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Islam SM, Hasan M, Alam J, Dey A, Molineaux D. In Silico Screening, Molecular Dynamics Simulation and Binding Free Energy Identify Single-Point Mutations That Destabilize p53 and Reduce Binding to DNA. Proteins 2025; 93:498-514. [PMID: 39264222 PMCID: PMC11695177 DOI: 10.1002/prot.26747] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Revised: 08/09/2024] [Accepted: 08/26/2024] [Indexed: 09/13/2024]
Abstract
Considering p53's pivotal role as a tumor suppressor protein, proactive identification and characterization of potentially harmful p53 mutations are crucial before they appear in the population. To address this, four computational prediction tools-SIFT, Polyphen-2, PhD-SNP, and MutPred2-utilizing sequence-based and machine-learning algorithms, were employed to identify potentially deleterious p53 nsSNPs (nonsynonymous single nucleotide polymorphisms) that may impact p53 structure, dynamics, and binding with DNA. These computational methods identified three variants, namely, C141Y, C238S, and L265P, as detrimental to p53 stability. Furthermore, molecular dynamics (MD) simulations revealed that all three variants exhibited heightened structural flexibility compared to the native protein, especially the C141Y and L265P mutations. Consequently, due to the altered structure of mutant p53, the DNA-binding affinity of all three variants decreased by approximately 1.8 to 9.7 times compared to wild-type p53 binding with DNA (14 μM). Notably, the L265P mutation exhibited an approximately ten-fold greater reduction in binding affinity. Consequently, the presence of the L265P mutation in p53 could pose a substantial risk to humans. Given that p53 regulates abnormal tumor growth, this research carries significant implications for surveillance efforts and the development of anticancer therapies.
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Affiliation(s)
- Shahidul M. Islam
- Department of Chemistry, Delaware State University, Dover, DE 19901, USA
| | - Mehedi Hasan
- Department of Chemistry, Delaware State University, Dover, DE 19901, USA
| | - Jahidul Alam
- Department of Molecular Biology and Biotechnology, Queen’s University Belfast, Northern Ireland, BT7 1NN, United Kingdom
| | - Anonya Dey
- Department of Genetic Engineering and Biotechnology, University of Chittagong, Chittagong, 4331, Bangladesh
| | - Dylan Molineaux
- Department of Chemistry, Delaware State University, Dover, DE 19901, USA
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Hu ZI, Pavlick DC, Ross JS, Lee SS, Eluri M, Javle M. Molecular Profiling of Biliary Tract Cancers in African American and Caucasian Patients. JCO Precis Oncol 2025; 9:e2400712. [PMID: 39772832 PMCID: PMC11723491 DOI: 10.1200/po-24-00712] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2024] [Revised: 11/21/2024] [Accepted: 12/10/2024] [Indexed: 01/11/2025] Open
Abstract
PURPOSE Biliary tract cancers (BTCs) include intrahepatic cholangiocarcinoma (ICC), extrahepatic cholangiocarcinoma (ECC), and gallbladder cancers. BTCs have a number of genomic alterations, including isocitrate dehydrogenase 1 (IDH1) mutations, fibroblast growth factor receptor 2 (FGFR2) rearrangements, and ERBB2 amplifications. Therapies targeting these alterations have shown clinical benefit in patients with BTCs in the United States. However, molecular differences between races in BTCs are largely unknown. In particular, the genomic profiles of African American (AA) patients with BTCs have been infrequently reported. We sought to identify key genomic differences between AA and Caucasian patients with BTCs in the United States in the Foundation Medicine and American Association for Cancer Research (AACR) GENIE databases. METHODS BTC patients from AA and Caucasian patients from the Foundation Medicine and AACR GENIE databases were retrospectively reviewed. BTCs were divided into ICC, ECC, and GBCs in the Foundation Medicine database. BTCs were divided into cholangiocarcinomas and GBCs in the AACR GENIE database. RESULTS The mean age of AA patients with BTCs was lower compared with Caucasians. TP53 and FGFR2 alterations were significantly more frequent in AA patients compared with Caucasian patients with BTCs. IDH1 mutations in Caucasian patients with BTCs were double that of AA patients. CONCLUSION The results of this study suggest that significant genomic differences exist between races and warrant further investigation.
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Mandal S, Teslow EA, Huang M, Yu Y, Sridhar S, Crawford HC, Hockenberry AJ, Stoppler MC, Levin AM, Huang L. Molecular Differences in Pancreatic Ductal Adenocarcinomas from Black versus White Patients. CANCER RESEARCH COMMUNICATIONS 2025; 5:128-137. [PMID: 39699266 PMCID: PMC11752082 DOI: 10.1158/2767-9764.crc-24-0376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/15/2024] [Revised: 10/31/2024] [Accepted: 12/13/2024] [Indexed: 12/20/2024]
Abstract
SIGNIFICANCE By analyzing the records of patients with pancreatic cancer in the Tempus multimodal database, we identified genomic mutations and PD-L1 overexpression occurred more frequently in Black patients compared with their White counterparts. These molecular features may contribute to racial disparities in pancreatic cancer.
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Affiliation(s)
- Saurabh Mandal
- Henry Ford Pancreatic Cancer Center, Henry Ford Health, Detroit, Michigan
| | | | | | | | - Swathi Sridhar
- Henry Ford Pancreatic Cancer Center, Henry Ford Health, Detroit, Michigan
| | - Howard C. Crawford
- Henry Ford Pancreatic Cancer Center, Henry Ford Health, Detroit, Michigan
- Department of Pharmacology and Toxicology, Michigan State University, East Lansing, Michigan
| | | | | | - Albert M. Levin
- Department of Public Health Sciences, Henry Ford Health, Detroit, Michigan
| | - Ling Huang
- Henry Ford Pancreatic Cancer Center, Henry Ford Health, Detroit, Michigan
- Department of Pharmacology and Toxicology, Michigan State University, East Lansing, Michigan
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Nagano S, Kurokawa Y, Hagi T, Yoshioka R, Takahashi T, Saito T, Yamamoto K, Momose K, Yamashita K, Tanaka K, Makino T, Nakajima K, Eguchi H, Doki Y. Extensive methylation analysis of circulating tumor DNA in plasma of patients with gastric cancer. Sci Rep 2024; 14:30739. [PMID: 39730450 DOI: 10.1038/s41598-024-79252-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Accepted: 11/07/2024] [Indexed: 12/29/2024] Open
Abstract
DNA methylation is known to be involved in tumor progression. This is the first study to perform an extensive methylation analysis of plasma circulating tumor DNA (ctDNA) using targeted bisulfite sequencing in gastric cancer (GC) patients to evaluate the usefulness of ctDNA methylation as a new biomarker. Sixteen patients who received chemotherapy for recurrent GC were included. After confirmation of the methylation status of 63 genes using the Cancer Genome Atlas (TCGA) dataset, the methylation status in paired tumor and non-tumor tissues and plasma were investigated using targeted bisulfite sequencing in these genes. Forty-four of the 63 genes were significantly hypermethylated in GC patients in the TCGA cohort. Of these 44 genes, hierarchical clustering showed that five (SPG20, FBN1, SDC2, TFPI2, SEPT9) were particularly hypermethylated in tumor compared to non-tumor tissues in our GC cohort. In plasma methylation analysis, patients with high methylation of these genes had significantly worse overall survival than those with low methylation (log-rank P = 0.009). In a patient who underwent blood sampling at multiple points, the methylation levels of these five genes varied closely with clinical tumor status. The plasma ctDNA methylation levels of these five genes could be useful as a noninvasive prognostic biomarker for GC.
