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Martins Rodrigues F, Terekhanova NV, Imbach KJ, Clauser KR, Esai Selvan M, Mendizabal I, Geffen Y, Akiyama Y, Maynard M, Yaron TM, Li Y, Cao S, Storrs EP, Gonda OS, Gaite-Reguero A, Govindan A, Kawaler EA, Wyczalkowski MA, Klein RJ, Turhan B, Krug K, Mani DR, Leprevost FDV, Nesvizhskii AI, Carr SA, Fenyö D, Gillette MA, Colaprico A, Iavarone A, Robles AI, Huang KL, Kumar-Sinha C, Aguet F, Lazar AJ, Cantley LC, Marigorta UM, Gümüş ZH, Bailey MH, Getz G, Porta-Pardo E, Ding L. Precision proteogenomics reveals pan-cancer impact of germline variants. Cell 2025; 188:2312-2335.e26. [PMID: 40233739 DOI: 10.1016/j.cell.2025.03.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 04/29/2024] [Accepted: 03/13/2025] [Indexed: 04/17/2025]
Abstract
We investigate the impact of germline variants on cancer patients' proteomes, encompassing 1,064 individuals across 10 cancer types. We introduced an approach, "precision peptidomics," mapping 337,469 coding germline variants onto peptides from patients' mass spectrometry data, revealing their potential impact on post-translational modifications, protein stability, allele-specific expression, and protein structure by leveraging the relevant protein databases. We identified rare pathogenic and common germline variants in cancer genes potentially affecting proteomic features, including variants altering protein abundance and structure and variants in kinases (ERBB2 and MAP2K2) impacting phosphorylation. Precision peptidome analysis predicted destabilizing events in signal-regulatory protein alpha (SIRPA) and glial fibrillary acid protein (GFAP), relevant to immunomodulation and glioblastoma diagnostics, respectively. Genome-wide association studies identified quantitative trait loci for gene expression and protein levels, spanning millions of SNPs and thousands of proteins. Polygenic risk scores correlated with distal effects from risk variants. Our findings emphasize the contribution of germline genetics to cancer heterogeneity and high-throughput precision peptidomics.
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Affiliation(s)
- Fernanda Martins Rodrigues
- Department of Medicine, Washington University in St. Louis, Saint Louis, MO, USA; McDonnell Genome Institute, Washington University in St. Louis, Saint Louis, MO, USA; Department of Genetics, Washington University in St. Louis, St. Louis, MO 63110, USA
| | - Nadezhda V Terekhanova
- Department of Medicine, Washington University in St. Louis, Saint Louis, MO, USA; McDonnell Genome Institute, Washington University in St. Louis, Saint Louis, MO, USA; Department of Genetics, Washington University in St. Louis, St. Louis, MO 63110, USA
| | - Kathleen J Imbach
- Josep Carreras Leukaemia Research Institute (IJC), Badalona, Barcelona, Spain; Universitat Autonoma de Barcelona, Barcelona, Spain
| | | | - Myvizhi Esai Selvan
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Center for Thoracic Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Isabel Mendizabal
- Center for Cooperative Research in Biosciences (CIC bioGUNE), Basque Research and Technology Alliance (BRTA), Bizkaia Technology Park, Derio, Spain; Ikerbasque, Basque Foundation for Science, Bilbao, Spain; Translational Prostate Cancer Research Lab, CIC bioGUNE-Basurto, Biocruces Bizkaia Health Research Institute, Derio, Spain
| | - Yifat Geffen
- Broad Institute of MIT and Harvard, Cambridge, MA, USA; Cancer Center and Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Yo Akiyama
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Tomer M Yaron
- Meyer Cancer Center, Department of Medicine, Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
| | - Yize Li
- Department of Medicine, Washington University in St. Louis, Saint Louis, MO, USA; McDonnell Genome Institute, Washington University in St. Louis, Saint Louis, MO, USA; Department of Genetics, Washington University in St. Louis, St. Louis, MO 63110, USA
| | - Song Cao
