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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: fertig ej. 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.
Activation of the NOTCH pathway in head and neck cancer.
Sun W, Gaykalova DA, Ochs MF, Mambo E, Arnaoutakis D, Liu Y, Loyo M, Agrawal N, Howard J, Li R, Ahn S, Fertig E, Sidransky D, Houghton J, Buddavarapu K, Sanford T, Choudhary A, Darden W, Adai A, Latham G, Bishop J, Sharma R, Westra WH, Hennessey P, Chung CH, Califano JA. Sun W, et al. Cancer Res. 2014 Feb 15;74(4):1091-104. doi: 10.1158/0008-5472.CAN-13-1259. Epub 2013 Dec 18. Cancer Res. 2014. PMID: 24351288 Free PMC article.
A phase II study of temsirolimus and erlotinib in patients with recurrent and/or metastatic, platinum-refractory head and neck squamous cell carcinoma.
Bauman JE, Arias-Pulido H, Lee SJ, Fekrazad MH, Ozawa H, Fertig E, Howard J, Bishop J, Wang H, Olson GT, Spafford MJ, Jones DV, Chung CH. Bauman JE, et al. Oral Oncol. 2013 May;49(5):461-7. doi: 10.1016/j.oraloncology.2012.12.016. Epub 2013 Feb 4. Oral Oncol. 2013. PMID: 23384718 Free PMC article. Clinical Trial.
CoGAPS matrix factorization algorithm identifies transcriptional changes in AP-2alpha target genes in feedback from therapeutic inhibition of the EGFR network.
Fertig EJ, Ozawa H, Thakar M, Howard JD, Kagohara LT, Krigsfeld G, Ranaweera RS, Hughes RM, Perez J, Jones S, Favorov AV, Carey J, Stein-O'Brien G, Gaykalova DA, Ochs MF, Chung CH. Fertig EJ, et al. Oncotarget. 2016 Nov 8;7(45):73845-73864. doi: 10.18632/oncotarget.12075. Oncotarget. 2016. PMID: 27650546 Free PMC article.
PatternMarkers & GWCoGAPS for novel data-driven biomarkers via whole transcriptome NMF.
Stein-O'Brien GL, Carey JL, Lee WS, Considine M, Favorov AV, Flam E, Guo T, Li S, Marchionni L, Sherman T, Sivy S, Gaykalova DA, McKay RD, Ochs MF, Colantuoni C, Fertig EJ. Stein-O'Brien GL, et al. Among authors: fertig ej. Bioinformatics. 2017 Jun 15;33(12):1892-1894. doi: 10.1093/bioinformatics/btx058. Bioinformatics. 2017. PMID: 28174896 Free PMC article.
153 results