Water vapour is invisible, so visible clouds would need droplets or particles. The gas detection leaves the possibility of an ocean below unsettled.

JWST/NIRISS reveals the water-rich "steam world" atmosphere of GJ 9827 d

System

Of the three transiting planets, b and c have densities compatible with rocky compositions, while d is larger and less dense. Webb’s steam detection on d adds atmospheric evidence to that mass-and-radius comparison.

Passegger et al. 2024

Piaulet-Ghorayeb et al. 2024

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LTT 9779 b

LTT 9779 b has an unusually reflective atmosphere despite its fierce heating. Bright clouds return much of the incoming starlight to space. This Neptune-sized planet completes a year in less than twenty hours.

Strong reflected light

Very few Neptune-sized planets are found this close to their stars. When LTT 9779 b disappears behind its star, the visible light drops. That difference shows that the planet reflects a large fraction of the light reaching its day side. CHEOPS observations and atmospheric models connect that brightness to reflective clouds in an atmosphere rich in heavier elements.

Hoyer et al. (2023) · The extremely high albedo of LTT 9779 b

Possible interior layers

Atmosphere

High clouds reflect a large fraction of the incoming starlight. Reflective mineral particles are a leading explanation for the brightness.

Hoyer et al. (2023) · The extremely high albedo of LTT 9779 b

Deep envelope

Thermal evolution models in the discovery study gave a hydrogen-and-helium envelope of about 9% of the total mass. Its survival so close to the star is unusual.

Jenkins et al. 2020 · An ultrahot Neptune in the Neptune desert

Rocky interior

Most of the mass in that interpretation lies in denser material below the atmosphere. A small mass of hot gas can still contribute greatly to the planet’s radius.

Jenkins et al. 2020 · An ultrahot Neptune in the Neptune desert

Metal centre

The denser interior could contain rock, water and metal in different proportions. The discovery model estimates the outer gas fraction without fixing a separate iron core.

Jenkins et al. 2020 · An ultrahot Neptune in the Neptune desert
Read the research
  1. Hoyer et al. (2023) · The extremely high albedo of LTT 9779 b
  2. High-resolution detection of reflected light from the exo-Neptune LTT-9779 b
  3. Jenkins et al. 2020
  4. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes
  5. Jenkins et al. 2020 · An ultrahot Neptune in the Neptune desert

Landscape

Reflective mineral clouds are a leading explanation for the unusually bright reflected light measured by CHEOPS. Their exact composition remains uncertain.

Hoyer et al. (2023) · The extremely high albedo of LTT 9779 b

System

LTT 9779 b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · LTT 9779 b

Jenkins et al. 2020

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TOI-270 d

TOI-270 d has a hydrogen-rich atmosphere containing methane and carbon dioxide. About twice as wide as Earth, it could have a deep, hot mixture of water and gas below. Whether a separate liquid ocean exists remains unsettled.

Atmospheric gases and deep water

Webb transmission spectra show methane and carbon dioxide in the atmosphere of TOI-270 d. These molecules help constrain the mixture of gases and the conditions that supply them. Deeper models allow either a separate ocean or a hot mixture of gas and water. Atmospheric chemistry narrows the possibilities, but a liquid-water boundary has not been found.

Benneke et al. (2024) · Methane, carbon dioxide and water in the atmosphere of TOI-270 d

The atmospheric composition of TOI-270 d

Possible interior layers

Atmosphere

Methane and carbon dioxide absorb light passing through the hydrogen-rich atmosphere. Their abundances constrain the gases reaching it from below.

Benneke et al. (2024) · Methane, carbon dioxide and water in the atmosphere of TOI-270 d

Water / gas

Models matching the atmosphere, mass and radius allow a deep mixture of hydrogen and water. A separate ocean is also possible for some atmospheric conditions.

Frances E. Rigby et al. 2025 · The Surface and Interior Conditions of Temperate Sub-Neptune TOI-270 d

Rocky interior

A gas-dwarf interpretation places roughly 1–5% of the mass in hydrogen-rich gas above a rocky interior. Other solutions replace much of that gas with water.

Frances E. Rigby et al. 2025 · The Surface and Interior Conditions of Temperate Sub-Neptune TOI-270 d

Metal centre

Several proportions of iron and rock fit the observations. A 2026 study allows composition to change gradually with depth, widening that range further.

