Literature DB >> 34140640

Cell-type deconvolution analysis identifies cancer-associated myofibroblast component as a poor prognostic factor in multiple cancer types.

Bingrui Li1, Guangsheng Pei1, Jun Yao2, Qingqing Ding3, Peilin Jia4, Zhongming Zhao5,6,7.   

Abstract

Cancer-associated fibroblasts (CAFs) constitute a prominent component of the tumor microenvironment and play critical roles in cancer progression and drug resistance. Although recent studies indicate CAFs may consist of several CAF subtypes, the breadth of CAF heterogeneity and functional roles of CAF subtypes in cancer progression remain unclear. In this study, we implemented a cell-type deconvolutional approach to comprehensively characterize cell-type alternations across 18 cancer types from The Cancer Genome Atlas (TCGA). Pan-cancer survival analysis using deconvoluted CAF subtypes revealed myofibroblastic CAF (myCAF) composition as a poor prognostic factor in nine cancer types. Patients with higher myCAF compositions tend to have worse response to six antineoplastic drugs predicted by a lncRNA-based Elastic Net prediction model (LENP). In addition, integrative mutational analysis identified 14 and 413 genes associated with the differentiation degree of myCAF and inflammatory CAF (iCAF), respectively, with significant enrichment of genes involved in fibroblast and extracellular matrix (ECM)-related pathways. In summary, our findings systematically illustrated the complex roles of CAF subtypes in patient prognosis and drug response, and identified putative driver genes in CAF-subtype differentiation. These results provided novel therapeutic perspectives for targeting CAF subtypes in tumor microenvironment and arranging treatment scheme based on the CAF compositions in different cancer types.
© 2021. The Author(s), under exclusive licence to Springer Nature Limited.

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Year:  2021        PMID: 34140640     DOI: 10.1038/s41388-021-01870-x

Source DB:  PubMed          Journal:  Oncogene        ISSN: 0950-9232            Impact factor:   9.867


  39 in total

1.  Depletion of carcinoma-associated fibroblasts and fibrosis induces immunosuppression and accelerates pancreas cancer with reduced survival.

Authors:  Berna C Özdemir; Tsvetelina Pentcheva-Hoang; Julienne L Carstens; Xiaofeng Zheng; Chia-Chin Wu; Tyler R Simpson; Hanane Laklai; Hikaru Sugimoto; Christoph Kahlert; Sergey V Novitskiy; Ana De Jesus-Acosta; Padmanee Sharma; Pedram Heidari; Umar Mahmood; Lynda Chin; Harold L Moses; Valerie M Weaver; Anirban Maitra; James P Allison; Valerie S LeBleu; Raghu Kalluri
Journal:  Cancer Cell       Date:  2014-05-22       Impact factor: 31.743

Review 2.  Heterotypic signaling between epithelial tumor cells and fibroblasts in carcinoma formation.

Authors:  B Elenbaas; R A Weinberg
Journal:  Exp Cell Res       Date:  2001-03-10       Impact factor: 3.905

3.  Stromal elements act to restrain, rather than support, pancreatic ductal adenocarcinoma.

Authors:  Andrew D Rhim; Paul E Oberstein; Dafydd H Thomas; Emily T Mirek; Carmine F Palermo; Stephen A Sastra; Erin N Dekleva; Tyler Saunders; Claudia P Becerra; Ian W Tattersall; C Benedikt Westphalen; Jan Kitajewski; Maite G Fernandez-Barrena; Martin E Fernandez-Zapico; Christine Iacobuzio-Donahue; Kenneth P Olive; Ben Z Stanger
Journal:  Cancer Cell       Date:  2014-05-22       Impact factor: 31.743

Review 4.  Accessories to the crime: functions of cells recruited to the tumor microenvironment.

Authors:  Douglas Hanahan; Lisa M Coussens
Journal:  Cancer Cell       Date:  2012-03-20       Impact factor: 31.743

Review 5.  Know thy neighbor: stromal cells can contribute oncogenic signals.

Authors:  T D Tlsty; P W Hein
Journal:  Curr Opin Genet Dev       Date:  2001-02       Impact factor: 5.578

Review 6.  Fibroblasts in cancer.

Authors:  Raghu Kalluri; Michael Zeisberg
Journal:  Nat Rev Cancer       Date:  2006-05       Impact factor: 60.716

Review 7.  The biology and function of fibroblasts in cancer.

Authors:  Raghu Kalluri
Journal:  Nat Rev Cancer       Date:  2016-08-23       Impact factor: 60.716

Review 8.  Cancer-associated fibroblasts in gastrointestinal cancer.

