Literature DB >> 33585439

Development of a Metastasis-Related Immune Prognostic Model of Metastatic Colorectal Cancer and Its Usefulness to Immunotherapy.

Zhiwen Luo1, Xiao Chen1, Yefan Zhang1, Zhen Huang1, Hong Zhao1, Jianjun Zhao1, Zhiyu Li1, Jianguo Zhou1, Jianmei Liu1, Jianqiang Cai1, Xinyu Bi1.   

Abstract

Background: Post-surgical recurrence of the metastatic colorectal cancer (mCRC) remains a challenge, even with adjuvant therapy. Moreover, patients show variable outcomes. Here, we set to identify gene models based on the perspectives of intrinsic cell activities and extrinsic immune microenvironment to predict the recurrence of mCRC and guide the adjuvant therapy.
Methods: An RNA-based gene expression analysis of CRC samples (total = 998, including mCRCs = 344, non-mCRCs = 654) was performed. A metastasis-evaluation model (MEM) for mCRCs was developed using the Cox survival model based on the prognostic differentially expressed genes between mCRCs and non-mCRCs. This model separated the mCRC samples into high- and low-recurrence risk clusters that were tested using machine learning to predict recurrence. Further, an immune prognostic model (IPM) was built using the COX survival model with the prognostic differentially expressed immune-related genes between the two MEM risk clusters. The ability of MEM and IPM to predict prognosis was analyzed and validated. Moreover, the IPM was utilized to evaluate its relationship with the immune microenvironment and response to immuno-/chemotherapy. Finally, the dysregulation cause of IPM three genes was analyzed in bioinformatics.
Results: A high post-operative recurrence risk was observed owing to the downregulation of the immune response, which was influenced by MEM genes (BAMBI, F13A1, LCN2) and their related IPM genes (SLIT2, CDKN2A, CLU). The MEM and IPM were developed and validated through mCRC samples to differentiate between low- and high-recurrence risk in a real-world cohort. The functional enrichment analysis suggested pathways related to immune response and immune system diseases as the major functional pathways related to the IPM genes. The IPM high-risk group (IPM-high) showed higher fractions of regulatory T cells (Tregs) and smaller fractions of resting memory CD4+ T cells than the IPM-low group. Moreover, the stroma and immune cells in the IPM-high samples were scant. Further, the IPM-high group showed downregulation of MHC class II molecules. Additionally, the Tumor Immune Dysfunction and Exclusion (TIDE) algorithm and GDSC analysis suggested the IPM-low as a promising responder to anti-CTLA-4 therapy and the common FDA-targeted drugs, while the IPM-high was non-responsive to these treatments. However, treatment using anti-CDKN2A agents, along with the activation of major histocompatibility complex (MHC) class-II response might sensitize this refractory mCRC subgroup. The dysfunction of MEIS1 might be the reason for the dysregulation of IPM genes. Conclusions: The IPM could identify subgroups of mCRC with a distinct risk of recurrence and stratify the patients sensitive to immuno-/chemotherapy. Further, for the first time, our study highlights the importance of MHC class-II molecules in the treatment of mCRCs using immunotherapy.
Copyright © 2021 Luo, Chen, Zhang, Huang, Zhao, Zhao, Li, Zhou, Liu, Cai and Bi.

Entities:  

Keywords:  bioinformatics; disease recurrence; immune prognostic model; immunotherapy; metastatic colorectal cancer; real-world cohort

Year:  2021        PMID: 33585439      PMCID: PMC7876250          DOI: 10.3389/fcell.2020.577125

Source DB:  PubMed          Journal:  Front Cell Dev Biol        ISSN: 2296-634X


  39 in total

1.  Clinical significance of neutrophil gelatinase-associated lipocalin (NGAL) in colorectal cancer: a meta-analysis.

Authors:  Y Wang; T T Zeng
Journal:  Genet Mol Res       Date:  2014-02-21

2.  Development and validation of novel scoring system for the prediction of disease recurrence following resection of colorectal liver metastasis.

Authors:  Wan-Joon Kim; Tae-Wan Lim; Sang-Hee Kang; Pyoung-Jae Park; Sae-Byeol Choi; Sun-Il Lee; Byung-Wook Min; Wan-Bae Kim
Journal:  Asian J Surg       Date:  2019-08-19       Impact factor: 2.767

3.  Increased risk for oral cancer is associated with coagulation factor XIII but not with factor XII.

Authors:  Eleftherios Vairaktaris; Stavros Vassiliou; Christos Yapijakis; Sofia Spyridonidou; Antonis Vylliotis; Spyridoula Derka; Emeka Nkenke; Gregory Fourtounis; Friedrich W Neukam; Efstratios Patsouris
Journal:  Oncol Rep       Date:  2007-12       Impact factor: 3.906

4.  Resection margin and survival in 2368 patients undergoing hepatic resection for metastatic colorectal cancer: surgical technique or biologic surrogate?

