Abstract
Young exoplanets provide an important link between understanding planet formation and atmospheric evolution1. Direct imaging spectroscopy allows us to infer the properties of young, wide-orbit, giant planets with high signal-to-noise ratio. This allows us to compare this young population with exoplanets characterized by transmission spectroscopy, which has indirectly revealed the presence of clouds2,3,4, photochemistry5 and a diversity of atmospheric compositions6,7. Direct detections have also been made for brown dwarfs8,9, but direct studies of young giant planets in the mid-infrared were not possible before James Webb Space Telescope10. With two exoplanets around a solar-type star, the YSES-1 system is an ideal laboratory for studying this early phase of exoplanet evolution. Here we report the direct observations of silicate clouds in the atmosphere of the exoplanet YSES-1 c through its 9–11 µm absorption feature, and the first circumplanetary disk silicate emission around its sibling planet, YSES-1 b. The clouds of YSES-1 c are composed of either amorphous iron-enriched pyroxene or a combination of amorphous MgSiO3 and Mg2SiO4, with particle sizes of ≤0.1 μm at 1 millibar pressure. We attribute the emission from the disk around YSES-1 b to be from submicron olivine dust grains, which may have formed through collisions of planet-forming bodies in the disk.
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Data availability
The data used in this paper are associated with the JWST program GO 2044 and are available from the Mikulski Archive for Space Telescopes (https://mast.stsci.edu). The dataset is available at https://doi.org/10.17909/a2vk-mh23. The data used for host star measurements are associated with the UVES/VLT Program (106.20ZM.00) and the XShooter/VLT Program (103.2008.001) and are available from the ESO Archive (https://archive.eso.org/).
Code availability
This study made use of the following software codes to analyse the data: NumPy84, astropy85, matplotlib86, SciPy87, pandas88, ForMoSA20,21, VIRGA69,70, PICASO71,72, pyMultinest41, WebbPSF38 and petitRADTRANS23. The spectral extraction script used for the MIRI LRS data is available at GitHub (https://github.com/mperrin/miri_lrs_fm).
References
Currie, T. et al. Direct imaging and spectroscopy of extrasolar planets. In Proc. Protostars and Planets VII (eds Inutsuka, S. et al.) Vol. 534, 799 (Astronomical Society of the Pacific, 2023).
Dyrek, A. et al. SO2, silicate clouds, but no CH4 detected in a warm Neptune. Nature 625, 51–54 (2024).
Welbanks, L. et al. A high internal heat flux and large core in a warm Neptune exoplanet. Nature 630, 836–840 (2024).
Grant, D. et al. JWST-TST DREAMS: quartz clouds in the atmosphere of WASP-17b. Astrophys. J. Lett. 956, L32 (2023).
Tsai, S.-M. et al. Photochemically produced SO2 in the atmosphere of WASP-39b. Nature 617, 483–487 (2023).
Sing, D. K. et al. A continuum from clear to cloudy hot-Jupiter exoplanets without primordial water depletion. Nature 529, 59–62 (2016).
Bell, T. J. et al. Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b. Nat. Astron. 8, 879–898 (2024).
Suárez, G. et al. Ultracool dwarfs observed with the Spitzer infrared spectrograph: equatorial latitudes in L dwarf atmospheres are cloudier. Astrophys. J. Lett. 954, L6 (2023).
Miles, B. E. et al. The JWST Early-release Science Program for Direct Observations of Exoplanetary Systems II: a 1 to 20 μm spectrum of the planetary-mass companion VHS 1256-1257 b. Astrophys. J. Lett. 946, L6 (2023).
Sun, Q. et al. A revisit of the mass-metallicity trends in transiting exoplanets. Astron. J. 167, 167 (2024).
Bohn, A. J. et al. Two directly imaged, wide-orbit giant planets around the young, solar analog TYC 8998-760-1. Astrophys. J. Lett. 898, L16 (2020).