Luca Morf et al. 2026 · Composition gradients in sub-Neptunes: K2-18 b and TOI-270 d as case studies
Read the research
  1. Benneke et al. (2024) · Methane, carbon dioxide and water in the atmosphere of TOI-270 d
  2. The atmospheric composition of TOI-270 d
  3. Kaye et al. 2022
  4. Van Eylen et al. 2021
  5. Günther et al. 2019
  6. Mikal-Evans et al. 2023
  7. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes
  8. Frances E. Rigby et al. 2025 · The Surface and Interior Conditions of Temperate Sub-Neptune TOI-270 d
  9. Luca Morf et al. 2026 · Composition gradients in sub-Neptunes: K2-18 b and TOI-270 d as case studies

Landscape

The atmosphere contains methane and carbon dioxide. Its visible colour has not been measured. Deeper down, water could mix with hydrogen under pressure or form an ocean under suitable conditions.

Benneke et al. (2024) · Methane, carbon dioxide and water in the atmosphere of TOI-270 d

System

The compact inner planet b is smaller than c and d. Those two outer planets are sub-Neptunes, with room for light envelopes.

Kaye et al. 2022

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TOI-178 g

TOI-178 g is part of a six-planet system whose outer five orbits follow linked rhythms. The regular timing contrasts with sharply different planetary densities. Planet g is about 2.9 times Earth’s width and takes 20.7 days to circle the star.

Six planets in a resonance chain

CHEOPS, ground-based telescopes and measurements of the star’s motion identified six planets around TOI-178. The outer five follow a chain of linked orbital rhythms. Their densities vary much more than that orderly architecture might suggest. Interior models allow different amounts of gas and dense material, consistent with planets of different compositions.

Six transiting planets and a chain of Laplace resonances in TOI-178

Possible interior layers

Atmosphere

The low density requires lighter material around the denser interior. The discovery models allow a gas envelope and water.

Six transiting planets and a chain of Laplace resonances in TOI-178

Deep envelope

TOI-178 g has a lower density than a bare rocky planet. The discovery analysis allows a gas envelope, with water also contributing to its size.

A. Leleu et al. 2021 · Six transiting planets and a chain of Laplace resonances in TOI-178

Rocky interior

Its mass and radius were modelled together with those of its five neighbours. Their different densities imply different proportions of rock, water and gas despite their linked orbits.

A. Leleu et al. 2021 · Six transiting planets and a chain of Laplace resonances in TOI-178

Metal centre

A metal core can fit inside the rocky region. Its inferred size changes with the amount of water assigned to the layers above.

A. Leleu et al. 2021 · Six transiting planets and a chain of Laplace resonances in TOI-178
Read the research
  1. Six transiting planets and a chain of Laplace resonances in TOI-178
  2. Photo-dynamical characterisation of the TOI-178 resonant chain
  3. Leleu et al. 2024
  4. Leleu et al. 2021
  5. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes

Landscape

Six planets circle this star, and the outer five follow linked orbital rhythms. Their densities vary sharply despite this regular pattern. The lineup shows the family, not their actual spacing.

Six transiting planets and a chain of Laplace resonances in TOI-178

System

Six planets are known, from b to g. The five outer planets follow a linked chain of orbital periods, but their densities vary sharply. An orderly orbital pattern does not imply identical compositions.

Leleu et al. 2024

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Kepler-10 b

Kepler-10 b is a small rocky planet circling an old, Sun-like star. Its year lasts about twenty hours. Much larger companions occupy the wider orbits in the same system.

Mass from the star’s motion

Kepler detected repeated transits of a small planet with a year shorter than a day. Measurements of the star’s motion supplied a mass, making a rocky composition plausible. Later observations refined the measurements and identified additional outer companions. Its surface receives intense starlight throughout each orbit.

In-depth characterization of the Kepler-10 three-planet system with HARPS-N radial velocities and Kepler transit timing variations

Possible interior layers

Hot exterior

Intense starlight could melt the day-side surface. The measured mass and radius favour rock, without distinguishing the minerals exposed there.

In-depth characterization of the Kepler-10 three-planet system with HARPS-N radial velocities and Kepler transit timing variations

Rock / melt

A 2025 analysis gives a mass near 3.2 Earth masses. Combined with its radius, this fits a planet dominated by silicate rock, with a small iron core or none.

