Literature DB >> 35435180

[Establishment of a prediction model for colorectal cancer immune cell infiltration based on the cancer genome atlas (TCGA) database].

T T Ding1, C X Zeng1, L N Hu1, M H Yu1.   

Abstract

OBJECTIVE: To study the correlation between immune cell infiltration in colorectal cancer tissue and clinical prognosis and to explore the levels of some immune cell genes for predicting the prognosis of patients with glioma colorectal cancer.
METHODS: In this study, we extracted colorectal cancer data from the cancer genome atlas (TCGA). Based on a deconvolution algorithm (called CIBERSORT) and clinically annotated expression profiles, the analysis assessed the infiltration patterns of 22 immune cells in colorectal cancer tissue to determine the association between each cell type and survival. Differences in five-year survival rate effectively illustrate the clinical prognostic value of each immune cell proportion in colorectal cancer, using a bar graph, correlation-based heatmap to represent the proportion of immune cells in each colorectal cancer sample.
RESULTS: A total of 473 colorectal cancer tissues and 41 normal control tissues were extracted from the TCGA database, and the comparative analysis showed that there were differences in the proportion of various TIICs in colorectal cancer tissues, which could characterize individual differences and have prognostic value. Among the cell subsets studied, the proportions of memory B cells, plasma cells, CD4+ T cells, natural killer (NK) cells, M0 macrophages, M2 macrophages, and activated mast cells were significantly different between normal and cancer tissues. Resting NK cells, CD8+ T cells, and plasma cells were associated with T phase, activated dendritic cells were associated with N phase, and eosinophils, M1 macrophages, and activated mast cells were associated with M phase. Survival analysis showed that activated dendritic cells were positively associated with five-year survival rate in colorectal cancer patients. Naive CD4+ T cells were inversely associated with five-year survival rate.
CONCLUSION: There are different degrees of immune cell infiltration in colorectal cancer tissues, and these differences may be important determinants of prognosis and treatment response. We conducted a new gene expression-based study of immune cell subtype levels and prognosis in colorectal cancer, which has potential clinical prognostic value in colorectal cancer patients.

Entities:  

Keywords:  Clinicopathological characteristics; Colorectal neoplasms; Genetic databases; Lymphocytes, tumor-infiltrating; Nomogram

Mesh:

Year:  2022        PMID: 35435180      PMCID: PMC9069037     

Source DB:  PubMed          Journal:  Beijing Da Xue Xue Bao Yi Xue Ban        ISSN: 1671-167X


  22 in total

1.  Inflammation and prognosis in colorectal cancer.

Authors:  Kai Klintrup; Johanna M Mäkinen; Saila Kauppila; Päivi O Väre; Jukka Melkko; Hannu Tuominen; Karoliina Tuppurainen; Jyrki Mäkelä; Tuomo J Karttunen; Markus J Mäkinen
Journal:  Eur J Cancer       Date:  2005-10-18       Impact factor: 9.162

Review 2.  Microenvironmental regulation of tumor progression and metastasis.

Authors:  Daniela F Quail; Johanna A Joyce
Journal:  Nat Med       Date:  2013-11       Impact factor: 53.440

3.  Postoperative dendritic cell vaccine plus activated T-cell transfer improves the survival of patients with invasive hepatocellular carcinoma.

Authors:  Koichi Shimizu; Yoshihito Kotera; Atsushi Aruga; Nobuhiro Takeshita; Satoshi Katagiri; Shun-ichi Ariizumi; Yutaka Takahashi; Kenji Yoshitoshi; Ken Takasaki; Masakazu Yamamoto
Journal:  Hum Vaccin Immunother       Date:  2014-01-13       Impact factor: 3.452

4.  Colorectal cancer statistics, 2017.

Authors:  Rebecca L Siegel; Kimberly D Miller; Stacey A Fedewa; Dennis J Ahnen; Reinier G S Meester; Afsaneh Barzi; Ahmedin Jemal
Journal:  CA Cancer J Clin       Date:  2017-03-01       Impact factor: 508.702

5.  TIMER: A Web Server for Comprehensive Analysis of Tumor-Infiltrating Immune Cells.

Authors:  Taiwen Li; Jingyu Fan; Binbin Wang; Nicole Traugh; Qianming Chen; Jun S Liu; Bo Li; X Shirley Liu
Journal:  Cancer Res       Date:  2017-11-01       Impact factor: 12.701

6.  Type, density, and location of immune cells within human colorectal tumors predict clinical outcome.

Authors:  Jérôme Galon; Anne Costes; Fatima Sanchez-Cabo; Amos Kirilovsky; Bernhard Mlecnik; Christine Lagorce-Pagès; Marie Tosolini; Matthieu Camus; Anne Berger; Philippe Wind; Franck Zinzindohoué; Patrick Bruneval; Paul-Henri Cugnenc; Zlatko Trajanoski; Wolf-Herman Fridman; Franck Pagès
Journal:  Science       Date:  2006-09-29       Impact factor: 47.728

7.  International validation of the consensus Immunoscore for the classification of colon cancer: a prognostic and accuracy study.