Authors:  Eran Sadot; Bas Groot Koerkamp; Julie N Leal; Jinru Shia; Mithat Gonen; Peter J Allen; Ronald P DeMatteo; T Peter Kingham; Nancy Kemeny; Leslie H Blumgart; William R Jarnagin; Michael I DʼAngelica
Journal:  Ann Surg       Date:  2015-09       Impact factor: 12.969

5.  Validation of prognostic scoring systems for patients undergoing resection of colorectal cancer liver metastases.

Authors:  Christoph Reissfelder; Nuh N Rahbari; Moritz Koch; Alexis Ulrich; Isabel Pfeilschifter; Anke Waltert; Sascha A Müller; Peter Schemmer; Markus W Büchler; Jürgen Weitz
Journal:  Ann Surg Oncol       Date:  2009-12       Impact factor: 5.344

6.  An immunogenic personal neoantigen vaccine for patients with melanoma.

Authors:  Patrick A Ott; Zhuting Hu; Derin B Keskin; Sachet A Shukla; Jing Sun; David J Bozym; Wandi Zhang; Adrienne Luoma; Anita Giobbie-Hurder; Lauren Peter; Christina Chen; Oriol Olive; Todd A Carter; Shuqiang Li; David J Lieb; Thomas Eisenhaure; Evisa Gjini; Jonathan Stevens; William J Lane; Indu Javeri; Kaliappanadar Nellaiappan; Andres M Salazar; Heather Daley; Michael Seaman; Elizabeth I Buchbinder; Charles H Yoon; Maegan Harden; Niall Lennon; Stacey Gabriel; Scott J Rodig; Dan H Barouch; Jon C Aster; Gad Getz; Kai Wucherpfennig; Donna Neuberg; Jerome Ritz; Eric S Lander; Edward F Fritsch; Nir Hacohen; Catherine J Wu
Journal:  Nature       Date:  2017-07-05       Impact factor: 49.962

7.  Signatures of T cell dysfunction and exclusion predict cancer immunotherapy response.

Authors:  Peng Jiang; Shengqing Gu; Deng Pan; Jingxin Fu; Avinash Sahu; Xihao Hu; Ziyi Li; Nicole Traugh; Xia Bu; Bo Li; Jun Liu; Gordon J Freeman; Myles A Brown; Kai W Wucherpfennig; X Shirley Liu
Journal:  Nat Med       Date:  2018-08-20       Impact factor: 53.440

8.  PD-1 blockade induces responses by inhibiting adaptive immune resistance.

Authors:  Paul C Tumeh; Christina L Harview; Jennifer H Yearley; I Peter Shintaku; Emma J M Taylor; Lidia Robert; Bartosz Chmielowski; Marko Spasic; Gina Henry; Voicu Ciobanu; Alisha N West; Manuel Carmona; Christine Kivork; Elizabeth Seja; Grace Cherry; Antonio J Gutierrez; Tristan R Grogan; Christine Mateus; Gorana Tomasic; John A Glaspy; Ryan O Emerson; Harlan Robins; Robert H Pierce; David A Elashoff; Caroline Robert; Antoni Ribas
Journal:  Nature       Date:  2014-11-27       Impact factor: 49.962

Review 9.  Combination regimens with PD-1/PD-L1 immune checkpoint inhibitors for gastrointestinal malignancies.

Authors:  Dongxu Wang; Jianzhen Lin; Xu Yang; Junyu Long; Yi Bai; Xiaobo Yang; Yilei Mao; Xinting Sang; Samuel Seery; Haitao Zhao
Journal:  J Hematol Oncol       Date:  2019-04-24       Impact factor: 17.388

10.  MHC-II neoantigens shape tumour immunity and response to immunotherapy.

Authors:  Elise Alspach; Danielle M Lussier; Alexander P Miceli; Ilya Kizhvatov; Michel DuPage; Adrienne M Luoma; Wei Meng; Cheryl F Lichti; Ekaterina Esaulova; Anthony N Vomund; Daniele Runci; Jeffrey P Ward; Matthew M Gubin; Ruan F V Medrano; Cora D Arthur; J Michael White; Kathleen C F Sheehan; Alex Chen; Kai W Wucherpfennig; Tyler Jacks; Emil R Unanue; Maxim N Artyomov; Robert D Schreiber
Journal:  Nature       Date:  2019-10-23       Impact factor: 49.962

View more
  5 in total

1.  Surgical treatment of colorectal cancer liver metastases: individualized comprehensive treatment makes a difference.

Authors:  Zhiwen Luo; Xinyu Bi
Journal:  Hepatobiliary Surg Nutr       Date:  2021-12       Impact factor: 7.293

2.  Identification of mRNA Signature for Predicting Prognosis Risk of Rectal Adenocarcinoma.

Authors:  Linlin Jiang; Peng Wang; Mu Su; Lili Yang; Qingbo Wang
Journal:  Front Genet       Date:  2022-05-18       Impact factor: 4.772

3.  Identification and validation of EMT-immune-related prognostic biomarkers CDKN2A, CMTM8 and ILK in colon cancer.

Authors:  Ning Kang; Xiaoli Xie; Xue Zhou; Yijun Wang; Shengxiong Chen; Ran Qi; Ting Liu; Huiqing Jiang
Journal:  BMC Gastroenterol       Date:  2022-04-16       Impact factor: 2.847

4.  Integrated pathological analysis to develop a Gal-9 based immune survival stratification to predict the outcome of lung large cell neuroendocrine carcinoma and its usefulness in immunotherapy.

Authors:  Yun Che; Zhiwen Luo; Yanan Cao; Jingnan Wang; Qi Xue; Nan Sun; Jie He
Journal:  Int J Biol Sci       Date:  2022-09-25       Impact factor: 10.750

5.  Transgelin-2 Involves in the Apoptosis of Colorectal Cancer Cells Induced by Tanshinone-IIA.

Authors:  Yingru Zhang; Yiyang Zhao; Jingwen Liu; Chunpu Li; Ying Feng; Shasha Jiang; Xiaoting Sun; Xueqing Hu; Yan Wang
Journal:  Anal Cell Pathol (Amst)       Date:  2022-09-27       Impact factor: 4.133

  5 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.