A. S. Bonomo et al. 2025 · In-depth characterization of the Kepler-10 three-planet system with HARPS-N radial velocities and Kepler transit timing variations

Central rock / metal

A small metal centre, or iron held mainly in rocky minerals, can fit the latest mass measurement. Its uncertainty leaves both possibilities open.

A. S. Bonomo et al. 2025 · In-depth characterization of the Kepler-10 three-planet system with HARPS-N radial velocities and Kepler transit timing variations
Read the research
  1. In-depth characterization of the Kepler-10 three-planet system with HARPS-N radial velocities and Kepler transit timing variations
  2. Bonomo et al. 2025
  3. Batalha et al. 2011
  4. Dumusque et al. 2014
  5. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models

Landscape

Silicate rock is favoured by the measured mass and radius. Intense starlight could melt some of the day side, though the molten fraction has not been measured.

In-depth characterization of the Kepler-10 three-planet system with HARPS-N radial velocities and Kepler transit timing variations

System

Beyond the small rocky planet b, planet c transits every 45 days and may contain substantial water. Planet d was identified through radial velocities and the shifting transit times of c, with a year of about 151 days.

Bonomo et al. 2025

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Kepler-36 b

Kepler-36 b is a dense rocky planet with a much larger neighbour on the next orbit out. The planets pass close to one another despite their different densities. Planet b packs its material into a much smaller globe.

Masses measured through transit timing

Kepler-36 b is dense and rocky, while c is much larger and carries a substantial gas envelope. Their nearby orbits cause gravitational nudges that shift the times of their transits. Carter and colleagues used those timing changes to measure their masses. The density measurements imply very different structures despite similar exposure to starlight.

Kepler-36: A Pair of Planets with Neighboring Orbits and Dissimilar Densities

Possible interior layers

Outer rock

Its high density favours exposed rock over a massive gas envelope. The observations constrain its bulk composition much better than they constrain the minerals at its surface.

Kepler-36: A Pair of Planets with Neighboring Orbits and Dissimilar Densities

Rocky mantle

This dense inner planet is consistent with a rock-and-iron body. Atmospheric-loss models can explain it as the remnant of a planet that once carried a light gas envelope.

Eric Lopez et al. 2013 · The Role of Core Mass in Controlling Evaporation: the Kepler Radius Distribution and the Kepler-36 Density Dichotomy

Metal core

In atmospheric-loss models, b’s dense core is less massive than c’s, making gas easier to remove. Its iron fraction depends on the assumed composition of the rock.

Eric Lopez et al. 2013 · The Role of Core Mass in Controlling Evaporation: the Kepler Radius Distribution and the Kepler-36 Density Dichotomy
Read the research
  1. Kepler-36: A Pair of Planets with Neighboring Orbits and Dissimilar Densities
  2. Vissapragada et al. 2020
  3. Fulton & Petigura 2018
  4. Carter et al. 2012
  5. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models
  6. Eric Lopez et al. 2013 · The Role of Core Mass in Controlling Evaporation: the Kepler Radius Distribution and the Kepler-36 Density Dichotomy

Landscape

This dense rocky planet has a much larger, less dense neighbour on the next orbit out. Their orbital distances differ by only about ten percent. The nearby world is planet c, not a moon.

Kepler-36: A Pair of Planets with Neighboring Orbits and Dissimilar Densities

System

Two planets have neighbouring orbits but very different densities. The inner b is rocky, while the larger outer c retains a light envelope. Their mutual gravitational pulls shift their transit times, allowing both masses to be measured.

Vissapragada et al. 2020

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Kepler-36 c

Kepler-36 c carries a substantial envelope of gas around a denser interior. Its neighbour b is much smaller and rockier, despite travelling on an orbit just inside its own.

Retaining a gas envelope

Kepler-36 c is much less dense than b, even though their orbital distances differ by only about ten percent. Their mutual gravitational pull changes when each planet crosses the star. Modelling those timing shifts established the density contrast. Models suggest that c retained a gas envelope while b lost most of its gas.

Kepler-36: A Pair of Planets with Neighboring Orbits and Dissimilar Densities

Possible interior layers

Atmosphere

A light gas envelope contributes much of planet c’s size. Its inner neighbour b is far denser and has lost most of its gas in atmospheric-loss models.

