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Page 1
Integration of mechanistic immunological knowledge into a machine learning pipeline improves predictions.
Culos A, Tsai AS, Stanley N, Becker M, Ghaemi MS, McIlwain DR, Fallahzadeh R, Tanada A, Nassar H, Espinosa C, Xenochristou M, Ganio E, Peterson L, Han X, Stelzer IA, Ando K, Gaudilliere D, Phongpreecha T, Marić I, Chang AL, Shaw GM, Stevenson DK, Bendall S, Davis KL, Fantl W, Nolan GP, Hastie T, Tibshirani R, Angst MS, Gaudilliere B, Aghaeepour N. Culos A, et al. Among authors: stevenson dk. Nat Mach Intell. 2020 Oct;2(10):619-628. doi: 10.1038/s42256-020-00232-8. Epub 2020 Oct 12. Nat Mach Intell. 2020. PMID: 33294774 Free PMC article.
Implementing Mass Cytometry at the Bedside to Study the Immunological Basis of Human Diseases: Distinctive Immune Features in Patients with a History of Term or Preterm Birth.
Gaudillière B, Ganio EA, Tingle M, Lancero HL, Fragiadakis GK, Baca QJ, Aghaeepour N, Wong RJ, Quaintance C, El-Sayed YY, Shaw GM, Lewis DB, Stevenson DK, Nolan GP, Angst MS. Gaudillière B, et al. Among authors: stevenson dk. Cytometry A. 2015 Sep;87(9):817-29. doi: 10.1002/cyto.a.22720. Epub 2015 Jul 17. Cytometry A. 2015. PMID: 26190063 Free PMC article.
An immune clock of human pregnancy.
Aghaeepour N, Ganio EA, Mcilwain D, Tsai AS, Tingle M, Van Gassen S, Gaudilliere DK, Baca Q, McNeil L, Okada R, Ghaemi MS, Furman D, Wong RJ, Winn VD, Druzin ML, El-Sayed YY, Quaintance C, Gibbs R, Darmstadt GL, Shaw GM, Stevenson DK, Tibshirani R, Nolan GP, Lewis DB, Angst MS, Gaudilliere B. Aghaeepour N, et al. Among authors: stevenson dk. Sci Immunol. 2017 Sep 1;2(15):eaan2946. doi: 10.1126/sciimmunol.aan2946. Sci Immunol. 2017. PMID: 28864494 Free PMC article.
Differential Dynamics of the Maternal Immune System in Healthy Pregnancy and Preeclampsia.
Han X, Ghaemi MS, Ando K, Peterson LS, Ganio EA, Tsai AS, Gaudilliere DK, Stelzer IA, Einhaus J, Bertrand B, Stanley N, Culos A, Tanada A, Hedou J, Tsai ES, Fallahzadeh R, Wong RJ, Judy AE, Winn VD, Druzin ML, Blumenfeld YJ, Hlatky MA, Quaintance CC, Gibbs RS, Carvalho B, Shaw GM, Stevenson DK, Angst MS, Aghaeepour N, Gaudilliere B. Han X, et al. Among authors: stevenson dk. Front Immunol. 2019 Jun 11;10:1305. doi: 10.3389/fimmu.2019.01305. eCollection 2019. Front Immunol. 2019. PMID: 31263463 Free PMC article.
VoPo leverages cellular heterogeneity for predictive modeling of single-cell data.
Stanley N, Stelzer IA, Tsai AS, Fallahzadeh R, Ganio E, Becker M, Phongpreecha T, Nassar H, Ghaemi S, Maric I, Culos A, Chang AL, Xenochristou M, Han X, Espinosa C, Rumer K, Peterson L, Verdonk F, Gaudilliere D, Tsai E, Feyaerts D, Einhaus J, Ando K, Wong RJ, Obermoser G, Shaw GM, Stevenson DK, Angst MS, Gaudilliere B, Aghaeepour N. Stanley N, et al. Among authors: stevenson dk. Nat Commun. 2020 Jul 27;11(1):3738. doi: 10.1038/s41467-020-17569-8. Nat Commun. 2020. PMID: 32719375 Free PMC article.
Early prediction of preeclampsia via machine learning.
Marić I, Tsur A, Aghaeepour N, Montanari A, Stevenson DK, Shaw GM, Winn VD. Marić I, et al. Among authors: stevenson dk. Am J Obstet Gynecol MFM. 2020 May;2(2):100100. doi: 10.1016/j.ajogmf.2020.100100. Epub 2020 Mar 14. Am J Obstet Gynecol MFM. 2020. PMID: 33345966
Data-Driven Modeling of Pregnancy-Related Complications.
Espinosa C, Becker M, Marić I, Wong RJ, Shaw GM, Gaudilliere B, Aghaeepour N, Stevenson DK; Prematurity Research Center at Stanford. Espinosa C, et al. Among authors: stevenson dk. Trends Mol Med. 2021 Aug;27(8):762-776. doi: 10.1016/j.molmed.2021.01.007. Epub 2021 Feb 8. Trends Mol Med. 2021. PMID: 33573911 Free PMC article. Review.
Proteomic signatures predict preeclampsia in individual cohorts but not across cohorts - implications for clinical biomarker studies.
Ghaemi MS, Tarca AL, Romero R, Stanley N, Fallahzadeh R, Tanada A, Culos A, Ando K, Han X, Blumenfeld YJ, Druzin ML, El-Sayed YY, Gibbs RS, Winn VD, Contrepois K, Ling XB, Wong RJ, Shaw GM, Stevenson DK, Gaudilliere B, Aghaeepour N, Angst MS. Ghaemi MS, et al. Among authors: stevenson dk. J Matern Fetal Neonatal Med. 2022 Dec;35(25):5621-5628. doi: 10.1080/14767058.2021.1888915. Epub 2021 Mar 2. J Matern Fetal Neonatal Med. 2022. PMID: 33653202 Free PMC article.
Integrated trajectories of the maternal metabolome, proteome, and immunome predict labor onset.
Stelzer IA, Ghaemi MS, Han X, Ando K, Hédou JJ, Feyaerts D, Peterson LS, Rumer KK, Tsai ES, Ganio EA, Gaudillière DK, Tsai AS, Choisy B, Gaigne LP, Verdonk F, Jacobsen D, Gavasso S, Traber GM, Ellenberger M, Stanley N, Becker M, Culos A, Fallahzadeh R, Wong RJ, Darmstadt GL, Druzin ML, Winn VD, Gibbs RS, Ling XB, Sylvester K, Carvalho B, Snyder MP, Shaw GM, Stevenson DK, Contrepois K, Angst MS, Aghaeepour N, Gaudillière B. Stelzer IA, et al. Among authors: stevenson dk. Sci Transl Med. 2021 May 5;13(592):eabd9898. doi: 10.1126/scitranslmed.abd9898. Sci Transl Med. 2021. PMID: 33952678 Free PMC article.
Single-Cell Analysis of the Neonatal Immune System Across the Gestational Age Continuum.
Peterson LS, Hedou J, Ganio EA, Stelzer IA, Feyaerts D, Harbert E, Adusumelli Y, Ando K, Tsai ES, Tsai AS, Han X, Ringle M, Houghteling P, Reiss JD, Lewis DB, Winn VD, Angst MS, Aghaeepour N, Stevenson DK, Gaudilliere B. Peterson LS, et al. Among authors: stevenson dk. Front Immunol. 2021 Aug 23;12:714090. doi: 10.3389/fimmu.2021.714090. eCollection 2021. Front Immunol. 2021. PMID: 34497610 Free PMC article.
887 results