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Affiliation(s)
- Shinnosuke Nagano
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Yukinori Kurokawa
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan.
| | - Takaomi Hagi
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Ryo Yoshioka
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Tsuyoshi Takahashi
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Takuro Saito
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Kazuyoshi Yamamoto
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Kota Momose
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Kotaro Yamashita
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Koji Tanaka
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Tomoki Makino
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Kiyokazu Nakajima
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Hidetoshi Eguchi
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
| | - Yuichiro Doki
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamada-Oka, Suita City, Osaka, 565-0871, Japan
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Tjader NP, Beer AJ, Ramroop J, Tai MC, Ping J, Gandhi T, Dauch C, Neuhausen SL, Ziv E, Sotelo N, Ghanekar S, Meadows O, Paredes M, Gillespie JL, Aeilts AM, Hampel H, Zheng W, Jia G, Hu Q, Wei L, Liu S, Ambrosone CB, Palmer JR, Carpten JD, Yao S, Stevens P, Ho WK, Pan JW, Fadda P, Huo D, Teo SH, McElroy JP, Toland AE. Association of ESR1 Germline Variants with TP53 Somatic Variants in Breast Tumors in a Genome-wide Study. CANCER RESEARCH COMMUNICATIONS 2024; 4:1597-1608. [PMID: 38836758 PMCID: PMC11210444 DOI: 10.1158/2767-9764.crc-24-0026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 04/16/2024] [Accepted: 05/21/2024] [Indexed: 06/06/2024]
Abstract
In breast tumors, somatic mutation frequencies in TP53 and PIK3CA vary by tumor subtype and ancestry. Emerging data suggest tumor mutation status is associated with germline variants and genetic ancestry. We aimed to identify germline variants that are associated with somatic TP53 or PIK3CA mutation status in breast tumors. A genome-wide association study was conducted in 2,850 women of European ancestry with breast cancer using TP53 and PIK3CA mutation status (positive or negative) as well as specific functional categories [e.g., TP53 gain-of-function (GOF) and loss-of-function, PIK3CA activating] as phenotypes. Germline variants showing evidence of association were selected for validation analyses and tested in multiple independent datasets. Discovery association analyses found five variants associated with TP53 mutation status with P values <1 × 10-6 and 33 variants with P values <1 × 10-5. Forty-four variants were associated with PIK3CA mutation status with P values <1 × 10-5. In validation analyses, only variants at the ESR1 locus were associated with TP53 mutation status after multiple comparisons corrections. Combined analyses in European and Malaysian populations found ESR1 locus variants rs9383938 and rs9479090 associated with the presence of TP53 mutations overall (P values 2 × 10-11 and 4.6 × 10-10, respectively). rs9383938 also showed association with TP53 GOF mutations (P value 6.1 × 10-7). rs9479090 showed suggestive evidence (P value 0.02) for association with TP53 mutation status in African ancestry populations. No other variants were significantly associated with TP53 or PIK3CA mutation status. Larger studies are needed to confirm these findings and determine if additional variants contribute to ancestry-specific differences in mutation frequency. SIGNIFICANCE Emerging data show ancestry-specific differences in TP53 and PIK3CA mutation frequency in breast tumors suggesting that germline variants may influence somatic mutational processes. This study identified variants near ESR1 associated with TP53 mutation status and identified additional loci with suggestive association which may provide biological insight into observed differences.
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Affiliation(s)
- Nijole P. Tjader
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, Ohio
| | - Abigail J. Beer
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, Ohio
| | - Johnny Ramroop
- The City College of New York, City University of New York, New York, New York
| | - Mei-Chee Tai
- Cancer Research Malaysia, Subang Jaya, Selangor, Malaysia
| | - Jie Ping
- Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, Tennessee
| | - Tanish Gandhi
- Biomedical Sciences, The Ohio State University College of Medicine, Columbus, Ohio
- The Ohio State University Medical School, Columbus, Ohio
| | - Cara Dauch
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, Ohio
- The Ohio State University Wexner Medical Center, Clinical Trials Office, Columbus, Ohio
| | - Susan L. Neuhausen
- Department of Population Sciences, Beckman Research Institute of City of Hope, Duarte, California
| | - Elad Ziv
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, California
- Department of Medicine, University of California, San Francisco, San Francisco, California
- Institute for Human Genetics, University of California San Francisco, San Francisco, California
| | - Nereida Sotelo
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, Ohio
| | - Shreya Ghanekar
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, Ohio
| | - Owen Meadows
- Biomedical Sciences, The Ohio State University College of Medicine, Columbus, Ohio
| | - Monica Paredes
- Biomedical Sciences, The Ohio State University College of Medicine, Columbus, Ohio
| | | | - Amber M. Aeilts
- Department of Internal Medicine, Division of Human Genetics, The Ohio State University, Columbus, Ohio
| | - Heather Hampel
- Department of Medical Oncology and Therapeutics Research, City of Hope National Medical Center, Duarte, California
| | - Wei Zheng
- Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, Tennessee
| | - Guochong Jia
- Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, Tennessee
| | - Qiang Hu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Lei Wei
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Song Liu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Christine B. Ambrosone
- Department of Cancer Control and Prevention, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Julie R. Palmer
- Slone Epidemiology Center at Boston University, Boston, Massachusetts
| | - John D. Carpten
- City of Hope Comprehensive Cancer Center, Duarte, California
- Department of Integrative Translational Sciences, City of Hope, Duarte, California
| | - Song Yao
- Department of Cancer Control and Prevention, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Patrick Stevens
- Bioinformatics Shared Resource, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Weang-Kee Ho
- Cancer Research Malaysia, Subang Jaya, Selangor, Malaysia
- School of Mathematical Sciences, Faculty of Science and Engineering, University of Nottingham Malaysia, Semenyih, Selangor, Malaysia
| | - Jia Wern Pan
- Cancer Research Malaysia, Subang Jaya, Selangor, Malaysia
| | - Paolo Fadda
- Genomics Shared Resource, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Dezheng Huo
- Department of Public Health Sciences, University of Chicago, Chicago, Illinois
| | - Soo-Hwang Teo
- Cancer Research Malaysia, Subang Jaya, Selangor, Malaysia
- Faculty of Medicine, University Malaya Cancer Research Institute, University of Malaya, Kuala Lumpur, Malaysia
| | - Joseph Paul McElroy
- Department of Biomedical Informatics, The Ohio State University Center for Biostatistics, Columbus, Ohio
| | - Amanda E. Toland
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, Ohio
- The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
- Department of Internal Medicine, Division of Human Genetics, The Ohio State University, Columbus, Ohio
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Nzitakera A, Surwumwe JB, Ndoricyimpaye EL, Uwamungu S, Uwamariya D, Manirakiza F, Ndayisaba MC, Ntakirutimana G, Seminega B, Dusabejambo V, Rutaganda E, Kamali P, Ngabonziza F, Ishikawa R, Rugwizangoga B, Iwashita Y, Yamada H, Yoshimura K, Sugimura H, Shinmura K. The spectrum of TP53 mutations in Rwandan patients with gastric cancer. Genes Environ 2024; 46:8. [PMID: 38459566 PMCID: PMC10921722 DOI: 10.1186/s41021-024-00302-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Accepted: 02/18/2024] [Indexed: 03/10/2024] Open
Abstract
BACKGROUND Gastric cancer is the sixth most frequently diagnosed cancer and third in causing cancer-related death globally. The most frequently mutated gene in human cancers is TP53, which plays a pivotal role in cancer initiation and progression. In Africa, particularly in Rwanda, data on TP53 mutations are lacking. Therefore, this study intended to obtain TP53 mutation status in Rwandan patients with gastric cancer. RESULTS Formalin-fixed paraffin-embedded tissue blocks of 95 Rwandan patients with histopathologically proven gastric carcinoma were obtained from the University Teaching Hospital of Kigali. After DNA extraction, all coding regions of the TP53 gene and the exon-intron boundary region of TP53 were sequenced using the Sanger sequencing. Mutated TP53 were observed in 24 (25.3%) of the 95 cases, and a total of 29 mutations were identified. These TP53 mutations were distributed between exon 4 and 8 and most of them were missense mutations (19/29; 65.5%). Immunohistochemical analysis for TP53 revealed that most of the TP53 missense mutations were associated with TP53 protein accumulation. Among the 29 mutations, one was novel (c.459_477delCGGCACCCGCGTCCGCGCC). This 19-bp deletion mutation in exon 5 caused the production of truncated TP53 protein (p.G154Wfs*10). Regarding the spectrum of TP53 mutations, G:C > A:T at CpG sites was the most prevalent (10/29; 34.5%) and G:C > T:A was the second most prevalent (7/29; 24.1%). Interestingly, when the mutation spectrum of TP53 was compared to three previous TP53 mutational studies on non-Rwandan patients with gastric cancer, G:C > T:A mutations were significantly more frequent in this study than in our previous study (p = 0.013), the TCGA database (p = 0.017), and a previous study on patients from Hong Kong (p = 0.006). Even after correcting for false discovery, statistical significance was observed. CONCLUSIONS Our results suggested that TP53 G:C > T:A transversion mutation in Rwandan patients with gastric cancer is more frequent than in non-Rwandan patients with gastric cancer, indicating at an alternative etiological and carcinogenic progression of gastric cancer in Rwanda.