Nielsen, E. L. et al. The Gemini Planet Imager Exoplanet Survey: giant planet and brown dwarf demographics from 10 to 100 au. Astron. J. 158, 13 (2019).
Vigan, A. et al. The SPHERE infrared survey for exoplanets (SHINE). III. The demographics of young giant exoplanets below 300 au with SPHERE. Astron. Astrophys. 651, A72 (2021).
Zhang, Y. et al. The 13CO-rich atmosphere of a young accreting super-Jupiter. Nature 595, 370–372 (2021).
Zhang, Y. et al. The ESO SupJup Survey. III. Confirmation of 13CO in YSES 1 b and atmospheric detection of YSES 1 c with CRIRES+. Astron. J. 168, 246 (2024).
Cushing, M. C. et al. A Spitzer infrared spectrograph spectral sequence of M, L, and T dwarfs. Astrophys. J. 648, 614–628 (2006).
Cushing, M. C. et al. Atmospheric parameters of field L and T dwarfs. Astrophys. J. 678, 1372–1395 (2008).
Marley, M. S., Saumon, D. & Goldblatt, C. A patchy cloud model for the L to T dwarf transition. Astrophys. J. Lett. 723, L117 (2010).
Suárez, G. & Metchev, S. Ultracool dwarfs observed with the Spitzer infrared spectrograph - II. Emergence and sedimentation of silicate clouds in L dwarfs, and analysis of the full M5-T9 field dwarf spectroscopic sample. Mon. Not. R. Astron. Soc. 513, 5701–5726 (2022).
Petrus, S. et al. A new take on the low-mass brown dwarf companions on wide orbits in Upper-Scorpius. Astron. Astrophys. 633, A124 (2020).
Petrus, S. et al. X-SHYNE: X-shooter spectra of young exoplanet analogs. I. A medium-resolution 0.65–2.5 μm one-shot spectrum of VHS 1256–1257 b. Astron. Astrophys. 670, L9 (2023).
Calamari, E. et al. Predicting cloud conditions in substellar mass objects using ultracool dwarf companions. Astrophys. J. 963, 67 (2024).
Mollière, P. et al. petitRADTRANS: a Python radiative transfer package for exoplanet characterization and retrieval. Astron. Astrophys. 627, A67 (2019).
Petrus, S. et al. The JWST Early Release Science Program for Direct Observations of Exoplanetary Systems. V. Do self-consistent atmospheric models represent JWST spectra? A showcase with VHS 1256-1257 b. Astrophys. J. Lett. 966, L11 (2024).
Charnay, B. et al. A self-consistent cloud model for brown dwarfs and young giant exoplanets: comparison with photometric and spectroscopic observations. Astrophys. J. 854, 172 (2018).
Burrows, A. & Sharp, C. Chemical equilibrium abundances in brown dwarf and extrasolar giant planet atmospheres. Astrophys. J. 512, 843–863 (1999).
Barman, T. S., Macintosh, B., Konopacky, Q. M. & Marois, C. Clouds and chemistry in the atmosphere of extrasolar planet HR8799b. Astrophys. J. 733, 65 (2011).
Tremblin, P. et al. Cloudless atmospheres for young low-gravity substellar objects. Astrophys. J. 850, 46 (2017).
Bowler, B. P. et al. Rotation periods, inclinations, and obliquities of cool stars hosting directly imaged substellar companions: spin-orbit misalignments are common. Astron. J. 165, 164 (2023).
Stassun, K. G. et al. The revised TESS input catalog and candidate target list. Astron. J. 158, 138 (2019).
Marley, M., Ackerman, A., Cuzzi, J. & Kitzmann, D. in Comparative Climatology of Terrestrial Planets(eds Mackwell, S.J. et al.) 367–391 (Univ. Arizona Press, 2013).
Luna, J. L. & Morley, C. V. Empirically determining substellar cloud compositions in the era of the James Webb Space Telescope. Astrophys. J. 920, 146 (2021).