Authors:  Hiroki Kobayashi; Atsushi Enomoto; Susan L Woods; Alastair D Burt; Masahide Takahashi; Daniel L Worthley
Journal:  Nat Rev Gastroenterol Hepatol       Date:  2019-05       Impact factor: 46.802

9.  Landscape of transcriptomic interactions between breast cancer and its microenvironment.

Authors:  Natalie S Fox; Syed Haider; Adrian L Harris; Paul C Boutros
Journal:  Nat Commun       Date:  2019-07-15       Impact factor: 14.919

Review 10.  A framework for advancing our understanding of cancer-associated fibroblasts.

Authors:  Erik Sahai; Igor Astsaturov; Edna Cukierman; David G DeNardo; Mikala Egeblad; Ronald M Evans; Douglas Fearon; Florian R Greten; Sunil R Hingorani; Tony Hunter; Richard O Hynes; Rakesh K Jain; Tobias Janowitz; Claus Jorgensen; Alec C Kimmelman; Mikhail G Kolonin; Robert G Maki; R Scott Powers; Ellen Puré; Daniel C Ramirez; Ruth Scherz-Shouval; Mara H Sherman; Sheila Stewart; Thea D Tlsty; David A Tuveson; Fiona M Watt; Valerie Weaver; Ashani T Weeraratna; Zena Werb
Journal:  Nat Rev Cancer       Date:  2020-01-24       Impact factor: 60.716

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  8 in total

1.  Cell-Type-Specific Profibrotic Scores across Multi-Organ Systems Predict Cancer Prognosis.

Authors:  Huihui Fan; Peilin Jia; Zhongming Zhao
Journal:  Cancers (Basel)       Date:  2021-11-30       Impact factor: 6.639

2.  Subpopulations of cancer-associated fibroblasts link the prognosis and metabolic features of pancreatic ductal adenocarcinoma.

Authors:  Beiyuan Hu; Chuntao Wu; Huarong Mao; Haitao Gu; Hanguang Dong; Jiuliang Yan; Zihao Qi; Lin Yuan; Qiongzhu Dong; Jiang Long
Journal:  Ann Transl Med       Date:  2022-03

3.  Dynamic Changes in Myofibroblasts Affect the Carcinogenesis and Prognosis of Bladder Cancer Associated With Tumor Microenvironment Remodeling.

Authors:  YiHeng Du; YiQun Sui; Jin Cao; Xiang Jiang; Yi Wang; Jiang Yu; Bo Wang; XiZhi Wang; BoXin Xue
Journal:  Front Cell Dev Biol       Date:  2022-03-02

4.  Refining colorectal cancer classification and clinical stratification through a single-cell atlas.

Authors:  Ateeq M Khaliq; Cihat Erdogan; Zeyneb Kurt; Sultan Sevgi Turgut; Miles W Grunvald; Tim Rand; Sonal Khare; Jeffrey A Borgia; Dana M Hayden; Sam G Pappas; Henry R Govekar; Audrey E Kam; Jochen Reiser; Kiran Turaga; Milan Radovich; Yong Zang; Yingjie Qiu; Yunlong Liu; Melissa L Fishel; Anita Turk; Vineet Gupta; Ram Al-Sabti; Janakiraman Subramanian; Timothy M Kuzel; Anguraj Sadanandam; Levi Waldron; Arif Hussain; Mohammad Saleem; Bassel El-Rayes; Ameen A Salahudeen; Ashiq Masood
Journal:  Genome Biol       Date:  2022-05-11       Impact factor: 17.906

5.  Cancer-associated fibroblast-induced lncRNA UPK1A-AS1 confers platinum resistance in pancreatic cancer via efficient double-strand break repair.

Authors:  Xiang Zhang; Shangyou Zheng; Chonghui Hu; Guolin Li; Hongcao Lin; Renpeng Xia; Yuancheng Ye; Rihua He; Zhihua Li; Qing Lin; Rufu Chen; Quanbo Zhou
Journal:  Oncogene       Date:  2022-03-09       Impact factor: 8.756

Review 6.  Fight the Cancer, Hit the CAF!

Authors:  Andrea Papait; Jacopo Romoli; Francesca Romana Stefani; Paola Chiodelli; Maria Cristina Montresor; Lorenzo Agoni; Antonietta Rosa Silini; Ornella Parolini
Journal:  Cancers (Basel)       Date:  2022-07-22       Impact factor: 6.575

7.  Designing optimal convolutional neural network architecture using differential evolution algorithm.

Authors:  Arjun Ghosh; Nanda Dulal Jana; Saurav Mallik; Zhongming Zhao
Journal:  Patterns (N Y)       Date:  2022-08-24

Review 8.  Bête Noire of Chemotherapy and Targeted Therapy: CAF-Mediated Resistance.

Authors:  Pradip De; Jennifer Aske; Raed Sulaiman; Nandini Dey
Journal:  Cancers (Basel)       Date:  2022-03-16       Impact factor: 6.639

  8 in total

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