Authors:  Franck Pagès; Bernhard Mlecnik; Florence Marliot; Gabriela Bindea; Fang-Shu Ou; Carlo Bifulco; Alessandro Lugli; Inti Zlobec; Tilman T Rau; Martin D Berger; Iris D Nagtegaal; Elisa Vink-Börger; Arndt Hartmann; Carol Geppert; Julie Kolwelter; Susanne Merkel; Robert Grützmann; Marc Van den Eynde; Anne Jouret-Mourin; Alex Kartheuser; Daniel Léonard; Christophe Remue; Julia Y Wang; Prashant Bavi; Michael H A Roehrl; Pamela S Ohashi; Linh T Nguyen; SeongJun Han; Heather L MacGregor; Sara Hafezi-Bakhtiari; Bradly G Wouters; Giuseppe V Masucci; Emilia K Andersson; Eva Zavadova; Michal Vocka; Jan Spacek; Lubos Petruzelka; Bohuslav Konopasek; Pavel Dundr; Helena Skalova; Kristyna Nemejcova; Gerardo Botti; Fabiana Tatangelo; Paolo Delrio; Gennaro Ciliberto; Michele Maio; Luigi Laghi; Fabio Grizzi; Tessa Fredriksen; Bénédicte Buttard; Mihaela Angelova; Angela Vasaturo; Pauline Maby; Sarah E Church; Helen K Angell; Lucie Lafontaine; Daniela Bruni; Carine El Sissy; Nacilla Haicheur; Amos Kirilovsky; Anne Berger; Christine Lagorce; Jeffrey P Meyers; Christopher Paustian; Zipei Feng; Carmen Ballesteros-Merino; Jeroen Dijkstra; Carlijn van de Water; Shannon van Lent-van Vliet; Nikki Knijn; Ana-Maria Mușină; Dragos-Viorel Scripcariu; Boryana Popivanova; Mingli Xu; Tomonobu Fujita; Shoichi Hazama; Nobuaki Suzuki; Hiroaki Nagano; Kiyotaka Okuno; Toshihiko Torigoe; Noriyuki Sato; Tomohisa Furuhata; Ichiro Takemasa; Kyogo Itoh; Prabhu S Patel; Hemangini H Vora; Birva Shah; Jayendrakumar B Patel; Kruti N Rajvik; Shashank J Pandya; Shilin N Shukla; Yili Wang; Guanjun Zhang; Yutaka Kawakami; Francesco M Marincola; Paolo A Ascierto; Daniel J Sargent; Bernard A Fox; Jérôme Galon
Journal:  Lancet       Date:  2018-05-10       Impact factor: 79.321

8.  Robust enumeration of cell subsets from tissue expression profiles.

Authors:  Aaron M Newman; Chih Long Liu; Michael R Green; Andrew J Gentles; Weiguo Feng; Yue Xu; Chuong D Hoang; Maximilian Diehn; Ash A Alizadeh
Journal:  Nat Methods       Date:  2015-03-30       Impact factor: 28.547

9.  Immunological landscape of consensus clusters in colorectal cancer.

Authors:  Pawel Karpinski; Joanna Rossowska; Maria Malgorzata Sasiadek
Journal:  Oncotarget       Date:  2017-10-27

10.  The consensus molecular subtypes of colorectal cancer.

Authors:  Justin Guinney; Rodrigo Dienstmann; Xin Wang; Aurélien de Reyniès; Andreas Schlicker; Charlotte Soneson; Laetitia Marisa; Paul Roepman; Gift Nyamundanda; Paolo Angelino; Brian M Bot; Jeffrey S Morris; Iris M Simon; Sarah Gerster; Evelyn Fessler; Felipe De Sousa E Melo; Edoardo Missiaglia; Hena Ramay; David Barras; Krisztian Homicsko; Dipen Maru; Ganiraju C Manyam; Bradley Broom; Valerie Boige; Beatriz Perez-Villamil; Ted Laderas; Ramon Salazar; Joe W Gray; Douglas Hanahan; Josep Tabernero; Rene Bernards; Stephen H Friend; Pierre Laurent-Puig; Jan Paul Medema; Anguraj Sadanandam; Lodewyk Wessels; Mauro Delorenzi; Scott Kopetz; Louis Vermeulen; Sabine Tejpar
Journal:  Nat Med       Date:  2015-10-12       Impact factor: 53.440

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