Literature DB >> 33442423

Identification of marker genes and cell subtypes in castration-resistant prostate cancer cells.

Xiao-Dan Lin1, Ning Lin1, Ting-Ting Lin1, Yu-Peng Wu1, Peng Huang1, Zhi-Bin Ke1, Yun-Zhi Lin1, Shao-Hao Chen1, Qing-Shui Zheng1, Yong Wei1, Xue-Yi Xue1, Rong-Jin Lin2, Ning Xu1.   

Abstract

The diverse tumor cell populations may be the critical roles in relapse and resistance to treatment in prostate cancer patients. This study aimed to identify new marker genes and cell subtypes among castration-resistant prostate cancer (CRPC) cells. We downloaded single-cell RNA seq profiles (GSE67980) from the Gene Expression Omnibus (GEO) database. Principal component (PC) analysis and t-Distributed Stochastic Neighbor Embedding (TSNE) analysis were performed to identify marker genes. CRPC cells were clustered and annotated. GO and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses among marker genes were performed. A total of 1500 genes with larger standardized variance were obtained. The top 20 genes were demonstrated in each identified 20 PCs. PC with P-value < 0.05 was selected, including PC1, PC7, PC8, and PC14. The TSNE analysis classified cells as two clusters. The top 6 genes in cluster 0 included HBB, CCL5, SLITRK4, GZMB, BBIP1, and PF4V1. Plus, the top 6 genes in cluster 1 included MLEC, CCT8, CCT3, EPCAM, TMPRSS2, EIF4G2. The GO analysis revealed that these marker genes were mainly enriched in RNA catabolic process, translational initiation, mitochondrial inner membrane, cytosolic part, ribosome, cell adhesion molecule binding, cadherin binding, and structural constituent of ribosome. The KEGG analysis showed that these marker genes mainly enriched in metabolism associated pathways, including carbon metabolism, cysteine and methionine metabolism, propanoate metabolism, pyruvate metabolism, and citrate cycle pathways. To conclude, our results provide essential insights into the spectrum of cellular heterogeneity within human CRPC cells. These marker genes, GO terms and pathways may be critical in the development and progression of human CRPC. © The author(s).

Entities:  

Keywords:  castration-resistant prostate cancer cells; cell subtypes; marker genes; single-cell RNA-seq

Year:  2021        PMID: 33442423      PMCID: PMC7797644          DOI: 10.7150/jca.49409

Source DB:  PubMed          Journal:  J Cancer        ISSN: 1837-9664            Impact factor:   4.207


  37 in total

1.  Utility of Single-Cell Genomics in Diagnostic Evaluation of Prostate Cancer.

Authors:  Joan Alexander; Jude Kendall; Jean McIndoo; Linda Rodgers; Robert Aboukhalil; Dan Levy; Asya Stepansky; Guoli Sun; Lubomir Chobardjiev; Michael Riggs; Hilary Cox; Inessa Hakker; Dawid G Nowak; Juliana Laze; Elton Llukani; Abhishek Srivastava; Siobhan Gruschow; Shalini S Yadav; Brian Robinson; Gurinder Atwal; Lloyd C Trotman; Herbert Lepor; James Hicks; Michael Wigler; Alexander Krasnitz
Journal:  Cancer Res       Date:  2017-11-27       Impact factor: 12.701

Review 2.  Single-cell RNA sequencing to explore immune cell heterogeneity.

Authors:  Efthymia Papalexi; Rahul Satija
Journal:  Nat Rev Immunol       Date:  2017-08-07       Impact factor: 53.106

3.  Personalized treatment of prostate cancer: better knowledge of the patient, the disease and the medicine.

Authors:  Fouad Aoun; Elie El Rassy; Tarek Assi; Joseph Kattan
Journal:  Future Oncol       Date:  2016-07-18       Impact factor: 3.404

4.  CCL5 protein level: influence on breast cancer staging and lymph nodes commitment.

Authors:  Daniela Rudgeri Derossi; Marla Karine Amarante; Roberta Losi Guembarovski; Carlos Eduardo Coral de Oliveira; Karen Mayumi Suzuki; Maria Angelica Ehara Watanabe; Ilce Mara de Syllos Cólus
Journal:  Mol Biol Rep       Date:  2019-11-05       Impact factor: 2.316

5.  Single-cell RNA-seq enables comprehensive tumour and immune cell profiling in primary breast cancer.

Authors:  Woosung Chung; Hye Hyeon Eum; Hae-Ock Lee; Kyung-Min Lee; Han-Byoel Lee; Kyu-Tae Kim; Han Suk Ryu; Sangmin Kim; Jeong Eon Lee; Yeon Hee Park; Zhengyan Kan; Wonshik Han; Woong-Yang Park
Journal:  Nat Commun       Date:  2017-05-05       Impact factor: 14.919

6.  Gene Expression Alterations during Development of Castration-Resistant Prostate Cancer Are Detected in Circulating Tumor Cells.

Authors:  Andreas Josefsson; Karin Larsson; Eva Freyhult; Jan-Erik Damber; Karin Welén
Journal:  Cancers (Basel)       Date:  2019-12-21       Impact factor: 6.639

Review 7.  Tumour heterogeneity and cancer cell plasticity.

Authors:  Corbin E Meacham; Sean J Morrison
Journal:  Nature       Date:  2013-09-19       Impact factor: 49.962

8.  Molecular network-based identification of competing endogenous RNAs and mRNA signatures that predict survival in prostate cancer.

Authors:  Ning Xu; Yu-Peng Wu; Hu-Bin Yin; Xue-Yi Xue; Xin Gou
Journal:  J Transl Med       Date:  2018-10-04       Impact factor: 5.531

9.  Identification of cancer subtypes from single-cell RNA-seq data using a consensus clustering method.

Authors:  Yanglan Gan; Ning Li; Guobing Zou; Yongchang Xin; Jihong Guan
Journal:  BMC Med Genomics       Date:  2018-12-31       Impact factor: 3.063

10.  scRNA-seq in medulloblastoma shows cellular heterogeneity and lineage expansion support resistance to SHH inhibitor therapy.

Authors:  Jennifer Karin Ocasio; Benjamin Babcock; Kirk Wilhelmsen; Timothy R Gershon; Daniel Malawsky; Seth J Weir; Lipin Loo; Jeremy M Simon; Mark J Zylka; Duhyeong Hwang; Taylor Dismuke; Marina Sokolsky; Elias P Rosen; Rajeev Vibhakar; Jiao Zhang; Olivier Saulnier; Maria Vladoiu; Ibrahim El-Hamamy; Lincoln D Stein; Michael D Taylor; Kyle S Smith; Paul A Northcott; Alejandro Colaneri
Journal:  Nat Commun       Date:  2019-12-20       Impact factor: 17.694

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  1 in total

Review 1.  Epigenetic and Epitranscriptomic Control in Prostate Cancer.

Authors:  Judith López; Ana M Añazco-Guenkova; Óscar Monteagudo-García; Sandra Blanco
Journal:  Genes (Basel)       Date:  2022-02-18       Impact factor: 4.096

  1 in total

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