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Affiliation(s)
- Augustin Nzitakera
- Department of Tumor Pathology, Hamamatsu University School of Medicine (HUSM), 1-20-1 Handayama, Higashi-Ku, Hamamatsu, Shizuoka, 431-3192, Japan
- Department of Biomedical Laboratory Sciences, School of Health Sciences, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
| | - Jean Bosco Surwumwe
- Department of Pathology, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
| | - Ella Larissa Ndoricyimpaye
- Department of Biomedical Laboratory Sciences, School of Health Sciences, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
- Université Catholique de Louvain, Médecine Expérimentale, Brussels, 1348, Belgium
| | - Schifra Uwamungu
- Department of Biomedical Laboratory Sciences, School of Health Sciences, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
- Department of Pharmacology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, SE-40530, Sweden
| | - Delphine Uwamariya
- Department of Biomedical Laboratory Sciences, School of Health Sciences, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
- Department of Pathology, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
- Department of Pathology, School of Medicine and Pharmacy, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
| | - Felix Manirakiza
- Department of Tumor Pathology, Hamamatsu University School of Medicine (HUSM), 1-20-1 Handayama, Higashi-Ku, Hamamatsu, Shizuoka, 431-3192, Japan
- Department of Pathology, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
- Department of Pathology, School of Medicine and Pharmacy, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
| | - Marie Claire Ndayisaba
- Department of Pathology, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
- Department of Pathology, School of Medicine and Pharmacy, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
| | - Gervais Ntakirutimana
- Department of Pathology, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
- Department of Pathology, School of Medicine and Pharmacy, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
| | - Benoit Seminega
- Department of Pathology, School of Medicine and Pharmacy, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
- Department of Internal Medicine, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
| | - Vincent Dusabejambo
- Department of Pathology, School of Medicine and Pharmacy, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
- Department of Internal Medicine, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
| | - Eric Rutaganda
- Department of Pathology, School of Medicine and Pharmacy, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
- Department of Internal Medicine, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
| | - Placide Kamali
- Department of Pathology, School of Medicine and Pharmacy, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
- Department of Internal Medicine, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
| | - François Ngabonziza
- Department of Pathology, School of Medicine and Pharmacy, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
- Department of Internal Medicine, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
| | - Rei Ishikawa
- Department of Tumor Pathology, Hamamatsu University School of Medicine (HUSM), 1-20-1 Handayama, Higashi-Ku, Hamamatsu, Shizuoka, 431-3192, Japan
| | - Belson Rugwizangoga
- Department of Pathology, University Teaching Hospital of Kigali, P.O. Box 655, Kigali, Rwanda
- Department of Pathology, School of Medicine and Pharmacy, College of Medicine and Health Sciences, University of Rwanda, P.O. Box 3286, Kigali, Rwanda
| | - Yuji Iwashita
- Department of Tumor Pathology, Hamamatsu University School of Medicine (HUSM), 1-20-1 Handayama, Higashi-Ku, Hamamatsu, Shizuoka, 431-3192, Japan
| | - Hidetaka Yamada
- Department of Tumor Pathology, Hamamatsu University School of Medicine (HUSM), 1-20-1 Handayama, Higashi-Ku, Hamamatsu, Shizuoka, 431-3192, Japan
| | - Kimio Yoshimura
- Department of Health Policy and Management, Keio University School of Medicine, Tokyo, 160-8582, Japan
| | - Haruhiko Sugimura
- Department of Tumor Pathology, Hamamatsu University School of Medicine (HUSM), 1-20-1 Handayama, Higashi-Ku, Hamamatsu, Shizuoka, 431-3192, Japan.
- Sasaki Institute Sasaki Foundation, 2-2 Kanda Surugadai, Chiyoda-Ku, Tokyo, 101-0062, Japan.
| | - Kazuya Shinmura
- Department of Tumor Pathology, Hamamatsu University School of Medicine (HUSM), 1-20-1 Handayama, Higashi-Ku, Hamamatsu, Shizuoka, 431-3192, Japan.
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7
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Morgos DT, Stefani C, Miricescu D, Greabu M, Stanciu S, Nica S, Stanescu-Spinu II, Balan DG, Balcangiu-Stroescu AE, Coculescu EC, Georgescu DE, Nica RI. Targeting PI3K/AKT/mTOR and MAPK Signaling Pathways in Gastric Cancer. Int J Mol Sci 2024; 25:1848. [PMID: 38339127 PMCID: PMC10856016 DOI: 10.3390/ijms25031848] [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: 12/21/2023] [Revised: 01/26/2024] [Accepted: 01/31/2024] [Indexed: 02/12/2024] Open
Abstract
Gastric cancer (GC) is the fourth leading cause of death worldwide, with more than 1 million cases diagnosed every year. Helicobacter pylori represents the main risk factor, being responsible for 78% of the cases. Increased amounts of salt, pickled food, red meat, alcohol, smoked food, and refined sugars negatively affect the stomach wall, contributing to GC development. Several gene mutations, including PIK3CA, TP53, ARID1A, CDH1, Ras, Raf, and ERBB3 are encountered in GC pathogenesis, leading to phosphatidylinositol 3-kinase (PI3K) protein kinase B (AKT)/mammalian target of rapamycin (mTOR)-PI3K/AKT/mTOR-and mitogen-activated protein kinase (MAPK) signaling pathway activation and promoting tumoral activity. Helicobacter pylori, growth factors, cytokines, hormones, and oxidative stress also activate both pathways, enhancing GC development. In clinical trials, promising results have come from monoclonal antibodies such as trastuzumab and ramucirumab. Dual inhibitors targeting the PI3K/AKT/mTOR and MAPK signaling pathways were used in vitro studies, also with promising results. The main aim of this review is to present GC incidence and risk factors and the dysregulations of the two protein kinase complexes together with their specific inhibitors.
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Affiliation(s)
- Diana-Theodora Morgos
- Discipline of Anatomy, Carol Davila University of Medicine and Pharmacy, 050474 Bucharest, Romania;
| | - Constantin Stefani
- Department I of Family Medicine and Clinical Base, “Dr. Carol Davila” Central Military Emergency University Hospital, 010825 Bucharest, Romania
| | - Daniela Miricescu
- Discipline of Biochemistry, Faculty of Dentistry, Carol Davila University of Medicine and Pharmacy, 050474 Bucharest, Romania;
| | - Maria Greabu
- Discipline of Biochemistry, Faculty of Dentistry, Carol Davila University of Medicine and Pharmacy, 050474 Bucharest, Romania;
| | - Silviu Stanciu
- Department of Internal Medicine and Gastroenterology, Carol Davila University of Medicine and Pharmacy, Central Military Emergency University Hospital, 010825 Bucharest, Romania;
| | - Silvia Nica
- Emergency Discipline, University Hospital of Bucharest, 050098 Bucharest, Romania;
| | - Iulia-Ioana Stanescu-Spinu
- Discipline of Physiology, Faculty of Dentistry, Carol Davila University of Medicine and Pharmacy, 050474 Bucharest, Romania; (I.-I.S.-S.); (D.G.B.); (A.-E.B.-S.)
| | - Daniela Gabriela Balan
- Discipline of Physiology, Faculty of Dentistry, Carol Davila University of Medicine and Pharmacy, 050474 Bucharest, Romania; (I.-I.S.-S.); (D.G.B.); (A.-E.B.-S.)
| | - Andra-Elena Balcangiu-Stroescu
- Discipline of Physiology, Faculty of Dentistry, Carol Davila University of Medicine and Pharmacy, 050474 Bucharest, Romania; (I.-I.S.-S.); (D.G.B.); (A.-E.B.-S.)