Cushing, M. C., Rayner, J. T., Davis, S. P. & Vacca, W. D. FeH absorption in the near-infrared spectra of late M and L dwarfs. Astrophys. J. 582, 1066–1072 (2003).
Moran, S. E., Marley, M. S. & Crossley, S. D. Neglected silicon dioxide polymorphs as clouds in substellar atmospheres. Astrophys. J. Lett. 973, L3 (2024).
van Holstein, R. et al. A survey of the linear polarization of directly imaged exoplanets and brown dwarf companions with SPHERE-IRDIS. First polarimetric detections revealing disks around DH Tau B and GSC 6214-210 B. Astron. Astrophys. 647, A21 (2021).
Benisty, M. et al. A circumplanetary disk around PDS70c. Astrophys. J. Lett. 916, L2 (2021).
Cugno, G. et al. Mid-infrared spectrum of the disk around the forming companion GQ Lup B revealed by JWST/MIRI. Astrophys. J. Lett. 966, L21 (2024).
Perrin, M. D. et al. Updated point spread function simulations for JWST with WebbPSF. In Proc. Space Telescopes and Instrumentation 2014: Optical, Infrared, and Millimeter Wave, 91433X (SPIE, 2014).
Horne, K. An optimal extraction algorithm for CCD spectroscopy. Publ. Astron. Soc. Pac. 98, 609–617 (1986).
Nasedkin, E. et al. Four-of-a-kind? Comprehensive atmospheric characterisation of the HR 8799 planets with VLTI/GRAVITY. Astron. Astrophys. 687, A298 (2024).
Buchner, J. et al. X-ray spectral modelling of the AGN obscuring region in the CDFS: Bayesian model selection and catalogue. Astron. Astrophys. 564, A125 (2014).
Bailer-Jones, C., Rybizki, J., Fouesneau, M., Mantelet, G. & Andrae, R. Estimating distance from parallaxes. IV. Distances to 1.33 billion stars in Gaia data release 2. Astron. J. 156, 58 (2018).
Nasedkin, E., Mollière, P. & Blain, D. Atmospheric retrievals with petitRADTRANS. J. Open Source Softw. 9, 5875 (2024).
Feroz, F., Hobson, M. & Bridges, M. multinest: an efficient and robust Bayesian inference tool for cosmology and particle physics. Mon. Not. R. Astron. Soc. 398, 1601–1614 (2009).
Feroz, F., Hobson, M. P., Cameron, E. & Pettitt, A. N. Importance nested sampling and the MultiNest algorithm. Open J. Astrophys. 2, 10 (2019).
Skilling, J. Nested sampling. AIP Conf. Proc. 735, 395–405 (2004).
Mollière, P. et al. Retrieving scattering clouds and disequilibrium chemistry in the atmosphere of HR 8799e. Astron. Astrophys. 640, A131 (2020).
Zhang, Z. et al. ELemental abundances of Planets and brown dwarfs Imaged around Stars (ELPIS). I. Potential metal enrichment of the exoplanet AF Lep b and a novel retrieval approach for cloudy self-luminous atmospheres. Astron. J. 166, 198 (2023).
Polyansky, O. L. et al. ExoMol molecular line lists XXX: a complete high-accuracy line list for water. Mon. Not. R. Astron. Soc. 480, 2597–2608 (2018).
Rothman, L. S. et al. HITEMP, the high-temperature molecular spectroscopic database. J. Quant. Spectrosc. Radiat. Transf. 111, 2139–2150 (2010).
Guest, E. R., Tennyson, J. & Yurchenko, S. N. Predicting the rotational dependence of line broadening using machine learning. J. Mol. Spectrosc. 401, 111901 (2024).
Yurchenko, S. N., Mellor, T. M., Freedman, R. S. & Tennyson, J. ExoMol line lists – XXXIX. Ro-vibrational molecular line list for CO2. Mon. Not. R. Astron. Soc. 496, 5282–5291 (2020).