Kepler-36: A Pair of Planets with Neighboring Orbits and Dissimilar Densities

Deep envelope

A light envelope explains why planet c is much larger and less dense than nearby planet b. Evolution models track how much gas it could retain while exposed to the star.

James E. Owen et al. 2015 · The initial physical conditions of Kepler-36 b & c

Rocky interior

A more massive rock-and-iron interior helps c hold on to gas. That could account for their different sizes despite similar exposure to starlight.

James E. Owen et al. 2015 · The initial physical conditions of Kepler-36 b & c

Metal centre

The models constrain the total dense core more readily than a separate iron centre. Iron and silicate rock can be divided in different proportions within that core.

James E. Owen et al. 2015 · The initial physical conditions of Kepler-36 b & c
Read the research
  1. Kepler-36: A Pair of Planets with Neighboring Orbits and Dissimilar Densities
  2. Vissapragada et al. 2020
  3. Fulton & Petigura 2018
  4. Carter et al. 2012
  5. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes
  6. James E. Owen et al. 2015 · The initial physical conditions of Kepler-36 b & c

Landscape

A substantial gas envelope makes planet c larger and less dense than its rocky neighbour b. Models suggest that its more massive dense interior helped it retain gas that b lost.

Kepler-36: A Pair of Planets with Neighboring Orbits and Dissimilar Densities

System

Two planets have neighbouring orbits but very different densities. The inner b is rocky, while the larger outer c retains a light envelope. Their mutual gravitational pulls shift their transit times, allowing both masses to be measured.

Vissapragada et al. 2020

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Kepler-51 d

Kepler-51 d is almost Jupiter-sized, at about 0.87 times its width, yet contains very little mass. It and the system’s other two transiting planets have thick envelopes and densities far below those of our Solar System’s giants. Its orbit lasts 130.2 days.

A transit that arrived early

Kepler-51’s transiting planets have unusually large radii for their small masses. When Webb observed d, its transit arrived far earlier than expected from a three-planet model. Combining that event with other transit times led to evidence for a fourth planet. The same gravitational timing method helps weigh the visible planets and establish how little material fills their enormous globes.

A Fourth Planet in the Kepler-51 System Revealed by Transit Timing Variations

Possible interior layers

Atmosphere

A very extended atmosphere accounts for much of this planet’s enormous size. Its low density requires a large volume of gas around a much smaller concentration of heavier material.

A Fourth Planet in the Kepler-51 System Revealed by Transit Timing Variations

Deep envelope

The extreme combination of large radius and small mass challenges standard cooling models. A 2026 study finds that extra internal heat could keep its envelope expanded.

Nicholas T. Marston et al. 2026 · Do Super-Puffs Defy Core Accretion? Population-Wide Interior Structure Constraints

Rocky interior

A dense core may sit under the very extended atmosphere. Its inferred mass depends strongly on whether the planet has extra heat or whether high-altitude material enlarges its apparent radius.

Nicholas T. Marston et al. 2026 · Do Super-Puffs Defy Core Accretion? Population-Wide Interior Structure Constraints

Metal centre

Iron could form a core within the denser region, but its share of that region is uncertain. Explaining the enormously extended outer envelope is the main difficulty for interior models.

Nicholas T. Marston et al. 2026 · Do Super-Puffs Defy Core Accretion? Population-Wide Interior Structure Constraints
Read the research
  1. A Fourth Planet in the Kepler-51 System Revealed by Transit Timing Variations
  2. Masuda 2014
  3. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes
  4. Nicholas T. Marston et al. 2026 · Do Super-Puffs Defy Core Accretion? Population-Wide Interior Structure Constraints

Landscape

Transit measurements show a huge planet, while gravitational timing measurements give a very small mass. An extended gas envelope accounts for its low density. High-altitude particles could also increase its apparent size.

A Fourth Planet in the Kepler-51 System Revealed by Transit Timing Variations

System

Planets b, c and d are unusually low-density transiting worlds. An unexpected shift in d’s transit time showed evidence for a fourth planet, e. Its properties are inferred from gravitational effects. Its radius has not been measured.

Masuda 2014

Masuda et al. 2024

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Kepler-138 d

Kepler-138 d could contain a deep layer of water above its rocky interior. Its small size overlaps with rocky planets, but its density suggests a lighter composition. High pressure would make its deep water very different from an Earth ocean.