| | - Elena-Claudia Coculescu
- Discipline of Oral Pathology, Faculty of Dentistry, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania;
| | - Dragos-Eugen Georgescu
- Department of General Surgery, Faculty of Medicine, Carol Davila University of Medicine and Pharmacy, 50474 Bucharest, Romania;
- Department of General Surgery, “Dr. Ion Cantacuzino” Clinical Hospital, 020475 Bucharest, Romania
| | - Remus Iulian Nica
- Central Military Emergency University Hospital “Dr. Carol Davila”, 010825 Bucharest, Romania;
- Discipline of General Surgery, Faculty of Midwifery and Nursing, Carol Davila University of Medicine and Pharmacy, 050474 Bucharest, Romania
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8
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Tjader NP, Beer AJ, Ramroop J, Tai MC, Ping J, Gandhi T, Dauch C, Neuhausen SL, Ziv E, Sotelo N, Ghanekar S, Meadows O, Paredes M, Gillespie J, Aeilts A, Hampel H, Zheng W, Jia G, Hu Q, Wei L, Liu S, Ambrosone CB, Palmer JR, Carpten JD, Yao S, Stevens P, Ho WK, Pan JW, Fadda P, Huo D, Teo SH, McElroy JP, Toland AE. Association of ESR1 germline variants with TP53 somatic variants in breast tumors in a genome-wide study. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.12.06.23299442. [PMID: 38106140 PMCID: PMC10723566 DOI: 10.1101/2023.12.06.23299442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
Background In breast tumors, somatic mutation frequencies in TP53 and PIK3CA vary by tumor subtype and ancestry. HER2 positive and triple negative breast cancers (TNBC) have a higher frequency of TP53 somatic mutations than other subtypes. PIK3CA mutations are more frequently observed in hormone receptor positive tumors. Emerging data suggest tumor mutation status is associated with germline variants and genetic ancestry. We aimed to identify germline variants that are associated with somatic TP53 or PIK3CA mutation status in breast tumors. Methods A genome-wide association study was conducted using breast cancer mutation status of TP53 and PIK3CA and functional mutation categories including TP53 gain of function (GOF) and loss of function mutations and PIK3CA activating/hotspot mutations. The discovery analysis consisted of 2850 European ancestry women from three datasets. Germline variants showing evidence of association with somatic mutations were selected for validation analyses based on predicted function, allele frequency, and proximity to known cancer genes or risk loci. Candidate variants were assessed for association with mutation status in a multi-ancestry validation study, a Malaysian study, and a study of African American/Black women with TNBC. Results The discovery Germline x Mutation (GxM) association study found five variants associated with one or more TP53 phenotypes with P values <1×10-6, 33 variants associated with one or more TP53 phenotypes with P values <1×10-5, and 44 variants associated with one or more PIK3CA phenotypes with P values <1×10-5. In the multi-ancestry and Malaysian validation studies, germline ESR1 locus variant, rs9383938, was associated with the presence of TP53 mutations overall (P values 6.8×10-5 and 9.8×10-8, respectively) and TP53 GOF mutations (P value 8.4×10-6). Multiple variants showed suggestive evidence of association with PIK3CA mutation status in the validation studies, but none were significant after correction for multiple comparisons. Conclusions We found evidence that germline variants were associated with TP53 and PIK3CA mutation status in breast cancers. Variants near the estrogen receptor alpha gene, ESR1, were significantly associated with overall TP53 mutations and GOF mutations. Larger multi-ancestry studies are needed to confirm these findings and determine if these variants contribute to ancestry-specific differences in mutation frequency.
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Affiliation(s)
- Nijole P. Tjader
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Abigail J. Beer
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Johnny Ramroop
- The City College of New York, City University of New York, New York, NY, USA
| | - Mei-Chee Tai
- Cancer Research Malaysia, Subang Jaya, Selangor 47500, Malaysia
| | - Jie Ping
- Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, TN 37203
| | - Tanish Gandhi
- Biomedical Sciences, The Ohio State University College of Medicine, Columbus, OH 43210, USA
- The Ohio State University Medical School, Columbus, OH, 43210, USA
| | - Cara Dauch
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, OH 43210, USA
- The Ohio State University Wexner Medical Center, Clinical Trials Office, Columbus, OH 43210, USA
| | - Susan L. Neuhausen
- Beckman Research Institute of City of Hope, Department of Population Sciences, Duarte, CA, USA
| | - Elad Ziv
- University of California, Helen Diller Family Comprehensive Cancer Center, San Francisco, San Francisco, CA, USA
- University of California, Department of Medicine, San Francisco, San Francisco, CA, USA
- University of California San Francisco, Institute for Human Genetics, San Francisco, CA, USA
| | - Nereida Sotelo
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Shreya Ghanekar
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Owen Meadows
- Biomedical Sciences, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Monica Paredes
- Biomedical Sciences, The Ohio State University College of Medicine, Columbus, OH 43210, USA
| | - Jessica Gillespie
- The Ohio State University Comprehensive Cancer Center, Columbus, OH, USA
| | - Amber Aeilts
- Department of Internal Medicine, Division of Human Genetics, The Ohio State University, Columbus, OH, 43210, USA
| | - Heather Hampel
- Department of Medical Oncology & Therapeutics Research, City of Hope National Medical Center, Duarte, CA, USA
| | - Wei Zheng
- Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, TN 37203
| | - Guochong Jia
- Division of Epidemiology, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Nashville, TN 37203
| | - Qiang Hu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Lei Wei
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Song Liu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Christine B. Ambrosone
- Department of Cancer Control and Prevention, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Julie R. Palmer
- Slone Epidemiology Center at Boston University, Boston, MA, USA
| | - John D. Carpten
- City of Hope Comprehensive Cancer Center, Duarte, CA, USA
- Department of Integrative Translational Sciences, City of Hope, Duarte, CA
| | - Song Yao
- Department of Cancer Control and Prevention, Roswell Park Comprehensive Cancer Center, Buffalo, NY, USA
| | - Patrick Stevens
- The Ohio State University Comprehensive Cancer Center, Bioinformatics Shared Resource, Columbus, OH, USA
| | - Weang-Kee Ho
- Cancer Research Malaysia, Subang Jaya, Selangor 47500, Malaysia
- School of Mathematical Sciences, Faculty of Science and Engineering, University of Nottingham Malaysia, Semenyih, Selangor 43500, Malaysia
| | - Jia Wern Pan
- Cancer Research Malaysia, Subang Jaya, Selangor 47500, Malaysia
| | - Paolo Fadda
- The Ohio State University Comprehensive Cancer Center, Genomics Shared Resource, Columbus, OH, USA
| | - Dezheng Huo
- Department of Public Health Sciences, University of Chicago, Chicago, IL, 60637, USA
| | - Soo-Hwang Teo
- Cancer Research Malaysia, Subang Jaya, Selangor 47500, Malaysia
- Faculty of Medicine, University Malaya Cancer Research Institute, University of Malaya, Kuala Lumpur 50603, Malaysia
| | - Joseph Paul McElroy
- The Ohio State University Center for Biostatistics, Department of Biomedical Informatics, Columbus, OH, USA
| | - Amanda Ewart Toland
- Department of Cancer Biology and Genetics, The Ohio State University College of Medicine, Columbus, OH 43210, USA
- The Ohio State University Comprehensive Cancer Center, Columbus, OH, USA
- Department of Internal Medicine, Division of Human Genetics, The Ohio State University, Columbus, OH, 43210, USA
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9
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Abate M, Walch H, Arora K, Vanderbilt CM, Fei T, Drebin H, Shimada S, Maio A, Kemel Y, Stadler ZK, Schmeltz J, Sihag S, Ku GY, Gu P, Tang L, Vardhana S, Berger MF, Brennan MF, Schultz ND, Strong VE. Unique Genomic Alterations and Microbial Profiles Identified in Patients With Gastric Cancer of African, European, and Asian Ancestry: A Novel Path for Precision Oncology. Ann Surg 2023; 278:506-518. [PMID: 37436885 PMCID: PMC10527605 DOI: 10.1097/sla.0000000000005970] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/14/2023]
Abstract
OBJECTIVE Here, we characterize differences in the genetic and microbial profiles of GC in patients of African (AFR), European, and Asian ancestry. BACKGROUND Gastric cancer (GC) is a heterogeneous disease with clinicopathologic variations due to a complex interplay of environmental and biological factors, which may affect disparities in oncologic outcomes.. METHODS We identified 1042 patients with GC with next-generation sequencing data from an institutional Integrated Mutation Profiling of Actionable Cancer Targets assay and the Cancer Genomic Atlas group. Genetic ancestry was inferred from markers captured by the Integrated Mutation Profiling of Actionable Cancer Targets and the Cancer Genomic Atlas whole exome sequencing panels. Tumor microbial profiles were inferred from sequencing data using a validated microbiome bioinformatics pipeline. Genomic alterations and microbial profiles were compared among patients with GC of different ancestries. RESULTS We assessed 8023 genomic alterations. The most frequently altered genes were TP53 , ARID1A , KRAS , ERBB2 , and CDH1 . Patients of AFR ancestry had a significantly higher rate of CCNE1 alterations and a lower rate of KRAS alterations ( P < 0.05), and patients of East Asian ancestry had a significantly lower rate of PI3K pathway alterations ( P < 0.05) compared with other ancestries. Microbial diversity and enrichment did not differ significantly across ancestry groups ( P > 0.05). CONCLUSIONS Distinct patterns of genomic alterations and variations in microbial profiles were identified in patients with GC of AFR, European, and Asian ancestry. Our findings of variation in the prevalence of clinically actionable tumor alterations among ancestry groups suggest that precision medicine can mitigate oncologic disparities.
