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Page 1
Discovery of sparse, reliable omic biomarkers with Stabl.
Hédou J, Marić I, Bellan G, Einhaus J, Gaudillière DK, Ladant FX, Verdonk F, Stelzer IA, Feyaerts D, Tsai AS, Ganio EA, Sabayev M, Gillard J, Amar J, Cambriel A, Oskotsky TT, Roldan A, Golob JL, Sirota M, Bonham TA, Sato M, Diop M, Durand X, Angst MS, Stevenson DK, Aghaeepour N, Montanari A, Gaudillière B. Hédou J, et al. Nat Biotechnol. 2024 Oct;42(10):1581-1593. doi: 10.1038/s41587-023-02033-x. Epub 2024 Jan 2. Nat Biotechnol. 2024. PMID: 38168992 Free PMC article.
Establishment of tissue-resident immune populations in the fetus.
Feyaerts D, Urbschat C, Gaudillière B, Stelzer IA. Feyaerts D, et al. Semin Immunopathol. 2022 Nov;44(6):747-766. doi: 10.1007/s00281-022-00931-x. Epub 2022 May 4. Semin Immunopathol. 2022. PMID: 35508672 Free PMC article. Review.
Spatial subsetting enables integrative modeling of oral squamous cell carcinoma multiplex imaging data.
Einhaus J, Gaudilliere DK, Hedou J, Feyaerts D, Ozawa MG, Sato M, Ganio EA, Tsai AS, Stelzer IA, Bruckman KC, Amar JN, Sabayev M, Bonham TA, Gillard J, Diop M, Cambriel A, Mihalic ZN, Valdez T, Liu SY, Feirrera L, Lam DK, Sunwoo JB, Schürch CM, Gaudilliere B, Han X. Einhaus J, et al. iScience. 2023 Nov 20;26(12):108486. doi: 10.1016/j.isci.2023.108486. eCollection 2023 Dec 15. iScience. 2023. PMID: 38125025 Free PMC article.
Multiomic signals associated with maternal epidemiological factors contributing to preterm birth in low- and middle-income countries.
Espinosa CA, Khan W, Khanam R, Das S, Khalid J, Pervin J, Kasaro MP, Contrepois K, Chang AL, Phongpreecha T, Michael B, Ellenberger M, Mehmood U, Hotwani A, Nizar A, Kabir F, Wong RJ, Becker M, Berson E, Culos A, De Francesco D, Mataraso S, Ravindra N, Thuraiappah M, Xenochristou M, Stelzer IA, Marić I, Dutta A, Raqib R, Ahmed S, Rahman S, Hasan ASMT, Ali SM, Juma MH, Rahman M, Aktar S, Deb S, Price JT, Wise PH, Winn VD, Druzin ML, Gibbs RS, Darmstadt GL, Murray JC, Stringer JSA, Gaudilliere B, Snyder MP, Angst MS, Rahman A, Baqui AH, Jehan F, Nisar MI, Vwalika B, Sazawal S, Shaw GM, Stevenson DK, Aghaeepour N. Espinosa CA, et al. Sci Adv. 2023 May 24;9(21):eade7692. doi: 10.1126/sciadv.ade7692. Epub 2023 May 26. Sci Adv. 2023. PMID: 37224249 Free PMC article.
Large-scale correlation network construction for unraveling the coordination of complex biological systems.
Becker M, Nassar H, Espinosa C, Stelzer IA, Feyaerts D, Berson E, Bidoki NH, Chang AL, Saarunya G, Culos A, De Francesco D, Fallahzadeh R, Liu Q, Kim Y, Marić I, Mataraso SJ, Payrovnaziri SN, Phongpreecha T, Ravindra NG, Stanley N, Shome S, Tan Y, Thuraiappah M, Xenochristou M, Xue L, Shaw G, Stevenson D, Angst MS, Gaudilliere B, Aghaeepour N. Becker M, et al. Nat Comput Sci. 2023 Apr;3(4):346-359. doi: 10.1038/s43588-023-00429-y. Epub 2023 Apr 13. Nat Comput Sci. 2023. PMID: 38116462 Free PMC article.
Early prediction and longitudinal modeling of preeclampsia from multiomics.
Marić I, Contrepois K, Moufarrej MN, Stelzer IA, Feyaerts D, Han X, Tang A, Stanley N, Wong RJ, Traber GM, Ellenberger M, Chang AL, Fallahzadeh R, Nassar H, Becker M, Xenochristou M, Espinosa C, De Francesco D, Ghaemi MS, Costello EK, Culos A, Ling XB, Sylvester KG, Darmstadt GL, Winn VD, Shaw GM, Relman DA, Quake SR, Angst MS, Snyder MP, Stevenson DK, Gaudilliere B, Aghaeepour N. Marić I, et al. Patterns (N Y). 2022 Dec 9;3(12):100655. doi: 10.1016/j.patter.2022.100655. eCollection 2022 Dec 9. Patterns (N Y). 2022. PMID: 36569558 Free PMC article.
A Peripheral Immune Signature of Labor Induction.
Ando K, Hédou JJ, Feyaerts D, Han X, Ganio EA, Tsai ES, Peterson LS, Verdonk F, Tsai AS, Marić I, Wong RJ, Angst MS, Aghaeepour N, Stevenson DK, Blumenfeld YJ, Sultan P, Carvalho B, Stelzer IA, Gaudillière B. Ando K, et al. Front Immunol. 2021 Sep 9;12:725989. doi: 10.3389/fimmu.2021.725989. eCollection 2021. Front Immunol. 2021. PMID: 34566984 Free PMC article.
Stabl: sparse and reliable biomarker discovery in predictive modeling of high-dimensional omic data.
Hédou J, Marić I, Bellan G, Einhaus J, Gaudillière DK, Ladant FX, Verdonk F, Stelzer IA, Feyaerts D, Tsai AS, Ganio EA, Sabayev M, Gillard J, Bonham TA, Sato M, Diop M, Angst MS, Stevenson D, Aghaeepour N, Montanari A, Gaudillière B. Hédou J, et al. Res Sq [Preprint]. 2023 Feb 28:rs.3.rs-2609859. doi: 10.21203/rs.3.rs-2609859/v1. Res Sq. 2023. Update in: Nat Biotechnol. 2024 Oct;42(10):1581-1593. doi: 10.1038/s41587-023-02033-x PMID: 36909508 Free PMC article. Updated. Preprint.
Revealing the impact of lifestyle stressors on the risk of adverse pregnancy outcomes with multitask machine learning.
Becker M, Dai J, Chang AL, Feyaerts D, Stelzer IA, Zhang M, Berson E, Saarunya G, De Francesco D, Espinosa C, Kim Y, Marić I, Mataraso S, Payrovnaziri SN, Phongpreecha T, Ravindra NG, Shome S, Tan Y, Thuraiappah M, Xue L, Mayo JA, Quaintance CC, Laborde A, King LS, Dhabhar FS, Gotlib IH, Wong RJ, Angst MS, Shaw GM, Stevenson DK, Gaudilliere B, Aghaeepour N. Becker M, et al. Front Pediatr. 2022 Dec 13;10:933266. doi: 10.3389/fped.2022.933266. eCollection 2022. Front Pediatr. 2022. PMID: 36582513 Free PMC article.