Coles, P. A., Yurchenko, A.-S. N. & Tennyson, J. ExoMol molecular line lists XXXV: a rotation-vibration line list for hot ammonia. Mon. Not. R. Astron. Soc. 490, 4638–4647 (2019).
Barber, R. J. et al. ExoMol line lists - III. An improved hot rotation-vibration line list for HCN and HNC. Mon. Not. R. Astron. Soc. 437, 1828–1835 (2014).
Azzam, A. A., Yurchenko, S. N., Tennyson, J. & Naumenko, O. V. ExoMol line lists XVI: a hot line list for H2S. Mon. Not. R. Astron. Soc. 460, 4063–4074 (2016).
Sousa-Silva, C., Al-Refaie, A. F., Tennyson, J. & Yurchenko, S. N. ExoMol line lists - VII. The rotation-vibration spectrum of phosphine up to 1500K. Mon. Not. R. Astron. Soc. 446, 2337–2347 (2015).
Wende, S., Reiners, A., Seifahrt, A. & Bernath, P. CRIRES spectroscopy and empirical line-by-line identification of FeH molecular absorption in an M dwarf. Astron. Astrophys. 523, A58 (2010).
Allard, N. F., Spiegelman, F., Leininger, T. & Mollière, P. New study of the line profiles of sodium perturbed by H2. Astron. Astrophys. 628, A120 (2019).
Allard, N. F., Spiegelman, F. & Kielkopf, J. F. K-H2 line shapes for the spectra of cool brown dwarfs. Astron. Astrophys. 589, A21 (2016).
McKemmish, L. K. et al. ExoMol molecular line lists - XXXIII. The spectrum of titanium oxide. Mon. Not. R. Astron. Soc. 488, 2836–2854 (2019).
McKemmish, L. K., Yurchenko, S. N. & Tennyson, J. ExoMol line lists - XVIII. The high-temperature spectrum of VO. Mon. Not. R. Astron. Soc. 463, 771–793 (2016).
Asplund, M., Grevesse, N., Sauval, A. J. & Scott, P. The chemical composition of the sun. Annu. Rev. Astron. Astrophys. 47, 481–522 (2009).
Ackerman, A. S. & Marley, M. S. Precipitating condensation clouds in substellar atmospheres. Astrophys. J. 556, 872–884 (2001).
Jäger, C. et al. Steps toward interstellar silicate mineralogy. IV. The crystalline revolution. Astron. Astrophys. 339, 904–916 (1998).
Vos, J. M. et al. Patchy forsterite clouds in the atmospheres of two highly variable exoplanet analogs. Astrophys. J. 944, 138 (2023).
Greenfield, P. & Miller, T. The Calibration Reference Data System. Astron. Comput. 16, 41–53 (2016).
Fonte, S. et al. Oxygen depletion in giant planets with different formation histories. Mon. Not. R. Astron. Soc. 520, 4683–4695 (2023).
Line, M. R. et al. Uniform atmospheric retrieval analysis of ultracool dwarfs. I. Characterizing benchmarks, Gl 570D and HD 3651B. Astrophys. J. 807, 183 (2015).
Batalha, N., Rooney, C. & Mukherjee, S. natashabatalha/virga: Initial release (v0.0). Zenodo https://doi.org/10.5281/zenodo.3759888 (2020).
Rooney, C. M., Batalha, N. E., Gao, P., Marley, M. S. & New, A. A new sedimentation model for greater cloud diversity in giant exoplanets and brown dwarfs. Astrophys. J. 925, 33 (2022).
Batalha, N., Rooney, C. natashabatalha/picaso: Release 2.1. Zenodo https://doi.org/10.5281/zenodo.4206648 (2020).
Batalha, N. E., Marley, M. S., Lewis, N. K. & Fortney, J. J. Exoplanet Reflected-light Spectroscopy with PICASO. Astrophys. J. 878, 70 (2019).
