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Zhang L, Wang Y, Wang L, Wang M, Li S, He J, Ji J, Li K, Cao L. Identifying survival of pan-cancer patients under immunotherapy using genomic mutation signature with large sample cohorts. J Mol Med (Berl) 2024; 102:69-79. [PMID: 37978056 DOI: 10.1007/s00109-023-02398-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2023] [Revised: 11/03/2023] [Accepted: 11/09/2023] [Indexed: 11/19/2023]
Abstract
Although immune checkpoint inhibitors have led to durable clinical response in multiple cancers, only a small proportion of patients respond to this treatment. Therefore, we aim to develop a predictive model that utilizes gene mutation profiles to accurately identify the survival of pan-cancer patients with immunotherapy. Here, we develop and evaluate three different nomograms using two cohorts containing 1,594 cancer patients whose mutation profiles are obtained by MSK-IMPACT sequencing and 230 cancer patients receiving whole-exome sequencing, respectively. Using eighteen genes (SETD2, BRAF, NCOA3, LATS1, IL7R, CREBBP, TET1, EPHA7, KDM5C, MET, KMT2D, RET, PAK7, CSF1R, JAK2, FAT1, ASXL1 and SPEN), the first nomogram stratifies patients from both cohorts into High-Risk and Low-Risk groups. Pan-cancer patients in the High-Risk group exhibit significantly shorter overall survival and progression-free survival than patients in the Low-Risk group in both cohorts. Meanwhile, the first nomogram also accurately identifies the survival of patients with melanoma or lung cancer undergoing immunotherapy, or pan-cancer patients treated with anti-PD-1/PD-L1 inhibitor or anti-CTLA-4 inhibitor. The model proposed is not a prognostic model for the survival of pan-cancer patients without immunotherapy, but a simple, effective and robust predictive model for pan-cancer patients' survival under immunotherapy, and could provide valuable assistance for clinical practice.
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Affiliation(s)
- Liuchao Zhang
- Department of Epidemiology and Biostatistics, Public Health College, Harbin Medical University, Harbin, Hei Longjiang province, 150081, China
| | - Yuanyuan Wang
- Department of Nutrition and Food Hygiene, Public Health College, Harbin Medical University, Harbin, 150081, China
| | - Liuying Wang
- Department of Epidemiology and Biostatistics, Public Health College, Harbin Medical University, Harbin, Hei Longjiang province, 150081, China
| | - Meng Wang
- Department of Epidemiology and Biostatistics, Public Health College, Harbin Medical University, Harbin, Hei Longjiang province, 150081, China
| | - Shuang Li
- Department of Epidemiology and Biostatistics, Public Health College, Harbin Medical University, Harbin, Hei Longjiang province, 150081, China
| | - Jia He
- Department of Epidemiology and Biostatistics, Public Health College, Harbin Medical University, Harbin, Hei Longjiang province, 150081, China
| | - Jianxin Ji
- Department of Epidemiology and Biostatistics, Public Health College, Harbin Medical University, Harbin, Hei Longjiang province, 150081, China
| | - Kang Li
- Department of Epidemiology and Biostatistics, Public Health College, Harbin Medical University, Harbin, Hei Longjiang province, 150081, China.
| | - Lei Cao
- Department of Epidemiology and Biostatistics, Public Health College, Harbin Medical University, Harbin, Hei Longjiang province, 150081, China.
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Appel LM, Benedum J, Engl M, Platzer S, Schleiffer A, Strobl X, Slade D. SPOC domain proteins in health and disease. Genes Dev 2023; 37:140-170. [PMID: 36927757 PMCID: PMC10111866 DOI: 10.1101/gad.350314.122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/18/2023]
Abstract
Since it was first described >20 yr ago, the SPOC domain (Spen paralog and ortholog C-terminal domain) has been identified in many proteins all across eukaryotic species. SPOC-containing proteins regulate gene expression on various levels ranging from transcription to RNA processing, modification, export, and stability, as well as X-chromosome inactivation. Their manifold roles in controlling transcriptional output implicate them in a plethora of developmental processes, and their misregulation is often associated with cancer. Here, we provide an overview of the biophysical properties of the SPOC domain and its interaction with phosphorylated binding partners, the phylogenetic origin of SPOC domain proteins, the diverse functions of mammalian SPOC proteins and their homologs, the mechanisms by which they regulate differentiation and development, and their roles in cancer.
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Affiliation(s)
- Lisa-Marie Appel
- Department of Radiation Oncology, Medical University of Vienna, 1090 Vienna, Austria
- Comprehensive Cancer Center, Medical University of Vienna, 1090 Vienna, Austria
- Department of Medical Biochemistry, Medical University of Vienna, Max Perutz Laboratories, Vienna Biocenter, 1030 Vienna, Austria
| | - Johannes Benedum
- Department of Radiation Oncology, Medical University of Vienna, 1090 Vienna, Austria
- Comprehensive Cancer Center, Medical University of Vienna, 1090 Vienna, Austria
- Department of Medical Biochemistry, Medical University of Vienna, Max Perutz Laboratories, Vienna Biocenter, 1030 Vienna, Austria
- Vienna Biocenter PhD Program, a Doctoral School of the University of Vienna and Medical University of Vienna, 1030 Vienna, Austria
| | - Magdalena Engl
- Department of Radiation Oncology, Medical University of Vienna, 1090 Vienna, Austria
- Comprehensive Cancer Center, Medical University of Vienna, 1090 Vienna, Austria
- Department of Medical Biochemistry, Medical University of Vienna, Max Perutz Laboratories, Vienna Biocenter, 1030 Vienna, Austria
- Vienna Biocenter PhD Program, a Doctoral School of the University of Vienna and Medical University of Vienna, 1030 Vienna, Austria
| | - Sebastian Platzer
- Department of Medical Biochemistry, Medical University of Vienna, Max Perutz Laboratories, Vienna Biocenter, 1030 Vienna, Austria
| | - Alexander Schleiffer
- Research Institute of Molecular Pathology (IMP), 1030 Vienna, Austria
- Institute of Molecular Biotechnology of the Austrian Academy of Sciences, Vienna Biocenter (VBC), 1030 Vienna, Austria
| | - Xué Strobl
- Department of Medical Biochemistry, Medical University of Vienna, Max Perutz Laboratories, Vienna Biocenter, 1030 Vienna, Austria
- Vienna Biocenter PhD Program, a Doctoral School of the University of Vienna and Medical University of Vienna, 1030 Vienna, Austria
| | - Dea Slade
- Department of Radiation Oncology, Medical University of Vienna, 1090 Vienna, Austria;
- Comprehensive Cancer Center, Medical University of Vienna, 1090 Vienna, Austria
- Department of Medical Biochemistry, Medical University of Vienna, Max Perutz Laboratories, Vienna Biocenter, 1030 Vienna, Austria
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