Water above rock and metal

Piaulet and colleagues combined Hubble and Spitzer transits, stellar velocities and changes in transit timing to constrain Kepler-138 d. Its mass and radius fit a planet with a substantial layer of water above rock and metal. In their model, water occupies about half the volume. Its deep water would experience pressures far beyond an Earth ocean, and an exposed liquid surface is not established.

Evidence for the volatile-rich composition of a 1.5-Earth-radius planet

Possible interior layers

Air / upper water

Water-rich models allow steam and hot water in the outer layers. An ocean surface is possible under suitable atmospheric conditions.

Evidence for the volatile-rich composition of a 1.5-Earth-radius planet

Deep water

The 2023 study inferred a water-rich layer roughly 2,000 km deep. It could contain steam and dense hot water, whose state changes with depth.

Caroline Piaulet et al. 2022 · Evidence for the volatile-rich composition of a 1.5-$R_\oplus$ planet

Rocky mantle

The same model places this water above a dense interior containing silicate rock and iron. Water contributes much more to the volume than to the mass.

Caroline Piaulet et al. 2022 · Evidence for the volatile-rich composition of a 1.5-$R_\oplus$ planet

Metal centre

An Earth-like ratio of rock to iron was assumed for the dense interior. The inferred water amount changes if that ratio changes.

Caroline Piaulet et al. 2022 · Evidence for the volatile-rich composition of a 1.5-$R_\oplus$ planet
Read the research
  1. Evidence for the volatile-rich composition of a 1.5-Earth-radius planet
  2. Piaulet et al. 2023
  3. Kipping et al. 2014
  4. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models

Landscape

Its mass and radius fit a thick layer of water above rock and metal. The upper water could form an ocean beneath an atmosphere. A hot, dense fluid without an Earth-like sea surface is also possible.

Evidence for the volatile-rich composition of a 1.5-Earth-radius planet

System

The small inner planet b accompanies c and d, two worlds with evidence for water-rich compositions. An additional planet, e, was inferred from the system’s gravitational timing signals. It is not known to transit, so its radius remains unmeasured.

Piaulet et al. 2023

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Kepler-37 b

At just 0.31 times Earth’s width, Kepler-37 b is smaller than Mercury. Rock and metal could make up its interior. It circles its star every 13.4 days.

Measuring a very small planet

A very small transit dip led to the discovery of Kepler-37 b. To turn that dip into a planet size, Barclay and colleagues used oscillations in the star to measure the star itself. The resulting world is smaller than Mercury. Its mass is much less securely known than its radius, so its internal proportions remain open.

Barclay et al. 2013

Possible interior layers

Outer rock

A rocky exterior is plausible for this small world. Its atmospheric conditions and surface minerals have not been established.

Barclay et al. 2013

Rocky mantle

Its radius is smaller than Mercury’s. A mantle dominated by rock is plausible, though the poorly measured mass leaves a wide range of densities.

Bonomo et al. 2023

Metal core

A metal centre could occupy part of this small planet. Its measured radius establishes its size much more securely than its composition.

Bonomo et al. 2023
Read the research
  1. Bonomo et al. 2023
  2. Barclay et al. 2013
  3. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models

Landscape

Between the Moon and Mercury in size, this planet could have a similarly rocky, cratered surface. The analogy leaves room for different minerals and geology.

Barclay et al. 2013

System

Three planets transit: tiny b, the larger c and outer d. Radial velocities constrain d’s mass, while b remains much harder to weigh. A fourth object, e, has been reported from transit timing, but later work disputes that interpretation.

Bonomo et al. 2023

Hadden et al. 2014

Rajpaul et al. 2021 · Kepler-37 d and the disputed planet e

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K2-141 b

K2-141 b races around its star in just under seven hours. Its day side is hot enough for molten rock. A thin atmosphere made from vaporised rock could form above the hottest regions.

A possible cycle of vaporised rock

K2-141 b’s short orbit subjects its day side to intense heating. Optical and infrared phase observations can be compared with models of bare rock and a thin atmosphere supplied by a magma ocean. Rock vapour could move away from the hottest region and condense elsewhere. The lava flows and atmospheric circulation have not been mapped.