Palik, E. D. (ed.) Handbook of Optical Constants of Solids (Academic Press, 1985).
Wetzel, S. et al. Laboratory measurement of optical constants of solid SiO and application to circumstellar dust. Astron. Astrophys. 553, A92 (2013).
Jäger, C., Dorschner, J., Mutschke, H., Posch, T. & Henning, T. Steps toward interstellar silicate mineralogy. VII. Spectral properties and crystallization behaviour of magnesium silicates produced by the sol-gel method. Astron. Astrophys. 408, 193–204 (2003).
Mutschke, H. & Mohr, P. Far-infrared continuum absorption of forsterite and enstatite at low temperatures. Astron. Astrophys. 625, A61 (2019).
Dorschner, J. et al. Steps toward interstellar silicate mineralogy. II. Study of Mg-Fe-silicate glasses of variable composition. Astron. Astrophys. 300, 503 (1995).
Zeidler, S., Mutschke, H. & Posch, T. Temperature-dependent Infrared Optical Constants of Olivine and Enstatite. Astrophys. J. 798, 125 (2015).
Li, A. & Greenberg, J. M. The dust extinction, polarization and emission in the high-latitude cloud toward HD 210121. Astron. Astrophys. 339, 591–600 (1998).
Henning, T. Cosmic silicates. Annu. Rev. Astron. Astrophys. 48, 21–46 (2010).
Kessler-Silacci, J. et al. c2d Spitzer IRS spectra of disks around T Tauri stars. I. Silicate emission and grain growth. Astrophys. J. 639, 275–291 (2006).
Bouwman, J. et al. The formation and evolution of planetary systems: grain growth and chemical processing of dust in T Tauri systems. Astrophys. J. 683, 479–498 (2008).
Chen, C. et al. Erratum: “Spitzer IRS Spectroscopy of IRAS-Discovered Debris Disks” (ApJS, 166, 351, [2006]). Astrophys. J. 177, 417 (2008).
Harris, C. et al. Array programming with NumPy. Nature 585, 4357–4362 (2020).
Astropy Collaboration. et al. The Astropy Project: sustaining and growing a community-oriented open-source project and the latest major release (v5.0) of the core package. Astrophys. J. 935, 167 (2022).
Hunter, J. D. Matplotlib: a 2D graphics environment. Comput. Sci. Eng. 9, 90–95 (2007).
Virtanen, P. et al. SciPy 1.0: fundamental algorithms for scientific computing in Python. Nat. Methods 17, 261–272 (2020).
McKinney, W. Data structures for statistical computing in Python. In Proc. Python in Science Conference 56–61 (SciPy, 2010).
Acknowledgements
S.P. is supported by the ANID FONDECYT postdoctoral program no. 3240145 and an appointment to the NASA Postdoctoral Program at the NASA–Goddard Space Flight Center, administered by Oak Ridge Associated Universities under contract with NASA. V.D. acknowledges the financial contribution from PRIN MUR 2022 (code 2022YP5ACE) funded by the European Union—NextGeneration EU. This work is based on observations made with the NASA/ESA/CSA JWST. The data were obtained from the Mikulski Archive for Space Telescopes at the Space Telescope Science Institute, which is operated by the Association of Universities for Research in Astronomy, under NASA contract NAS 5-03127 for JWST. These observations are associated with program JWST-GO-02044. Support for program JWST-GO-02044 was provided by NASA through a grant from the Space Telescope Science Institute.
