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Joint multi-omics discriminant analysis with consistent representation learning using PANDA.
Aminu M, Hong L, Vokes N, Schmidt ST, Saad M, Zhu B, Le X, Tina C, Sheshadri A, Wang B, Jaffray D, Futreal A, Lee JJ, Byers LA, Gibbons D, Heymach J, Chen K, Cheng C, Zhang J, Wu J. Aminu M, et al. Among authors: cheng c. Res Sq [Preprint]. 2024 May 17:rs.3.rs-4353037. doi: 10.21203/rs.3.rs-4353037/v1. Res Sq. 2024. PMID: 38798352 Free PMC article. Preprint.
The evolution of lung adenocarcinoma precursors is associated with chromosomal instability and transition from innate to adaptive immune response/evasion.
Hu X, Zhu B, Vokes N, Fujimoto J, Rojas Alvarez FR, Heeke S, Moreira AL, Solis LM, Haymaker C, Velcheti V, Sterman DH, Pass HI, Cheng C, Lee JJ, Zhang J, Wei Z, Wu J, Le X, Ostrin E, Toumazis I, Gibbons D, Su D, Fukuoka J, Antonoff MB, Gerber DE, Li C, Kadara H, Wang L, Davis M, Heymach JV, Hannash S, Wistuba I, Dubinett S, Alexandrov L, Lippman S, Spira A, Futreal AP, Reuben A, Zhang J. Hu X, et al. Among authors: cheng c. Res Sq [Preprint]. 2024 May 15:rs.3.rs-4396272. doi: 10.21203/rs.3.rs-4396272/v1. Res Sq. 2024. PMID: 38798564 Free PMC article. Preprint.
CoCo-ST: Comparing and Contrasting Spatial Transcriptomics data sets using graph contrastive learning.
Aminu M, Zhu B, Vokes N, Chen H, Hong L, Li J, Fujimoto J, Yang Y, Wang T, Wang B, Poteete A, Nilsson MB, Le X, Tina C, Jaffray D, Navin N, Byers LA, Gibbons D, Heymach J, Chen K, Cheng C, Zhang J, Wu J. Aminu M, et al. Among authors: cheng c. Res Sq [Preprint]. 2024 May 20:rs.3.rs-4359834. doi: 10.21203/rs.3.rs-4359834/v1. Res Sq. 2024. PMID: 38826463 Free PMC article. Preprint.
Multifactorial Deep Learning Reveals Pan-Cancer Genomic Tumor Clusters with Distinct Immunogenomic Landscape and Response to Immunotherapy.
Xie F, Zhang J, Wang J, Reuben A, Xu W, Yi X, Varn FS, Ye Y, Cheng J, Yu M, Wang Y, Liu Y, Xie M, Du P, Ma K, Ma X, Zhou P, Yang S, Chen Y, Wang G, Xia X, Liao Z, Heymach JV, Wistuba II, Futreal PA, Ye K, Cheng C, Xia T. Xie F, et al. Among authors: cheng j, cheng c. Clin Cancer Res. 2020 Jun 15;26(12):2908-2920. doi: 10.1158/1078-0432.CCR-19-1744. Epub 2020 Jan 7. Clin Cancer Res. 2020. PMID: 31911545 Free PMC article.
Cold and heterogeneous T cell repertoire is associated with copy number aberrations and loss of immune genes in small-cell lung cancer.
Chen M, Chen R, Jin Y, Li J, Hu X, Zhang J, Fujimoto J, Hubert SM, Gay CM, Zhu B, Tian Y, McGranahan N, Lee WC, George J, Hu X, Chen Y, Wu M, Behrens C, Chow CW, Pham HHN, Fukuoka J, Wu J, Parra ER, Little LD, Gumbs C, Song X, Wu CJ, Diao L, Wang Q, Cardnell R, Zhang J, Wang J, Le X, Gibbons DL, Heymach JV, Jack Lee J, William WN Jr, Cheng C, Glisson B, Wistuba I, Andrew Futreal P, Thomas RK, Reuben A, Byers LA, Zhang J. Chen M, et al. Among authors: cheng c. Nat Commun. 2021 Nov 17;12(1):6655. doi: 10.1038/s41467-021-26821-8. Nat Commun. 2021. PMID: 34789716 Free PMC article.
The histologic phenotype of lung cancers is associated with transcriptomic features rather than genomic characteristics.
Tang M, Abbas HA, Negrao MV, Ramineni M, Hu X, Hubert SM, Fujimoto J, Reuben A, Varghese S, Zhang J, Li J, Chow CW, Mao X, Song X, Lee WC, Wu J, Little L, Gumbs C, Behrens C, Moran C, Weissferdt A, Lee JJ, Sepesi B, Swisher S, Cheng C, Kurie J, Gibbons D, Heymach JV, Wistuba II, Futreal PA, Kalhor N, Zhang J. Tang M, et al. Among authors: cheng c. Nat Commun. 2021 Dec 6;12(1):7081. doi: 10.1038/s41467-021-27341-1. Nat Commun. 2021. PMID: 34873156 Free PMC article.
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