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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.
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.
Data-driven longitudinal characterization of neonatal health and morbidity.
De Francesco D, Reiss JD, Roger J, Tang AS, Chang AL, Becker M, Phongpreecha T, Espinosa C, Morin S, Berson E, Thuraiappah M, Le BL, Ravindra NG, Payrovnaziri SN, Mataraso S, Kim Y, Xue L, Rosenstein MG, Oskotsky T, Marić I, Gaudilliere B, Carvalho B, Bateman BT, Angst MS, Prince LS, Blumenfeld YJ, Benitz WE, Fuerch JH, Shaw GM, Sylvester KG, Stevenson DK, Sirota M, Aghaeepour N. De Francesco D, et al. Among authors: espinosa c. Sci Transl Med. 2023 Feb 15;15(683):eadc9854. doi: 10.1126/scitranslmed.adc9854. Epub 2023 Feb 15. Sci Transl Med. 2023. PMID: 36791208 Free PMC article.
Whole genome deconvolution unveils Alzheimer's resilient epigenetic signature.
Berson E, Sreenivas A, Phongpreecha T, Perna A, Grandi FC, Xue L, Ravindra NG, Payrovnaziri N, Mataraso S, Kim Y, Espinosa C, Chang AL, Becker M, Montine KS, Fox EJ, Chang HY, Corces MR, Aghaeepour N, Montine TJ. Berson E, et al. Among authors: espinosa c. Nat Commun. 2023 Aug 16;14(1):4947. doi: 10.1038/s41467-023-40611-4. Nat Commun. 2023. PMID: 37587197 Free PMC article.
254 results