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All authors contributed to the paper, with some specific contributions as follows. K.K.W.H., M.P., Q.M.K., C.A.T., J.-B.R., C.V.M., E.G., K.W.-D., E.R., L.P., M.B., V.D., S.P., T.B., J.G., R.J.D.R., B.R. and G.C. aided in the development of the original proposal and made notable contributions to the overall design of the program. M.P. and K.K.W.H. generated the observing plan with input from the team. M.P. conducted the data reduction and starlight subtraction and performed the MIRI spectral extraction, and J.K. and K.K.W.H. co-led the spectral extraction of NIRSpec prism. M.R. led the cloud modelling effort, S.P. led the forward modelling effort and silicate index empirical analysis, E.N. led the retrieval effort, and C.I. led the thermal modelling with guidance from C.C.; P.P.-B. implemented the ability to fit a CPD in our forward modelling framework. M.K., Y.Z., S.E.M., W.O.B., B.R., R.J.D.R. and B.M. aided in the interpretation and made contributions to the writing of this paper. K.K.W.H., M.P., M.R., S.P., E.N. and C.I. generated figures for this paper.
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Extended data figures and tables
Extended Data Fig. 1 PSF subtraction of NIRSpec IFU Prism data to remove host star light.
The top row shows slices of the combined NIRSpec Prism data cube at five different wavelengths. The data orientation shown here is rotated 90° relative to Fig 1. The middle row shows slices of the PSF model of the host star. The bottom row shows slices of the resultant PSF-subtracted data cube, showing clearer detections of the companions without contamination from the host star. The diffuse roughly circular illumination seen in the third row at wavelengths <= 3 microns is believed to be an optical ghost from reflection within NIRSpec; this is not subtracted by the PSF modelling but owing to its location it has no impact on the extracted spectra of the two planets.
Extended Data Fig. 2 PSF subtraction and spectral extraction of MIRI LRS data of YSES-1 b.
The top panel shows the two separate nods in blue and red for YSES-1 b illustrating the spectral traces after PSF and background subtraction. The middle panel shows spectral extractions from both traces with 3 sigma errors plotted. The black spectra is the average of the two nods. The dashed spectrum shows the MAST reduced and extracted spectra to demonstrate the systematics removed by our PSF subtraction. The bottom panel shows the SNR over wavelength of the respective extracted spectra from the middle panel, as well as the ETC calculations from the Cycle 1 proposal.
Extended Data Fig. 3 PSF subtraction and spectral extraction of MIRI LRS data of YSES-1 c.
See Extended Data Fig. 2 caption for description.
Extended Data Fig. 4 Forward model and retrieved spectrum compared to YSES-1 c spectrum.
Left panel: the pressure-temperature profile for the nearest ExoRem grid point to the best-fit parameters, and a 90% confidence region for the pressure-temperature profile as inferred by the pRT retrieval. The dashed line indicates the emission contribution function averaged across wavelength. Most of the flux is emitted between 0.01 and 0.03 bar, just above the location of the silicate cloud layer whose optical depth is indicated by the purple shading. Also shown are representative condensation curves for MgSiO3, Mg2SiO4 and Fe, all of which are expected to condense deeper in the atmosphere than what is found by the retrieval. Right panel: the best-fit ExoRem forward model and the maximum-likelihood model from the pRT retrieval are compared to the observed spectrum of YSES-1 c.
Extended Data Fig. 5 Posterior parameter distributions for YSES-1 c as inferred from the pRT retrieval.
Not shown are the parameters for the PT profile, which is shown in Extended Data Fig. 4. The units of the chemical abundances are in log mass fraction.
Extended Data Fig. 6 Cloud composition, mean particle radius, cloud base pressure, and cloud particle density fits.
Shown in panel 1 are different silicate species of crystalline Mg2SiO4, crystalline MgSiO3 (averaged over all temperatures), and crystalline MgSiO3 at 928 K; panel 2 shows different particle radii fits; panel 3 shows different cloud base pressures; and panel 4 shows different particle densities, all against YSES-1 c.
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Hoch, K.K.W., Rowland, M., Petrus, S. et al. Silicate clouds and a circumplanetary disk in the YSES-1 exoplanet system. Nature 643, 938–942 (2025). https://doi.org/10.1038/s41586-025-09174-w
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DOI: https://doi.org/10.1038/s41586-025-09174-w