K2 and Spitzer phase curves of the rocky ultra-short-period planet K2-141 b hint at a tenuous rock vapor atmosphere

Possible interior layers

Hot exterior

Molten rock on the day side could supply a thin atmosphere of rock vapour. The vapour could condense after moving into cooler regions.

K2 and Spitzer phase curves of the rocky ultra-short-period planet K2-141 b hint at a tenuous rock vapor atmosphere

Rock / melt

Mantle simulations allow a dayside magma ocean a few hundred kilometres deep. They also predict slowly moving rock beneath the solid nightside and possible volcanic activity there.

Tobias G. Meier et al. 2026 · Mantle Convection and Nightside Volcanism on Lava World K2-141 b

Metal core

The high density allows an iron-rich centre. Simulations find that cooling of this core can affect mantle motion, though its temperature has not been measured.

Tobias G. Meier et al. 2026 · Mantle Convection and Nightside Volcanism on Lava World K2-141 b
Read the research
  1. K2 and Spitzer phase curves of the rocky ultra-short-period planet K2-141 b hint at a tenuous rock vapor atmosphere
  2. Bonomo et al. 2023
  3. Malavolta et al. 2018
  4. Barragán et al. 2018
  5. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models
  6. Tobias G. Meier et al. 2026 · Mantle Convection and Nightside Volcanism on Lava World K2-141 b

Landscape

The day side is hot enough for a magma ocean. Vaporised rock could form a thin atmosphere, move toward cooler regions and condense there. The extent and depth of the molten rock depend on the model.

K2 and Spitzer phase curves of the rocky ultra-short-period planet K2-141 b hint at a tenuous rock vapor atmosphere

System

The tiny-orbit lava world b has a larger, Neptune-sized companion c farther out. Planet c receives much less starlight than b.

Bonomo et al. 2023

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HD 110067 b

Six planets circle HD 110067 in a linked sequence: roughly three inner orbits for every two on the next orbit, changing to four-to-three ratios farther out. Planet b, about 2.2 times Earth’s width, completes the innermost orbit in 9.1 days.

Predicting the missing transits

TESS and CHEOPS observed a family of transiting planets around HD 110067. The linked periods of the inner planets helped researchers predict where to look for the remaining transits. Six sub-Neptunes emerged in a resonant chain. Strong gravitational scattering could disrupt the chain, so its survival suggests a relatively undisturbed history.

A resonant sextuplet of sub-Neptunes transiting the bright star HD 110067

Possible interior layers

Atmosphere

Its low density requires light material above the denser interior. The discovery measurements allow a gas envelope but do not identify its composition.

A resonant sextuplet of sub-Neptunes transiting the bright star HD 110067

Deep envelope

Its mass and radius indicate a low-density outer envelope. The six planets’ regular orbital pattern suggests a relatively undisturbed history in which such gas could survive.

R. Luque et al. 2023 · A resonant sextuplet of sub-Neptunes transiting the bright star HD 110067

Rocky interior

A dense rocky region can lie beneath the gas. The neighbouring planets provide useful comparisons because they formed around the same star, but their interiors need not be identical.

R. Luque et al. 2023 · A resonant sextuplet of sub-Neptunes transiting the bright star HD 110067

Metal centre

Iron could form a central core beneath rock and lighter material. Several proportions of these ingredients fit the discovery measurements.

R. Luque et al. 2023 · A resonant sextuplet of sub-Neptunes transiting the bright star HD 110067
Read the research
  1. A resonant sextuplet of sub-Neptunes transiting the bright star HD 110067
  2. The six-planet resonant chain of HD 110067
  3. Luque et al. 2023
  4. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes

Landscape

A light envelope can explain the low density around a denser interior. Its gases, clouds and visible colour have yet to be measured.

A resonant sextuplet of sub-Neptunes transiting the bright star HD 110067

System

Six sub-Neptunes, b through g, follow a chain of linked orbital periods. The rhythm helped predict missing transits before they were observed. Several measured densities suggest light atmospheres. A distant binary-star companion also belongs to the wider stellar system.

Luque et al. 2023

Apps & Luque 2023 · A wide hierarchical triple

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AU Mic b

AU Mic b orbits a young red dwarf that frequently flares. Bursts of radiation reach the planet’s atmosphere every time the star erupts. The planet is about 4.8 times Earth’s width, with an 8.5-day orbit.