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Affiliation(s)
- Miseker Abate
- Department of Surgery, Memorial Sloan Kettering Cancer Center (MSK), New York, NY
- Human Oncology and Pathogenesis Program, MSK
- Department of Surgery, Weill Cornell Medicine
| | - Henry Walch
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, MSK
| | - Kanika Arora
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, MSK
| | | | - Teng Fei
- Department of Epidemiology and Biostatistics, MSK
| | - Harrison Drebin
- Department of Surgery, Memorial Sloan Kettering Cancer Center (MSK), New York, NY
- Human Oncology and Pathogenesis Program, MSK
| | - Shoji Shimada
- Department of Surgery, Memorial Sloan Kettering Cancer Center (MSK), New York, NY
- Human Oncology and Pathogenesis Program, MSK
| | - Anna Maio
- Niehaus Center of Inherited Cancer Genomics, MSK
| | - Yelena Kemel
- Niehaus Center of Inherited Cancer Genomics, MSK
| | - Zsofia K. Stadler
- Niehaus Center of Inherited Cancer Genomics, MSK
- Department of Medicine, MSK
- Department of Medicine, Weill Cornell Medicine
| | | | - Smita Sihag
- Department of Surgery, Memorial Sloan Kettering Cancer Center (MSK), New York, NY
- Department of Surgery, Weill Cornell Medicine
| | - Geoffrey Y. Ku
- Department of Medicine, MSK
- Department of Medicine, Weill Cornell Medicine
| | | | - Laura Tang
- Department of Pathology and Laboratory Medicine, MSK
- Department of Pathology and Laboratory Medicine, WCM
| | - Santosha Vardhana
- Human Oncology and Pathogenesis Program, MSK
- Department of Medicine, MSK
- Department of Medicine, Weill Cornell Medicine
| | - Michael F. Berger
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, MSK
- Department of Pathology and Laboratory Medicine, MSK
- Department of Pathology and Laboratory Medicine, WCM
| | - Murray F. Brennan
- Department of Surgery, Memorial Sloan Kettering Cancer Center (MSK), New York, NY
- Department of Surgery, Weill Cornell Medicine
| | | | - Vivian E. Strong
- Department of Surgery, Memorial Sloan Kettering Cancer Center (MSK), New York, NY
- Department of Surgery, Weill Cornell Medicine
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10
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Koseki Y, Hatakeyama K, Terashima M, Nagashima T, Urakami K, Ohshima K, Aizawa D, Sugino T, Furukawa K, Fujiya K, Tanizawa Y, Bando E, Okamura Y, Akiyama Y, Yamaguchi K. Molecular profile of poorly cohesive gastric carcinoma with special reference to survival. Gastric Cancer 2023; 26:553-564. [PMID: 37036539 DOI: 10.1007/s10120-023-01390-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 04/01/2023] [Indexed: 04/11/2023]
Abstract
BACKGROUND Patients with poorly cohesive gastric carcinoma (PCC) are known to have poor survival. However, detailed molecular biology of PCC has not been elucidated, except for mutations in CDH1 and RHOA. Additionally, the molecular profiles of signet-ring cell carcinoma (SRC) have not been fully investigated. We aimed to investigate the association between molecular profiles and survival in PCC and PCC subtypes. METHODS The present study included 455 patients with gastric adenocarcinoma underwent radical gastrectomy. Whole-exome sequencing and gene expression profiling were conducted. Patients were classified according to the WHO classification as PCC or non-PCC, with PCC being further classified into SRC, combined, and PCC not-otherwise-specified (NOS). Clinicopathological factors and survival were compared with molecular profiles. RESULTS Of the patients, 159 were classified with PCC, while 296 were classified with non-PCC. Among PCC, 44 were classified with SRC, 64 with combined, and 51 with PCC-NOS. Mutations in CDH1 and RHOA were remarkably more frequent in PCC than in non-PCC. PCC had worse overall survival (OS) and disease-specific survival (DSS) compared to non-PCC. For PCC, the SRC group had good OS and DSS, whereas PCC-NOS classification with CDH1 mutations was associated with extremely poor survival. In the PCC-NOS and combined groups, patients with mutations in the extracellular domain 1 of CDH1 had poor survival. CONCLUSIONS Our findings suggest that PCC has poorer survival than non-PCC. Accumulation of CDH1 and RHOA mutations are unique profiles in PCC. Among PCC, CDH1 mutations may play a crucial role in the survival of non-SRC PCC.
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Affiliation(s)
- Yusuke Koseki
- Division of Gastric Surgery, Shizuoka Cancer Center, 1007 Shimonagakubo, Nagaizumi-Cho, Sunto-Gun, Shizuoka, 411-8777, Japan
- Division of Digestive Surgery, Department of Surgery, School of Medicine, Nihon University, Tokyo, Japan
| | - Keiichi Hatakeyama
- Cancer Multiomics Division, Shizuoka Cancer Center Research Institute, Shizuoka, Japan
| | - Masanori Terashima
- Division of Gastric Surgery, Shizuoka Cancer Center, 1007 Shimonagakubo, Nagaizumi-Cho, Sunto-Gun, Shizuoka, 411-8777, Japan.
| | - Takeshi Nagashima
- Cancer Diagnostics Research Division, Shizuoka Cancer Center Research Institute, Shizuoka, Japan
- SRL Inc., Tokyo, Japan
| | - Kenichi Urakami
- Cancer Diagnostics Research Division, Shizuoka Cancer Center Research Institute, Shizuoka, Japan
| | - Keiichi Ohshima
- Medical Genetics Division, Shizuoka Cancer Center Research Institute, Shizuoka, Japan
| | - Daisuke Aizawa
- Division of Pathology, Shizuoka Cancer Center, Shizuoka, Japan
| | - Takashi Sugino
- Division of Pathology, Shizuoka Cancer Center, Shizuoka, Japan
| | - Kenichiro Furukawa
- Division of Gastric Surgery, Shizuoka Cancer Center, 1007 Shimonagakubo, Nagaizumi-Cho, Sunto-Gun, Shizuoka, 411-8777, Japan
| | - Keiichi Fujiya
- Division of Gastric Surgery, Shizuoka Cancer Center, 1007 Shimonagakubo, Nagaizumi-Cho, Sunto-Gun, Shizuoka, 411-8777, Japan
| | - Yutaka Tanizawa
- Division of Gastric Surgery, Shizuoka Cancer Center, 1007 Shimonagakubo, Nagaizumi-Cho, Sunto-Gun, Shizuoka, 411-8777, Japan
| | - Etsuro Bando
- Division of Gastric Surgery, Shizuoka Cancer Center, 1007 Shimonagakubo, Nagaizumi-Cho, Sunto-Gun, Shizuoka, 411-8777, Japan
| | - Yukiyasu Okamura
- Division of Digestive Surgery, Department of Surgery, School of Medicine, Nihon University, Tokyo, Japan
| | - Yasuto Akiyama
- Immunotherapy Division, Shizuoka Cancer Center Research Institute, Shizuoka, Japan
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11
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Cavagna RDO, Pinto IA, Escremim de Paula F, Berardinelli GN, Sant'Anna D, Santana I, da Silva VD, Da Silva ECA, Miziara JE, Mourão Dias J, Antoniazzi A, Jacinto A, De Marchi P, Molina-Vila MA, Ferro Leal L, Reis RM. Disruptive and Truncating TP53 Mutations Are Associated with African-Ancestry and Worse Prognosis in Brazilian Patients with Lung Adenocarcinoma. Pathobiology 2023; 90:344-355. [PMID: 37031678 DOI: 10.1159/000530587] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 04/03/2023] [Indexed: 04/11/2023] Open
Abstract
INTRODUCTION TP53 is the most frequently mutated gene in lung tumors, but its prognostic role in admixed populations, such as Brazilians, remains unclear. In this study, we aimed to evaluate the frequency and clinicopathological impact of TP53 mutations in non-small cell lung cancer (NSCLC) patients in Brazil. METHODS We analyzed 446 NSCLC patients from Barretos Cancer Hospital. TP53 mutational status was evaluated through targeted next-generation sequencing (NGS) and the variants were biologically classified as disruptive/nondisruptive and as truncating/nontruncating. We also assessed genetic ancestry using 46 ancestry-informative markers. Analysis of lung adenocarcinomas from the cBioportal dataset was performed. We further examined associations of TP53 mutations with patients' clinicopathological features. RESULTS TP53 mutations were detected in 64.3% (n = 287/446) of NSCLC cases, with a prevalence of 60.4% (n = 221/366) in lung adenocarcinomas. TP53 mutations were associated with brain metastasis at diagnosis, tobacco consumption, and higher African ancestry. Disruptive and truncating mutations were associated with a younger age at diagnosis. Additionally, cBioportal dataset revealed that TP53 mutations were associated with younger age and Black skin color. Patients harboring disruptive/truncating TP53 mutations had worse overall survival than nondisruptive/nontruncating and wild-type patients. CONCLUSION TP53 mutations are common in Brazilian lung adenocarcinomas, and their biological characterization as disruptive and truncating mutations is associated with African ancestry and shorter overall survival.