- Department of Medicine, Washington University in St. Louis, Saint Louis, MO, USA; McDonnell Genome Institute, Washington University in St. Louis, Saint Louis, MO, USA; Department of Genetics, Washington University in St. Louis, St. Louis, MO 63110, USA
| | - Erik P Storrs
- Department of Medicine, Washington University in St. Louis, Saint Louis, MO, USA; McDonnell Genome Institute, Washington University in St. Louis, Saint Louis, MO, USA; Department of Genetics, Washington University in St. Louis, St. Louis, MO 63110, USA
| | - Olivia S Gonda
- Department of Biology, Brigham Young University, Salt Lake City, UT, USA
| | - Adrian Gaite-Reguero
- Center for Cooperative Research in Biosciences (CIC bioGUNE), Basque Research and Technology Alliance (BRTA), Bizkaia Technology Park, Derio, Spain
| | - Akshay Govindan
- Department of Medicine, Washington University in St. Louis, Saint Louis, MO, USA; McDonnell Genome Institute, Washington University in St. Louis, Saint Louis, MO, USA; Department of Genetics, Washington University in St. Louis, St. Louis, MO 63110, USA
| | - Emily A Kawaler
- Applied Bioinformatics Laboratories, New York University Langone Health, New York City, NY, USA
| | - Matthew A Wyczalkowski
- Department of Medicine, Washington University in St. Louis, Saint Louis, MO, USA; McDonnell Genome Institute, Washington University in St. Louis, Saint Louis, MO, USA; Department of Genetics, Washington University in St. Louis, St. Louis, MO 63110, USA
| | - Robert J Klein
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Berk Turhan
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Karsten Krug
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - D R Mani
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Alexey I Nesvizhskii
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | - Steven A Carr
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - David Fenyö
- Institute for Systems Genetics, NYU Grossman School of Medicine, New York, NY, USA
| | | | - Antonio Colaprico
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Antonio Iavarone
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA; Department of Neurological Surgery, Department of Biochemistry and Molecular Biology, University of Miami, Miller School of Medicine, Miami, FL, USA
| | - Ana I Robles
- Office of Cancer Clinical Proteomics Research, National Cancer Institute, Rockville, MD, USA
| | - Kuan-Lin Huang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Center for Transformative Disease Modeling, Tisch Cancer Institute, Icahn Institute for Data Science and Genomic Technology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Chandan Kumar-Sinha
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA; Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI, USA
| | | | - Alexander J Lazar
- Departments of Pathology and Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Urko M Marigorta
- Center for Cooperative Research in Biosciences (CIC bioGUNE), Basque Research and Technology Alliance (BRTA), Bizkaia Technology Park, Derio, Spain; Ikerbasque, Basque Foundation for Science, Bilbao, Spain
| | - Zeynep H Gümüş
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Center for Thoracic Oncology, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Matthew H Bailey
- Department of Biology, Brigham Young University, Salt Lake City, UT, USA.
| | - Gad Getz
- Broad Institute of MIT and Harvard, Cambridge, MA, USA; Cancer Center and Department of Pathology, Massachusetts General Hospital, Boston, MA, USA; Harvard Medical School, Boston, MA, USA.
| | - Eduard Porta-Pardo
- Josep Carreras Leukaemia Research Institute (IJC), Badalona, Barcelona, Spain; Barcelona Supercomputing Center (BSC), Barcelona, Spain.
| | - Li Ding
- Department of Medicine, Washington University in St. Louis, Saint Louis, MO, USA; McDonnell Genome Institute, Washington University in St. Louis, Saint Louis, MO, USA; Department of Genetics, Washington University in St. Louis, St. Louis, MO 63110, USA; Siteman Cancer Center, Washington University in St. Louis, Saint Louis, MO, USA.
