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Page 1
Deep representation learning identifies associations between physical activity and sleep patterns during pregnancy and prematurity.
Ravindra NG, Espinosa C, Berson E, Phongpreecha T, Zhao P, Becker M, Chang AL, Shome S, Marić I, De Francesco D, Mataraso S, Saarunya G, Thuraiappah M, Xue L, Gaudillière B, Angst MS, Shaw GM, Herzog ED, Stevenson DK, England SK, Aghaeepour N. Ravindra NG, et al. Among authors: espinosa c. NPJ Digit Med. 2023 Sep 28;6(1):171. doi: 10.1038/s41746-023-00911-x. NPJ Digit Med. 2023. PMID: 37770643 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: espinosa c. Nat Commun. 2020 Jul 27;11(1):3738. doi: 10.1038/s41467-020-17569-8. Nat Commun. 2020. PMID: 32719375 Free PMC article.
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: espinosa c. 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.
Multiomics Characterization of Preterm Birth in Low- and Middle-Income Countries.
Jehan F, Sazawal S, Baqui AH, Nisar MI, Dhingra U, Khanam R, Ilyas M, Dutta A, Mitra DK, Mehmood U, Deb S, Mahmud A, Hotwani A, Ali SM, Rahman S, Nizar A, Ame SM, Moin MI, Muhammad S, Chauhan A, Begum N, Khan W, Das S, Ahmed S, Hasan T, Khalid J, Rizvi SJR, Juma MH, Chowdhury NH, Kabir F, Aftab F, Quaiyum A, Manu A, Yoshida S, Bahl R, Rahman A, Pervin J, Winston J, Musonda P, Stringer JSA, Litch JA, Ghaemi MS, Moufarrej MN, Contrepois K, Chen S, Stelzer IA, Stanley N, Chang AL, Hammad GB, Wong RJ, Liu C, Quaintance CC, Culos A, Espinosa C, Xenochristou M, Becker M, Fallahzadeh R, Ganio E, Tsai AS, Gaudilliere D, Tsai ES, Han X, Ando K, Tingle M, Maric I, Wise PH, Winn VD, Druzin ML, Gibbs RS, Darmstadt GL, Murray JC, Shaw GM, Stevenson DK, Snyder MP, Quake SR, Angst MS, Gaudilliere B, Aghaeepour N; Alliance for Maternal and Newborn Health Improvement, the Global Alliance to Prevent Prematurity and Stillbirth, and the Prematurity Research Center at Stanford University. Jehan F, et al. Among authors: espinosa c. JAMA Netw Open. 2020 Dec 1;3(12):e2029655. doi: 10.1001/jamanetworkopen.2020.29655. JAMA Netw Open. 2020. PMID: 33337494 Free PMC article.
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. 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.
Objective Activity Parameters Track Patient-specific Physical Recovery Trajectories After Surgery and Link With Individual Preoperative Immune States.
Fallahzadeh R, Verdonk F, Ganio E, Culos A, Stanley N, Maric I, Chang AL, Becker M, Phongpreecha T, Xenochristou M, De Francesco D, Espinosa C, Gao X, Tsai A, Sultan P, Tingle M, Amanatullah DF, Huddleston JI, Goodman SB, Gaudilliere B, Angst MS, Aghaeepour N. Fallahzadeh R, et al. Among authors: espinosa c. Ann Surg. 2023 Mar 1;277(3):e503-e512. doi: 10.1097/SLA.0000000000005250. Epub 2021 Oct 8. Ann Surg. 2023. PMID: 35129529 Free PMC article.
A data-driven health index for neonatal morbidities.
De Francesco D, Blumenfeld YJ, Marić I, Mayo JA, Chang AL, Fallahzadeh R, Phongpreecha T, Butwick AJ, Xenochristou M, Phibbs CS, Bidoki NH, Becker M, Culos A, Espinosa C, Liu Q, Sylvester KG, Gaudilliere B, Angst MS, Stevenson DK, Shaw GM, Aghaeepour N. De Francesco D, et al. Among authors: espinosa c. iScience. 2022 Mar 22;25(4):104143. doi: 10.1016/j.isci.2022.104143. eCollection 2022 Apr 15. iScience. 2022. PMID: 35402862 Free PMC article.
In-silico generation of high-dimensional immune response data in patients using a deep neural network.
Fallahzadeh R, Bidoki NH, Stelzer IA, Becker M, Marić I, Chang AL, Culos A, Phongpreecha T, Xenochristou M, De Francesco D, Espinosa C, Berson E, Verdonk F, Angst MS, Gaudilliere B, Aghaeepour N. Fallahzadeh R, et al. Among authors: espinosa c. Cytometry A. 2023 May;103(5):392-404. doi: 10.1002/cyto.a.24709. Epub 2022 Dec 27. Cytometry A. 2023. PMID: 36507780 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. Among authors: espinosa c. 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.
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. Among authors: espinosa c. Front Pediatr. 2022 Dec 13;10:933266. doi: 10.3389/fped.2022.933266. eCollection 2022. Front Pediatr. 2022. PMID: 36582513 Free PMC article.
254 results