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Harnessing multimodal data integration to advance precision oncology.
Boehm KM, Khosravi P, Vanguri R, Gao J, Shah SP. Boehm KM, et al. Among authors: gao j. Nat Rev Cancer. 2022 Feb;22(2):114-126. doi: 10.1038/s41568-021-00408-3. Epub 2021 Oct 18. Nat Rev Cancer. 2022. PMID: 34663944 Free PMC article. Review.
Multiomic Integration of Public Oncology Databases in Bioconductor.
Ramos M, Geistlinger L, Oh S, Schiffer L, Azhar R, Kodali H, de Bruijn I, Gao J, Carey VJ, Morgan M, Waldron L. Ramos M, et al. Among authors: gao j. JCO Clin Cancer Inform. 2020 Oct;4:958-971. doi: 10.1200/CCI.19.00119. JCO Clin Cancer Inform. 2020. PMID: 33119407 Free PMC article.
OncoTree: A Cancer Classification System for Precision Oncology.
Kundra R, Zhang H, Sheridan R, Sirintrapun SJ, Wang A, Ochoa A, Wilson M, Gross B, Sun Y, Madupuri R, Satravada BA, Reales D, Vakiani E, Al-Ahmadie HA, Dogan A, Arcila M, Zehir A, Maron S, Berger MF, Viaplana C, Janeway K, Ducar M, Sholl L, Dogan S, Bedard P, Surrey LF, Sanchez IH, Syed A, Rema AB, Chakravarty D, Suehnholz S, Nissan M, Iyer GV, Murali R, Bouvier N, Soslow RA, Hyman D, Younes A, Intlekofer A, Harding JJ, Carvajal RD, Sabbatini PJ, Abou-Alfa GK, Morris L, Janjigian YY, Gallagher MM, Soumerai TA, Mellinghoff IK, Hakimi AA, Fury M, Huse JT, Bagrodia A, Hameed M, Thomas S, Gardos S, Cerami E, Mazor T, Kumari P, Raman P, Shivdasani P, MacFarland S, Newman S, Waanders A, Gao J, Solit D, Schultz N. Kundra R, et al. Among authors: gao j. JCO Clin Cancer Inform. 2021 Feb;5:221-230. doi: 10.1200/CCI.20.00108. JCO Clin Cancer Inform. 2021. PMID: 33625877 Free PMC article.
Integrated digital pathology at scale: A solution for clinical diagnostics and cancer research at a large academic medical center.
Schüffler PJ, Geneslaw L, Yarlagadda DVK, Hanna MG, Samboy J, Stamelos E, Vanderbilt C, Philip J, Jean MH, Corsale L, Manzo A, Paramasivam NHG, Ziegler JS, Gao J, Perin JC, Kim YS, Bhanot UK, Roehrl MHA, Ardon O, Chiang S, Giri DD, Sigel CS, Tan LK, Murray M, Virgo C, England C, Yagi Y, Sirintrapun SJ, Klimstra D, Hameed M, Reuter VE, Fuchs TJ. Schüffler PJ, et al. Among authors: gao j. J Am Med Inform Assoc. 2021 Aug 13;28(9):1874-1884. doi: 10.1093/jamia/ocab085. J Am Med Inform Assoc. 2021. PMID: 34260720 Free PMC article.
Semisupervised Training of a Brain MRI Tumor Detection Model Using Mined Annotations.
Swinburne NC, Yadav V, Kim J, Choi YR, Gutman DC, Yang JT, Moss N, Stone J, Tisnado J, Hatzoglou V, Haque SS, Karimi S, Lyo J, Juluru K, Pichotta K, Gao J, Shah SP, Holodny AI, Young RJ; MSK MIND Consortium. Swinburne NC, et al. Among authors: gao j. Radiology. 2022 Apr;303(1):80-89. doi: 10.1148/radiol.210817. Epub 2022 Jan 18. Radiology. 2022. PMID: 35040676 Free PMC article.