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Li HL, Shao LH, Chen X, Wang M, Qin QJ, Yang YL, Zhang GR, Hai Y, Tian YH. Anti-inflammatory and DNA Repair Effects of Astragaloside IV on PC12 Cells Damaged by Lipopolysaccharide. Curr Med Sci 2024; 44:854-863. [PMID: 39112916 DOI: 10.1007/s11596-024-2912-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 06/06/2024] [Indexed: 08/23/2024]
Abstract
OBJECTIVE This study aimed to establish a neural cell injury model in vitro by stimulating PC12 cells with lipopolysaccharide (LPS) and to examine the effects of astragaloside IV on key targets using high-throughput sequence technology and bioinformatics analyses. METHODS PC12 cells in the logarithmic growth phase were treated with LPS at final concentrations of 0.25, 0.5, 0.75, 1, and 1.25 mg/mL for 24 h. Cell morphology was evaluated, and cell survival rates were calculated. A neurocyte inflammatory model was established with LPS treatment, which reached a 50% cell survival rate. PC12 cells were treated with 0.01, 0.1, 1, 10, or 100 µmol/L astragaloside IV for 24 h. The concentration of astragaloside IV that did not affect the cell survival rate was selected as the treatment group for subsequent experiments. NOS activity was detected by colorimetry; the expression levels of ERCC2, XRCC4, XRCC2, TNF-α, IL-1β, TLR4, NOS and COX-2 mRNA and protein were detected by RT-qPCR and Western blotting. The differentially expressed genes (DEGs) between the groups were screened using a second-generation sequence (fold change>2, P<0.05) with the following KEGG enrichment analysis, RT-qPCR and Western blotting were used to detect the mRNA and protein expression of DEGs related to the IL-17 pathway in different groups of PC12 cells. RESULTS The viability of PC12 cells was not altered by treatment with 0.01, 0.1, or 1 µmol/L astragaloside IV for 24 h (P>0.05). However, after treatment with 0.5, 0.75, 1, or 1.25 mg/mL LPS for 24 h, the viability steadily decreased (P<0.01). The mRNA and protein expression levels of ERCC2, XRCC4, XRCC2, TNF-α, IL-1β, TLR4, NOS, and COX-2 were significantly increased after PC12 cells were treated with 1 mg/mL LPS for 24 h (P<0.01); however, these changes were reversed when PC12 cells were pretreated with 0.01, 0.1, or 1 µmol/L astragaloside IV in PC12 cells and then treated with 1 mg/mL LPS for 24 h (P<0.05). Second-generation sequencing revealed that 1026 genes were upregulated, while 1287 genes were downregulated. The DEGs were associated with autophagy, TNF-α, interleukin-17, MAPK, P53, Toll-like receptor, and NOD-like receptor signaling pathways. Furthermore, PC12 cells treated with a 1 mg/mL LPS for 24 h exhibited increased mRNA and protein expression of CCL2, CCL11, CCL7, MMP3, and MMP10, which are associated with the IL-17 pathway. RT-qPCR and Western blotting analyses confirmed that the DEGs listed above corresponded to the sequence assay results. CONCLUSION LPS can damage PC12 cells and cause inflammatory reactions in nerve cells and DNA damage. astragaloside IV plays an anti-inflammatory and DNA damage protective role and inhibits the IL-17 signaling pathway to exert a neuroprotective effect in vitro.
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Affiliation(s)
- Hai-Long Li
- Department of Geriatrics, The Affiliated Hospital of Gansu University of Chinese Medicine, Lanzhou, 730000, China
- Key Laboratory for Mining, Innovation and Transformation of Traditional Chinese Medicine in Gansu Province and the New Product Creation Engineering Laboratory of Traditional Chinese Medicine in Gansu Province, Lanzhou, 730000, China
| | - Li-Hua Shao
- Key Laboratory for Mining, Innovation and Transformation of Traditional Chinese Medicine in Gansu Province and the New Product Creation Engineering Laboratory of Traditional Chinese Medicine in Gansu Province, Lanzhou, 730000, China
| | - Xi Chen
- Key Laboratory for Mining, Innovation and Transformation of Traditional Chinese Medicine in Gansu Province and the New Product Creation Engineering Laboratory of Traditional Chinese Medicine in Gansu Province, Lanzhou, 730000, China
| | - Meng Wang
- Key Laboratory for Mining, Innovation and Transformation of Traditional Chinese Medicine in Gansu Province and the New Product Creation Engineering Laboratory of Traditional Chinese Medicine in Gansu Province, Lanzhou, 730000, China
| | - Qi-Jie Qin
- Department of Neurology, the First People's Hospital of Lanzhou, Lanzhou, Gansu, 730000, China
| | - Ya-Li Yang
- Key Laboratory for Mining, Innovation and Transformation of Traditional Chinese Medicine in Gansu Province and the New Product Creation Engineering Laboratory of Traditional Chinese Medicine in Gansu Province, Lanzhou, 730000, China
- School of Public Health, Gansu University of Chinese Medicine, Lanzhou, 730000, China
| | | | - Yang Hai
- Scientific Research and Experimental Center, Gansu University of Chinese Medicine, Lanzhou, 730000, China.
| | - Yi-Hong Tian
- School of Public Health, Gansu University of Chinese Medicine, Lanzhou, 730000, China.