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Affiliation(s)
| | - Icaro Alves Pinto
- Molecular Oncology Research Center, Barretos Cancer Hospital, São Paulo, Brazil
| | | | | | - Débora Sant'Anna
- Molecular Oncology Research Center, Barretos Cancer Hospital, São Paulo, Brazil
| | - Iara Santana
- Department of Pathology, Barretos Cancer Hospital, São Paulo, Brazil
| | | | | | - José Elias Miziara
- Department Thoracic Surgery, Barretos Cancer Hospital, São Paulo, Brazil
- Department of Medical Oncology, Barretos Cancer Hospital, São Paulo, Brazil
| | | | - Augusto Antoniazzi
- Department of Medical Oncology, Barretos Cancer Hospital, São Paulo, Brazil
- Department of Oncogenetics / Barretos Cancer Hospital, São Paulo, Brazil
| | - Alexandre Jacinto
- Department of Radiotherapy, Barretos Cancer Hospital, São Paulo, Brazil
| | - Pedro De Marchi
- Molecular Oncology Research Center, Barretos Cancer Hospital, São Paulo, Brazil
- Department of Medical Oncology, Barretos Cancer Hospital, São Paulo, Brazil
- Department of Medical Oncology, Oncoclinicas, Rio de Janeiro, Brazil
| | | | - Leticia Ferro Leal
- Molecular Oncology Research Center, Barretos Cancer Hospital, São Paulo, Brazil
- Barretos School of Health Sciences Dr. Paulo Prata, FACISB, São Paulo, Brazil
| | - Rui Manuel Reis
- Molecular Oncology Research Center, Barretos Cancer Hospital, São Paulo, Brazil
- Molecular Diagnostic Laboratory, Barretos Cancer Hospital, São Paulo, Brazil
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's - PT Government Associate Laboratory, Braga-Guimarães, Portugal
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12
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López MJ, Carbajal J, Alfaro AL, Saravia LG, Zanabria D, Araujo JM, Quispe L, Zevallos A, Buleje JL, Cho CE, Sarmiento M, Pinto JA, Fajardo W. Characteristics of gastric cancer around the world. Crit Rev Oncol Hematol 2023; 181:103841. [PMID: 36240980 DOI: 10.1016/j.critrevonc.2022.103841] [Citation(s) in RCA: 93] [Impact Index Per Article: 46.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Revised: 10/06/2022] [Accepted: 10/07/2022] [Indexed: 11/27/2022] Open
Abstract
Gastric cancer is one of the most important malignancies in the world due to the high burden of disease and lethality. In this work, we compared the main characteristics of gastric cancer between different regions of the world. We reviewed public repositories to retrieve epidemiological, molecular, clinicopathological, and risk factor data. Eastern Asia presents the highest incidence of gastric cancer, followed by eastern and central Europe. Intestinal histology was more frequent in Caucasians, while gastric tumors located in the cardias were less frequent in Africa and Latin America. TP53, LRP1B, and ARID1A are consistently the most frequently altered genes in all population groups. Gastric cancer is most frequent in men. African patients tend to be younger and have a higher proportion of women patients. Different patterns can be observed in the presentation of gastric cancer between different regions of the world. More research is needed in Latin America and Africa since these populations are underrepresented.
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Affiliation(s)
- María J López
- Facultad de Biología, Universidad Nacional San Luis Gonzaga de Ica, Ica, Peru
| | - Junior Carbajal
- Facultad de Biología, Universidad Nacional San Luis Gonzaga de Ica, Ica, Peru
| | | | - Luis G Saravia
- Departmento de Medicina Interna, Hospital Regional de Ica, Ica, Peru
| | - Daniel Zanabria
- Centro de Investigación Básica y Traslacional, Auna Ideas Foundation, Lima, Peru
| | - Jhajaira M Araujo
- Escuela de Medicina, Universidad Privada San Juan Bautista, Lima, Peru
| | - Lidia Quispe
- Departmento of Patología, Hospital Regional de Ica, Ica, Peru
| | | | - José L Buleje
- Escuela de Medicina-Filial Ica, Universidad Privada San Juan Bautista, Ica, Peru
| | | | - Marisol Sarmiento
- Escuela de Medicina-Filial Ica, Universidad Privada San Juan Bautista, Ica, Peru
| | - Joseph A Pinto
- Escuela de Medicina-Filial Ica, Universidad Privada San Juan Bautista, Ica, Peru.
| | - Williams Fajardo
- Escuela de Medicina, Universidad Privada San Juan Bautista, Lima, Peru
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13
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Ghojazadeh M, Somi MH, Naseri A, Salehi-Pourmehr H, Hassannezhad S, Hajikamanaj Olia A, Kafshdouz L, Nikniaz Z. Systematic Review and Meta-analysis of TP53, HER2/ERBB2, KRAS, APC, and PIK3CA Genes Expression Pattern in Gastric Cancer. Middle East J Dig Dis 2022; 14:335-345. [PMID: 36619267 PMCID: PMC9489438 DOI: 10.34172/mejdd.2022.292] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2021] [Accepted: 05/19/2022] [Indexed: 11/06/2022] Open
Abstract
Background: With a global prevalence of about 10%, gastric cancer is among the most prevalent cancers. Currently, there has been an ongoing trend toward investigating genetic disruptions in different cancers because they can be used as a target-specific therapy. We aimed to systemically review some gene expression patterns in gastric cancer. Methods: The current systematic review was designed and executed in 2020. Scopus, PubMed, Cochrane Library, Google Scholar, web of knowledge, and Science Direct were searched for relevant studies. A manual search of articles (hand searching), reference exploring, checking for grey literature, and seeking expert opinion were also done. Results: In this review, 65 studies were included, and the expression pattern of HER2/ ERBB2, ER1/Erb1/EGFR, PIK3CA, APC, KRAS, ARID1A, TP53, FGFR2 and MET was investigated. TP53, APC, KRAS, and PIK3CA mutation cumulative frequency were 24.8 (I2=95.05, Q value=525.53, df=26, P<0.001), 7.2 (I2=89.79, Q value=48.99, df=5, P<0.001), 7.8 (I2=93.60, Q value=140.71, df=9, P=0.001) and 8.6 (I2=80.78, Q value=525.53, df=9, P<0.001) percent, respectively. Overexpression was investigated for HER1/ Erb1/EGFR, PIK3CA, APC, KRAS, ARID1A, TP53, CCND1, FGFR2, MET and MYC. The frequency of TP53 and HER2/ERBB2 were 43.1 (I2=84.06, Q value=58.09, df=9, P<0.001) and 20.8 (I2=93.61, Q value=234.89, df=15, P<0.001) percent, respectively. Conclusion: More research is encouraged to investigate the genes for which we could not perform a meta-analysis.