Genomic characterization of metastatic patterns from prospective clinical sequencing of 25,000 patients.
Nguyen B, Fong C, Luthra A, Smith SA, DiNatale RG, Nandakumar S, Walch H, Chatila WK, Madupuri R, Kundra R, Bielski CM, Mastrogiacomo B, Donoghue MTA, Boire A, Chandarlapaty S, Ganesh K, Harding JJ, Iacobuzio-Donahue CA, Razavi P, Reznik E, Rudin CM, Zamarin D, Abida W, Abou-Alfa GK, Aghajanian C, Cercek A, Chi P, Feldman D, Ho AL, Iyer G, Janjigian YY, Morris M, Motzer RJ, O'Reilly EM, Postow MA, Raj NP, Riely GJ, Robson ME, Rosenberg JE, Safonov A, Shoushtari AN, Tap W, Teo MY, Varghese AM, Voss M, Yaeger R, Zauderer MG, Abu-Rustum N, Garcia-Aguilar J, Bochner B, Hakimi A, Jarnagin WR, Jones DR, Molena D, Morris L, Rios-Doria E, Russo P, Singer S, Strong VE, Chakravarty D, Ellenson LH, Gopalan A, Reis-Filho JS, Weigelt B, Ladanyi M, Gonen M, Shah SP, Massague J, Gao J, Zehir A, Berger MF, Solit DB, Bakhoum SF, Sanchez-Vega F, Schultz N. Nguyen B, et al. Among authors: gao j. Cell. 2022 Feb 3;185(3):563-575.e11. doi: 10.1016/j.cell.2022.01.003. Cell. 2022. PMID: 35120664 Free PMC article.
Multimodal data integration using machine learning improves risk stratification of high-grade serous ovarian cancer.
Boehm KM, Aherne EA, Ellenson L, Nikolovski I, Alghamdi M, Vázquez-García I, Zamarin D, Long Roche K, Liu Y, Patel D, Aukerman A, Pasha A, Rose D, Selenica P, Causa Andrieu PI, Fong C, Capanu M, Reis-Filho JS, Vanguri R, Veeraraghavan H, Gangai N, Sosa R, Leung S, McPherson A, Gao J; MSK MIND Consortium; Lakhman Y, Shah SP. Boehm KM, et al. Among authors: gao j. Nat Cancer. 2022 Jun;3(6):723-733. doi: 10.1038/s43018-022-00388-9. Epub 2022 Jun 28. Nat Cancer. 2022. PMID: 35764743 Free PMC article.
Multimodal integration of radiology, pathology and genomics for prediction of response to PD-(L)1 blockade in patients with non-small cell lung cancer.
Vanguri RS, Luo J, Aukerman AT, Egger JV, Fong CJ, Horvat N, Pagano A, Araujo-Filho JAB, Geneslaw L, Rizvi H, Sosa R, Boehm KM, Yang SR, Bodd FM, Ventura K, Hollmann TJ, Ginsberg MS, Gao J; MSK MIND Consortium; Hellmann MD, Sauter JL, Shah SP. Vanguri RS, et al. Among authors: gao j. Nat Cancer. 2022 Oct;3(10):1151-1164. doi: 10.1038/s43018-022-00416-8. Epub 2022 Aug 29. Nat Cancer. 2022. PMID: 36038778 Free PMC article.
Fast, light, and scalable: harnessing data-mined line annotations for automated tumor segmentation on brain MRI.
Swinburne NC, Yadav V, Murthy KNK, Elnajjar P, Shih HH, Panyam PK, Santilli A, Gutman DC, Pike L, Moss NS, Stone J, Hatzoglou V, Shah A, Juluru K, Shah SP, Holodny AI, Young RJ; M.S.K. MIND Consortium. Swinburne NC, et al. Eur Radiol. 2023 Sep;33(9):6582-6591. doi: 10.1007/s00330-023-09583-3. Epub 2023 Apr 12. Eur Radiol. 2023. PMID: 37042979 Free PMC article.
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