- Scientific Research and Experimental Center, Gansu University of Chinese Medicine, Lanzhou, 730000, China.
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Zhu J, Fu W, Jia W, Xia H, Liu GC, He J. Association between NER Pathway Gene Polymorphisms and Wilms Tumor Risk. MOLECULAR THERAPY. NUCLEIC ACIDS 2018; 12:854-860. [PMID: 30161024 PMCID: PMC6118157 DOI: 10.1016/j.omtn.2018.08.002] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Revised: 08/02/2018] [Accepted: 08/02/2018] [Indexed: 02/07/2023]
Abstract
Nucleotide excision repair (NER) is an essential mechanism of the body to defend against exogenous carcinogen-induced DNA damage. Defects in NER may impair DNA repair capacity and, therefore, increase genome instability and cancer susceptibility. To explore genetic predispositions to Wilms tumor, we conducted a case-control study totaling 145 neuroblastoma cases and 531 healthy controls. We systematically selected 19 potentially functional SNPs in six key genes within the NER pathway (ERCC1, XPA, XPC, XPD, XPF, and XPG). The odds ratio (OR) and 95% confidence interval (CI) were calculated to measure the strength of associations. We identified significant associations between two XPD SNPs and Wilms tumor risk. The XPD rs3810366 polymorphism significantly enhanced Wilms tumor risk (dominant model: adjusted OR = 2.12, 95% CI = 1.26-3.57). Likewise, XPD rs238406 conferred a significantly increased risk for the disease (dominant model: adjusted OR = 2.30, 95% CI = 1.40-3.80; recessive model: adjusted OR = 1.64, 95% CI = 1.11-2.44). Moreover, online expression quantitative trait locus (eQTL) analysis demonstrated that these two polymorphisms significantly affected XPD gene expression in transformed fibroblast cells. Our study provides evidence of the association between the two XPD polymorphisms and Wilms tumor risk. However, these findings warrant validation in larger studies.
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Affiliation(s)
- Jinhong Zhu
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, Guangdong, China; Department of Clinical Laboratory, Molecular Epidemiology Laboratory, Harbin Medical University Cancer Hospital, Harbin 150040, Heilongjiang, China
| | - Wen Fu
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, Guangdong, China
| | - Wei Jia
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, Guangdong, China
| | - Huimin Xia
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, Guangdong, China
| | - Guo-Chang Liu
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, Guangdong, China.
| | - Jing He
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou 510623, Guangdong, China; Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Department of Experimental Research, Collaborative Innovation Center for Cancer Medicine, Guangzhou 510060, Guangdong, China.
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Santovito A, Gendusa C, Cervella P. Evaluation of baseline frequency of sister chromatid exchanges in an Italian population according to age, sex, smoking habits, and gene polymorphisms. Am J Hum Biol 2017; 29. [PMID: 28664594 DOI: 10.1002/ajhb.23034] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2016] [Revised: 05/17/2017] [Accepted: 06/09/2017] [Indexed: 02/06/2023] Open
Abstract
OBJECTIVES Increased SCEs frequencies in human lymphocytes are an indicator of spontaneous chromosome instability and could be influenced by different exogenous and endogenous factors. In this study, we evaluated the influence of age, sex, smoking habits, and genetic polymorphisms on the background levels of SCEs in peripheral blood lymphocytes. METHODS Two hundred-thirty healthy Italian subjects were recruited. Data about age, sex and smoking habits were recorded. Subjects were also genotyped for GSTT1, GSTM1, GSTP1 A/G, CYP1A1 Ile/Val, CYP2C19 G/A, ERCC2/XPD Lys751Gln, XRCC1 Arg194ATrp, XRCC1 Arg399Gln, and XRCC1Arg208His gene polymorphisms. RESULTS The frequency of SCEs/cell was 5.15 ± 1.87, with females showing a significantly higher SCEs value with respect to males (5.36 ± 2.10 and 4.82 ± 1.39, respectively). Smokers showed significantly increased levels of SCEs with respect to nonsmokers (5.93 ± 1.75 and 4.70 ± 1.79, respectively) whereas no differences were observed between heavy and light smokers. Age correlated with the RI value (P = .01) but not with the SCEs frequency (P = 07), although the 31-40 age group showed a significantly lower SCEs frequency with respect to the other age groups. A significant association was also found between GSTP2C19-AA, GSTT1-null, GSTM1-null, ERCC2/XPD Gln751Gln, and XRCC1 His208His genotypes, and higher frequencies of SCEs. CONCLUSION We describe the association between some phase I, phase II, and DNA-repair gene polymorphisms with increased SCEs frequencies, reinforcing the importance of genetic analysis in biomonitoring studies. Sex and age were found to be important endogenous factors that affect the level of genomic damage and the replicative capacity of cells, respectively.