A young planet around a flaring star

AU Mic b crosses a young red-dwarf star surrounded by a debris disc. Plavchan and colleagues used TESS transits and follow-up observations to establish the planet. Stellar spots and flares complicate measurements while also shaping the radiation reaching the atmosphere.

Plavchan et al. 2020

Possible interior layers

Atmosphere

The extended atmosphere receives bursts of radiation from stellar flares. These can change its chemistry and help gas escape.

Broadband 12-26 GHz Radio Radiation Reveals Evidence for Micro-flares on AU Mic

Deep envelope

A 2024 mass-and-radius study finds an inflated young planet that could retain more than 5% of its mass in hydrogen. Strong stellar radiation may remove some of this gas over time.

M. Mallorquín et al. 2024 · Revisiting the dynamical masses of the transiting planets in the young AU Mic system: Potential AU Mic b inflation at $\sim$20 Myr

Rocky interior

Rock and water can share the denser material underneath. The planet is still young, so its retained heat affects how much gas is needed to explain its size.

M. Mallorquín et al. 2024 · Revisiting the dynamical masses of the transiting planets in the young AU Mic system: Potential AU Mic b inflation at $\sim$20 Myr

Metal centre

Stellar activity makes the mass difficult to measure, which limits estimates of the dense interior. A separate iron core is possible within those uncertainties.

M. Mallorquín et al. 2024 · Revisiting the dynamical masses of the transiting planets in the young AU Mic system: Potential AU Mic b inflation at $\sim$20 Myr
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  1. Broadband 12-26 GHz Radio Radiation Reveals Evidence for Micro-flares on AU Mic
  2. Mallorquín et al. 2024
  3. Plavchan et al. 2020
  4. Bean, Raymond & Owen (2021) · The nature and origins of sub-Neptunes
  5. M. Mallorquín et al. 2024 · Revisiting the dynamical masses of the transiting planets in the young AU Mic system: Potential AU Mic b inflation at $\sim$20 Myr

Landscape

Powerful flares from the young star expose the extended atmosphere to bursts of energetic radiation. They can alter its chemistry and drive gas loss. The star and planet are drawn closer together than their true separation.

Plavchan et al. 2020

System

The young planets b and c transit an active red dwarf. Additional companions d and e have been proposed from timing and radial-velocity signals. Their status has been debated because stellar activity complicates the measurements.

Mallorquín et al. 2024

Wittrock et al. 2023

Donati et al. 2025

Mallorquín et al. 2024 · AU Mic masses and candidate companions

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PDS 70 c

PDS 70 c is a young giant still gathering material inside a broad gap in its star’s disc. A smaller disc of dust surrounds the planet itself, offering a possible place for moons to form.

A disc around a growing planet

ALMA detected compact dust emission around PDS 70 c, separate from the much larger disc surrounding its star. Benisty and colleagues interpreted it as a circumplanetary disc, the kind of environment that could supply material for moons. Infrared observations follow the young planet and its orbit.

Benisty et al. (2021) · A circumplanetary disk around PDS 70 c

Possible interior layers

Atmosphere

Infrared spectra favour a dusty atmosphere around this young, luminous planet. The dust composition is uncertain. The atmosphere releases heat as the planet grows and cools.

Wang et al. (2021) · Orbits and atmospheres of PDS 70 b and c

Deep envelope

This planet is still growing inside a young disc. Infrared radiation carries heat from the planet, while material falling toward it can supply additional energy.

J. J. Wang et al. 2021 · Constraining the Nature of the PDS 70 Protoplanets with VLTI/GRAVITY

Inner mixture

Its luminosity depends on its mass, age and continuing accretion. Those uncertainties prevent a firm estimate of how much heavy material has collected at the centre.

J. J. Wang et al. 2021 · Constraining the Nature of the PDS 70 Protoplanets with VLTI/GRAVITY
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  1. Benisty et al. (2021) · A circumplanetary disk around PDS 70 c
  2. Wang et al. (2021) · Orbits and atmospheres of PDS 70 b and c
  3. Wang et al. 2021
  4. Haffert et al. 2019
  5. Keppler et al. 2018
  6. Howard, Helled & Müller (2025) · Giant-planet interior models

Landscape

ALMA resolved a compact dust disc around this growing planet, though not its fine ring structure. The material could form moons. None have been confirmed.