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Affiliation(s)
- Morteza Ghojazadeh
- Research Center for Evidence-based Medicine, Iranian EBM Centre: A Joanna Briggs Institute (JBI) Center of Excellence, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Mohammad Hossein Somi
- Liver and Gastrointestinal Diseases Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Amirreza Naseri
- Aging Research Institute, Tabriz University of Medical Sciences, Tabriz, Iran,Student Research Committee, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Hanieh Salehi-Pourmehr
- Research Center for Evidence-based Medicine, Iranian EBM Centre: A Joanna Briggs Institute (JBI) Center of Excellence, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Sina Hassannezhad
- Research Center for Evidence-based Medicine, Iranian EBM Centre: A Joanna Briggs Institute (JBI) Center of Excellence, Tabriz University of Medical Sciences, Tabriz, Iran,Student Research Committee, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Arash Hajikamanaj Olia
- Research Center for Evidence-based Medicine, Iranian EBM Centre: A Joanna Briggs Institute (JBI) Center of Excellence, Tabriz University of Medical Sciences, Tabriz, Iran,Student Research Committee, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Leila Kafshdouz
- Genetic Department, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Zeinab Nikniaz
- Liver and Gastrointestinal Diseases Research Center, Tabriz University of Medical Sciences, Tabriz, Iran,Corresponding Author: Zeinab Nikniaz, PhD Liver and Gastrointestinal Diseases Research Center, Tabriz University of Medical Sciences, Tabriz, Iran Tel:+98 4133367473 Fax:+984133367473
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14
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Garcia‐Pelaez J, Barbosa‐Matos R, Gullo I, Carneiro F, Oliveira C. Histological and mutational profile of diffuse gastric cancer: current knowledge and future challenges. Mol Oncol 2021; 15:2841-2867. [PMID: 33724653 PMCID: PMC8564639 DOI: 10.1002/1878-0261.12948] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 02/23/2021] [Accepted: 03/12/2021] [Indexed: 12/18/2022] Open
Abstract
Gastric cancer (GC) pathogenesis is complex and heterogeneous, reflecting morphological, molecular and genetic diversity. Diffuse gastric cancer (DGC) and intestinal gastric cancer (IGC) are the major histological types. GC may be sporadic or hereditary; sporadic GC is related to environmental and genetic low-risk factors and hereditary GC is caused by inherited high-risk mutations, so far identified only for the diffuse histotype. DGC phenotypic heterogeneity challenges the current understanding of molecular mechanisms underlying carcinogenesis. The definition of a DGC-specific mutational profile remains controversial, possibly reflecting the heterogeneity of DGC-related histological subtypes [signet-ring cell carcinoma (SRCC) and poorly cohesive carcinoma not otherwise specified (PCC-NOS)]. Indeed, DGC and DGC-related subtypes may present specific mutational profiles underlying the particularly aggressive behaviour and dismal prognosis of DGC vs IGC and PCC-NOS vs SRCC. In this systematic review, we revised the histological presentations, molecular classifications and approved therapies for gastric cancer, with a focus on DGC. We then analysed results from the most relevant studies, reporting mutational analysis data specifying mutational frequencies, and their relationship with DGC and IGC histological types, and with specific DGC subtypes (SRCC and PCC-NOS). We aimed at identifying histology-associated mutational profiles with an emphasis in DGC and its subtypes (DGC vs IGC; sporadic vs hereditary DGC; and SRCC vs PCC-NOS). We further used these mutational profiles to identify the most commonly affected molecular pathways and biological functions, and explored the clinical trials directed specifically to patients with DGC. This systematic analysis is expected to expose a DGC-specific molecular profile and shed light into potential targets for therapeutic intervention, which are currently missing.
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Affiliation(s)
- José Garcia‐Pelaez
- i3S – Instituto de Investigação e Inovação em Saúde da Universidade do PortoPortugal
- IPATIMUP – Institute of Molecular Pathology and ImmunologyUniversity of PortoPortugal
- Doctoral Programme on BiomedicineFaculty of MedicineUniversity of PortoPortugal
| | - Rita Barbosa‐Matos
- i3S – Instituto de Investigação e Inovação em Saúde da Universidade do PortoPortugal
- IPATIMUP – Institute of Molecular Pathology and ImmunologyUniversity of PortoPortugal
- Doctoral Programme on Cellular and Molecular Biotechnology Applied to Health Sciences (BiotechHealth)ICBAS – Institute of Biomedical Sciences Abel SalazarUniversity of PortoPortugal
| | - Irene Gullo
- i3S – Instituto de Investigação e Inovação em Saúde da Universidade do PortoPortugal
- IPATIMUP – Institute of Molecular Pathology and ImmunologyUniversity of PortoPortugal
- Department of PathologyFMUP ‐ Faculty of Medicine of the University of PortoPortugal
- Department of PathologyCHUSJ – Centro Hospitalar Universitário São JoãoPortoPortugal
| | - Fátima Carneiro
- i3S – Instituto de Investigação e Inovação em Saúde da Universidade do PortoPortugal
- IPATIMUP – Institute of Molecular Pathology and ImmunologyUniversity of PortoPortugal
- Department of PathologyFMUP ‐ Faculty of Medicine of the University of PortoPortugal
- Department of PathologyCHUSJ – Centro Hospitalar Universitário São JoãoPortoPortugal
| | - Carla Oliveira
- i3S – Instituto de Investigação e Inovação em Saúde da Universidade do PortoPortugal
- IPATIMUP – Institute of Molecular Pathology and ImmunologyUniversity of PortoPortugal
- Department of PathologyFMUP ‐ Faculty of Medicine of the University of PortoPortugal
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15
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Lo Piccolo L, Jantrapirom S, Moonmuang S, Teeyakasem P, Pasena A, Suksakit P, Charoenkwan P, Pruksakorn D, Koonrungsesomboon N. In search of TP53 mutational hot spots for Li-Fraumeni syndrome in Asian populations. Trop Med Int Health 2021; 26:1401-1410. [PMID: 34478609 DOI: 10.1111/tmi.13673] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
OBJECTIVE Germline mutations of the TP53 tumour suppressor gene are the only known cause of the hereditary autosomal disorder called Li-Fraumeni syndrome (LFS). However, little information is available about TP53 pathogenic variants in Asian LFS patients, making it difficult to provide precise genetic counselling with regard to long-term cancer risk. We conducted a systematic review to gather relevant case-control studies exploring the association between TP53 polymorphisms and the incidence of cancer belonging to the LFS spectrum in Asian populations. METHOD Systematic review and meta-analysis. The odds ratio was used as a summary effect measure to quantify the strength of the association between TP53 polymorphisms and cancer risk by means of random-effects meta-analysis. RESULTS In total, 16 studies were included in this systematic review, with 13 studies (involving 10,645 cases and 28,288 controls) that enabled meta-analysis. The majority of the studies focused on a single-nucleotide variation at codon 72 in exon 4 (c.215C>G, p.Arg72Pro, rs1042522). Therefore, we tested either dominant, co-dominant, recessive, or heterozygous models and found that the p.Arg72Pro was not significantly associated with increased cancer risk in any of the models. CONCLUSION We found the number of studies on cancers belonging to the LFS spectrum in Asia is very small. Thus, at the present time a meta-analysis approach is somewhat useful to identify germline TP53 mutations as potential markers of hereditary cancer associated with LFS in Asian populations.
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Affiliation(s)
- Luca Lo Piccolo
- Omics Center for Health Science, Faculty of Medicine, Chiang Mai University, Muang, Chiang Mai, Thailand.,Musculoskeletal Science and Translational Research Center, Chiang Mai University, Muang, Chiang Mai, Thailand
| | - Salinee Jantrapirom
- Department of Pharmacology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand.,Drosophila Center for Human Diseases and Drug Discovery, Chiang Mai University, Chiang Mai, Thailand
| | - Sutpirat Moonmuang
- Omics Center for Health Science, Faculty of Medicine, Chiang Mai University, Muang, Chiang Mai, Thailand
| | - Pimpisa Teeyakasem
- Department of Orthopedics, Chiang Mai University, Muang, Chiang Mai, Thailand
| | - Arnat Pasena
- Omics Center for Health Science, Faculty of Medicine, Chiang Mai University, Muang, Chiang Mai, Thailand
| | - Pathacha Suksakit
- Omics Center for Health Science, Faculty of Medicine, Chiang Mai University, Muang, Chiang Mai, Thailand
| | | | - Dumnoensun Pruksakorn
- Omics Center for Health Science, Faculty of Medicine, Chiang Mai University, Muang, Chiang Mai, Thailand.,Musculoskeletal Science and Translational Research Center, Chiang Mai University, Muang, Chiang Mai, Thailand.,Excellence Center in Osteology Research and Training Center, Chiang Mai University, Chiang Mai, Thailand
| | - Nut Koonrungsesomboon
- Musculoskeletal Science and Translational Research Center, Chiang Mai University, Muang, Chiang Mai, Thailand.,Department of Pharmacology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
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16
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Mortalin/glucose-regulated protein 75 promotes the cisplatin-resistance of gastric cancer via regulating anti-oxidation/apoptosis and metabolic reprogramming. Cell Death Discov 2021; 7:140. [PMID: 34117210 PMCID: PMC8196146 DOI: 10.1038/s41420-021-00517-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Revised: 04/19/2021] [Accepted: 05/14/2021] [Indexed: 12/15/2022] Open
Abstract
Platinum drug treatment is one of the most predominant chemotherapeutic strategies for patients with gastric cancer (GC). However, the therapeutic effect is less than satisfactory, largely due to the acquired resistance to platinum drugs. Therefore, a better understanding of the underlying mechanisms can greatly improve the therapeutic efficacy of GC. In this study, we aimed to investigate the chemo-resistance related functions/mechanisms and clinical significance of glucose-regulated protein 75 (GRP75) in GC. Here, our data showed that compared with SGC7901 cells, the expression of GRP75 was markedly higher in cisplatin-resistance cells (SGC7901CR). Knockdown of GRP75 abolished the maintenance of mitochondrial membrane potential (MMP) and inhibited the nuclear factor erythroid-2-related factor 2 (NRF2), phosphatidylinositol 3 kinase/protein kinase B (PI3K/AKT), hypoxia-inducible factor 1α (HIF-1α), and c-myc, which resulted in blocking the activation of their downstream targets. These processes attenuated the anti-oxidation/apoptosis abilities and altered the metabolic reprogramming in SGC7901CR cells, leading to re-sensitizing these cells to cisplatin. However, overexpression of GRP75 in SGC7901 cells caused the opposite effects. A xenografts model confirmed the abovementioned results. In GC patients receiving platinum chemotherapy and a meta-analysis, a high level of GRP75 was positively associated with aggressive characteristics and poor prognosis including but not limited to gastrointestinal cancers, and was an independent predictor for overall survival. Collectively, our study indicated that GRP75 was involved in the cisplatin-resistance of GC and that GRP75 could be a potential therapeutic target for restoring the drug response in platinum-resistance cells and a useful additive prognostic tool in guiding clinical management of GC patients.