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Affiliation(s)
- Alfredo Santovito
- University of Turin, Department of Life Sciences and Systems Biology, Via Accademia Albertina n. 13, Torino, 10123, Italy
| | - Claudio Gendusa
- University of Turin, Department of Life Sciences and Systems Biology, Via Accademia Albertina n. 13, Torino, 10123, Italy
| | - Piero Cervella
- University of Turin, Department of Life Sciences and Systems Biology, Via Accademia Albertina n. 13, Torino, 10123, Italy
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Zhang G, Guan Y, Zhao Y, van der Straaten T, Xiao S, Xue P, Zhu G, Liu Q, Cai Y, Jin C, Yang J, Wu S, Lu X. ERCC2/XPD Lys751Gln alter DNA repair efficiency of platinum-induced DNA damage through P53 pathway. Chem Biol Interact 2016; 263:55-65. [PMID: 28027876 DOI: 10.1016/j.cbi.2016.12.015] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Revised: 11/08/2016] [Accepted: 12/22/2016] [Indexed: 01/24/2023]
Abstract
Platinum-based treatment causes Pt-DNA adducts which lead to cell death. The platinum-induced DNA damage is recognized and repaired by the nucleotide excision repair (NER) system of which ERCC2/XPD is a critical enzyme. Single nucleotide polymorphisms in ERCC2/XPD have been found to be associated with platinum resistance. The aim of the present study was to investigate whether ERCC2/XPD Lys751Gln (rs13181) polymorphism is causally related to DNA repair capacity of platinum-induced DNA damage. First, cDNA clones expressing different genotypes of the polymorphism was transfected to an ERCC2/XPD defective CHO cell line (UV5). Second, all cells were treated with cisplatin. Cellular survival rate were investigated by MTT growth inhibition assay, DNA damage levels were investigated by comet assay and RAD51 staining. The distribution of cell cycle and the change of apoptosis rates were detected by a flow cytometric method (FCM). Finally, P53mRNA and phospho-P53 protein levels were further investigated in order to explore a possible explanation. As expected, there was a significantly increased in viability of UV5ERCC2 (AA) as compared to UV5ERCC2 (CC) after cisplatin treatment. The DNA damage level of UV5ERCC2 (AA) was significant decreased compared to UV5ERCC2 (CC) at 24 h of treatment. Mutation of ERCC2rs13181 AA to CC causes a prolonged S phase in cell cycle. UV5ERCC2 (AA) alleviated the apoptosis compared to UV5ERCC2 (CC), meanwhile P53mRNA levels in UVERCC2 (AA) was also lower when compared UV5ERCC2 (CC). It co-incides with a prolonged high expression of phospho-P53, which is relevant for cell cycle regulation, apoptosis, and the DNA damage response (DDR). We concluded that ERCC2/XPD rs13181 polymorphism is possibly related to the DNA repair capacity of platinum-induced DNA damage. This functional study provides some clues to clarify the relationship between cisplatin resistance and ERCC2/XPDrs13181 polymorphism.
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Affiliation(s)
- Guopei Zhang
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China
| | - Yangyang Guan
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China
| | - Yuejiao Zhao
- Cancer Hospital of China Medical University/Liaoning Cancer Hospital & Institute, PR China
| | - Tahar van der Straaten
- Dept. Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, The Netherlands
| | - Sha Xiao
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China
| | - Ping Xue
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China
| | - Guolian Zhu
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China
| | - Qiufang Liu
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China
| | - Yuan Cai
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China
| | - Cuihong Jin
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China
| | - Jinghua Yang
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China
| | - Shengwen Wu
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China
| | - Xiaobo Lu
- Dept. of Toxicology, School of Public Health, China Medical University, Shenyang, PR China.
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