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Transfer Learning Reveals Cancer-Associated Fibroblasts Are Associated with Epithelial-Mesenchymal Transition and Inflammation in Cancer Cells in Pancreatic Ductal Adenocarcinoma.
Guinn S, Kinny-Köster B, Tandurella JA, Mitchell JT, Sidiropoulos DN, Loth M, Lyman MR, Pucsek AB, Zabransky DJ, Lee JW, Kartalia E, Ramani M, Seppälä TT, Cherry C, Suri R, Zlomke H, Patel J, He J, Wolfgang CL, Yu J, Zheng L, Ryan DP, Ting DT, Kimmelman A, Gupta A, Danilova L, Elisseeff JH, Wood LD, Stein-O'Brien G, Kagohara LT, Jaffee EM, Burkhart RA, Fertig EJ, Zimmerman JW. Guinn S, et al. Among authors: stein o brien g. Cancer Res. 2024 May 2;84(9):1517-1533. doi: 10.1158/0008-5472.CAN-23-1660. Cancer Res. 2024. PMID: 38587552
in silico transcriptome dissection of neocortical excitatory neurogenesis via joint matrix decomposition and transfer learning.
Sonthalia S, Li G, Blanco XM, Casella A, Liu J, Stein-O'Brien G, Caffo B, Adkins RS, Orvis J, Hertzano R, Mahurkar A, Gillis J, Werner J, Ma S, Micali N, Sestan N, Rakic P, Santpere G, Ament SA, Colantuoni C. Sonthalia S, et al. Among authors: stein o brien g. bioRxiv [Preprint]. 2024 Feb 28:2024.02.26.581612. doi: 10.1101/2024.02.26.581612. bioRxiv. 2024. PMID: 38464021 Free PMC article. Preprint.
Inferring cellular and molecular processes in single-cell data with non-negative matrix factorization using Python, R and GenePattern Notebook implementations of CoGAPS.
Johnson JAI, Tsang AP, Mitchell JT, Zhou DL, Bowden J, Davis-Marcisak E, Sherman T, Liefeld T, Loth M, Goff LA, Zimmerman JW, Kinny-Köster B, Jaffee EM, Tamayo P, Mesirov JP, Reich M, Fertig EJ, Stein-O'Brien GL. Johnson JAI, et al. Among authors: stein o brien gl. Nat Protoc. 2023 Dec;18(12):3690-3731. doi: 10.1038/s41596-023-00892-x. Epub 2023 Nov 21. Nat Protoc. 2023. PMID: 37989764 Free PMC article. Review.
BRN1/2 Function in Neocortical Size Determination and Microcephaly.
Barão S, Xu Y, Llongueras JP, Vistein R, Goff L, Nielsen K, Bae BI, Smith RS, Walsh CA, Stein-O'Brien G, Müller U. Barão S, et al. Among authors: stein o brien g. bioRxiv [Preprint]. 2024 May 15:2023.11.02.565322. doi: 10.1101/2023.11.02.565322. bioRxiv. 2024. PMID: 37961182 Free PMC article. Preprint.
Digitize your Biology! Modeling multicellular systems through interpretable cell behavior.
Johnson JAI, Stein-O'Brien GL, Booth M, Heiland R, Kurtoglu F, Bergman DR, Bucher E, Deshpande A, Forjaz A, Getz M, Godet I, Lyman M, Metzcar J, Mitchell J, Raddatz A, Rocha H, Solorzano J, Sundus A, Wang Y, Gilkes D, Kagohara LT, Kiemen AL, Thompson ED, Wirtz D, Wu PH, Zaidi N, Zheng L, Zimmerman JW, Jaffee EM, Hwan Chang Y, Coussens LM, Gray JW, Heiser LM, Fertig EJ, Macklin P. Johnson JAI, et al. Among authors: stein o brien gl. bioRxiv [Preprint]. 2023 Nov 5:2023.09.17.557982. doi: 10.1101/2023.09.17.557982. bioRxiv. 2023. PMID: 37745323 Free PMC article. Preprint.
Uncovering the spatial landscape of molecular interactions within the tumor microenvironment through latent spaces.
Deshpande A, Loth M, Sidiropoulos DN, Zhang S, Yuan L, Bell ATF, Zhu Q, Ho WJ, Santa-Maria C, Gilkes DM, Williams SR, Uytingco CR, Chew J, Hartnett A, Bent ZW, Favorov AV, Popel AS, Yarchoan M, Kiemen A, Wu PH, Fujikura K, Wirtz D, Wood LD, Zheng L, Jaffee EM, Anders RA, Danilova L, Stein-O'Brien G, Kagohara LT, Fertig EJ. Deshpande A, et al. Among authors: stein o brien g. Cell Syst. 2023 Aug 16;14(8):722. doi: 10.1016/j.cels.2023.07.006. Cell Syst. 2023. PMID: 37591207 Free PMC article. No abstract available.
44 results