Benisty et al. (2021) · A circumplanetary disk around PDS 70 c

System

Two growing giant planets, b and c, occupy a gap in the surrounding disc. Both are still associated with accreting material, and c has a compact dust disc of its own. Additional compact sources have been proposed, but are not treated here as established planets.

Wang et al. 2021

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51 Peg b

51 Peg b is a hot giant with water vapour in its atmosphere. It circles a Sun-like star in just over four days. Because it does not transit the star, its physical size is harder to measure.

The 1995 discovery

Mayor and Queloz found a repeating wobble in a Sun-like star in 1995. The four-day rhythm was caused by a giant planet much closer to its star than the giants of our Solar System. Since 51 Peg b does not transit, its radius is harder to establish. Modern high-resolution spectra can separate the moving planet’s atmospheric signature from the star’s light.

Mayor & Queloz 1995

51 Peg b revisited with VLT/CRIRES+. Constraints on atmospheric thermal structure, chemical composition, and an alternative orbital solution

Possible interior layers

Atmosphere

Spectra have detected water vapour in the hot atmosphere. Its molecular absorption can be separated from the star’s light as the planet moves along its orbit.

51 Peg b revisited with VLT/CRIRES+. Constraints on atmospheric thermal structure, chemical composition, and an alternative orbital solution

Deep envelope

The star’s repeating wobble establishes a giant planet in a short orbit. Hydrogen-rich gas can extend far above its denser interior.

Cont et al. 2026

Inner mixture

Without a measured radius, there is little constraint on the mass of a central core. Atmospheric spectra identify gases only in the outer layers.

Cont et al. 2026
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  1. 51 Peg b revisited with VLT/CRIRES+. Constraints on atmospheric thermal structure, chemical composition, and an alternative orbital solution
  2. Calculated Value
  3. Cont et al. 2026
  4. Mayor & Queloz 1995
  5. Turnbull 2015
  6. Howard, Helled & Müller (2025) · Giant-planet interior models

Landscape

The planet circles a Sun-like star in just over four days. It does not transit, leaving its radius uncertain. Spectra identify atmospheric gases, while cloud cover and visible colour remain open.

Mayor & Queloz 1995

System

51 Peg b is the only confirmed planet currently known in this system.

NASA Exoplanet Archive · 51 Peg b

Cont et al. 2026

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Proxima Centauri b

Proxima Centauri b circles the nearest star to the Sun in about eleven days. Its minimum mass is close to Earth’s. We still do not know whether this small world has an atmosphere or a liquid-water surface.

An eleven-day signal

A repeating change in Proxima Centauri’s velocity led to the detection of a planet on an eleven-day orbit. That wobble gives a minimum mass because the orbit’s tilt is uncertain. The planet receives a level of starlight compatible with liquid water under suitable atmospheric conditions, but its atmosphere and radius have not been measured.

Anglada-Escudé et al. 2016

Possible interior layers

Outer rock

Its minimum mass is compatible with a rocky planet. No atmosphere or surface has been detected, and its radius is still unknown.

Anglada-Escudé et al. 2016

Rocky mantle

Published rocky-planet models range from iron-rich worlds to bodies with substantial water. The radial-velocity discovery gives a minimum mass, but no measured radius to distinguish them.

B. Brugger et al. 2016 · Possible Internal Structures and Compositions of Proxima Centauri b

Metal core

An iron-rich centre is one allowed possibility. In the 2016 study, a Mercury-like interior and a water-rich planet could both fit the available mass constraint.

B. Brugger et al. 2016 · Possible Internal Structures and Compositions of Proxima Centauri b
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  1. Calculated Value
  2. Suárez Mascareño et al. 2025
  3. Anglada-Escudé et al. 2016
  4. Zeng, Sasselov & Jacobsen (2016) · Rocky interior models
  5. B. Brugger et al. 2016 · Possible Internal Structures and Compositions of Proxima Centauri b

Landscape

A low-mass planet circles the nearest star to the Sun. A dry rocky surface is possible, but without measurements of its radius, atmosphere or water content, other conditions remain possible.

Anglada-Escudé et al. 2016

System

The smaller inner planet d has a roughly five-day orbit, while b circles every eleven days. A more distant planet c has been proposed but remains disputed. Proxima itself belongs to the wider Alpha Centauri stellar system.

Suárez Mascareño et al. 2025

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