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17
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Isoforms of the p53 Family and Gastric Cancer: A Ménage à Trois for an Unfinished Affair. Cancers (Basel) 2021; 13:cancers13040916. [PMID: 33671606 PMCID: PMC7926742 DOI: 10.3390/cancers13040916] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 02/06/2021] [Accepted: 02/17/2021] [Indexed: 12/17/2022] Open
Abstract
Simple Summary The p53 family is a complex family of transcription factors with different cellular functions that are involved in several physiological processes. A massive amount of data has been accumulated on their critical role in the tumorigenesis and the aggressiveness of cancers of different origins. If common features are observed, there are numerous specificities that may reflect particularities of the tissues from which the cancers originated. In this regard, gastric cancer tumorigenesis is rather remarkable, as it is induced by bacterial and viral infections, various chemical carcinogens, and familial genetic alterations, which provide an example of the variety of molecular mechanisms responsible for cell transformation and how they impact the p53 family. This review summarizes the knowledge gathered from over 40 years of research on the role of the p53 family in gastric cancer, which still displays one of the most elevated mortality rates amongst all types of cancers. Abstract Gastric cancer is one of the most aggressive cancers, with a median survival of 12 months. This illustrates its complexity and the lack of therapeutic options, such as personalized therapy, because predictive markers do not exist. Thus, gastric cancer remains mostly treated with cytotoxic chemotherapies. In addition, less than 20% of patients respond to immunotherapy. TP53 mutations are particularly frequent in gastric cancer (±50% and up to 70% in metastatic) and are considered an early event in the tumorigenic process. Alterations in the expression of other members of the p53 family, i.e., p63 and p73, have also been described. In this context, the role of the members of the p53 family and their isoforms have been investigated over the years, resulting in conflicting data. For instance, whether mutations of TP53 or the dysregulation of its homologs may represent biomarkers for aggressivity or response to therapy still remains a matter of debate. This uncertainty illustrates the lack of information on the molecular pathways involving the p53 family in gastric cancer. In this review, we summarize and discuss the most relevant molecular and clinical data on the role of the p53 family in gastric cancer and enumerate potential therapeutic innovative strategies.
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18
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Chaudhary S, Dam V, Ganguly K, Sharma S, Atri P, Chirravuri-Venkata R, Cox JL, Sayed Z, Jones DT, Ganti AK, Ghersi D, Macha MA, Batra SK. Differential mutation spectrum and immune landscape in African Americans versus Whites: A possible determinant to health disparity in head and neck cancer. Cancer Lett 2020; 492:44-53. [PMID: 32738272 PMCID: PMC8432304 DOI: 10.1016/j.canlet.2020.07.029] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2020] [Revised: 07/12/2020] [Accepted: 07/25/2020] [Indexed: 12/18/2022]
Abstract
African Americans (AA) with Head and Neck Squamous Cell Carcinoma (HNSCC) have a worse disease prognosis than White patients despite adjusting for socio-economic factors, suggesting the potential biological contribution. Therefore, we investigated the genomic and immunological components that drive the differential tumor biology among race. We utilized the cancer genome atlas and cancer digital archive of HNSCC patients (1992-2013) for our study. We found that AA patients with HNSCC had a higher frequency of mutation compared to Whites in the key driver genes-P53, FAT1, CASP8 and HRAS. AA tumors also exhibited lower intratumoral infiltration of effector immune cells (CD8+, γδT, resting memory CD4+ and activated memory CD4+ T cells) with shorter survival than Whites. Unsupervised hierarchical clustering of differentially expressed genes demonstrated distinct gene clusters between AA and White patients with unique signaling pathway enrichments. Connectivity map analysis identified drugs (Neratinib and Selumetinib) that target aberrant PI3K/RAS/MEK signaling and may reduce racial disparity in therapy response.
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Affiliation(s)
- Sanjib Chaudhary
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Vi Dam
- School of Interdisciplinary Informatics, University of Nebraska at Omaha, Omaha, NE, 68182, USA
| | - Koelina Ganguly
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Sunandini Sharma
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Pranita Atri
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Ramakanth Chirravuri-Venkata
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198, USA; School of Interdisciplinary Informatics, University of Nebraska at Omaha, Omaha, NE, 68182, USA
| | - Jesse L Cox
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Zafar Sayed
- Department of Otolaryngology/Head and Neck Surgery, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Dwight T Jones
- Department of Otolaryngology/Head and Neck Surgery, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Apar K Ganti
- Department of Internal Medicine, University of Nebraska Medical Center, Omaha, NE, 68198, USA; Division of Oncology-Hematology, Department of Internal Medicine, VA-Nebraska Western Iowa Health Care System, Omaha, NE, 68198, USA
| | - Dario Ghersi
- School of Interdisciplinary Informatics, University of Nebraska at Omaha, Omaha, NE, 68182, USA.
| | - Muzafar A Macha
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198, USA; Department of Otolaryngology/Head and Neck Surgery, University of Nebraska Medical Center, Omaha, NE, 68198, USA; Department of Biotechnology, Central University of Kashmir, Jammu and Kashmir, Ganderbal, 191201, India.
| | - Surinder K Batra
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198, USA; Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center, Omaha, NE, 68198, USA; Fred and Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, NE, 68198, USA.
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19
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Gurzu S, Jung I, Sugimura H, Stefan-van Staden RI, Yamada H, Natsume H, Iwashita Y, Szodorai R, Szederjesi J. Maspin subcellular expression in wild-type and mutant TP53 gastric cancers. World J Gastrointest Oncol 2020; 12:741-755. [PMID: 32864042 PMCID: PMC7428795 DOI: 10.4251/wjgo.v12.i7.741] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2020] [Revised: 04/06/2020] [Accepted: 05/27/2020] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Although the role of p53 in the evolution and prognosis of gastric cancer (GC) has been extensively examined, the exact mechanism of action is incompletely understood. In the last years, p53-target genes were supposed to be involved in the p53 pathway. One of them is the tumor-suppressor gene Maspin, which codifies the protein with the same name. Maspin activity depends on its subcellular localization. To our knowledge, the possible role of TP53 gene in Maspin subcellular localization, in GC cells, has not yet been studied in a large number of human samples.
AIM To evaluate the possible role of wild-type and mutated p53 in Maspin subcellular localization.
METHODS The present study included 266 consecutive patients with GC in which TP53 gene status, and mutations in exons 2 to 11, respectively, were analyzed and correlated with immunohistochemical expression of p53 and Maspin.
RESULTS None of the 266 cases showed mutations in exon 9. The rate of TP53 mutations was 33.83%. The mutation rate was slightly higher in distally-located GCs, with a lower degree (≤ 5 buds/ high power fields) of dyscohesivity (P < 0.01). The wild-type cases had a longer survival, compared with mutant GCs, especially in patients without lymph node metastases, despite the high depth of tumor infiltration (P = 0.01). The Dukes-MAC-like staging system was proved to have the most significant independent prognostic value (P < 0.01). The statistical correlations proved that TP53 gene mutations in exon 7 might induce knockdown of Maspin, but wild-type p53 can partially restore nuclear Maspin expression and decrease the metastatic potential of gastric adenocarcinoma cells.
CONCLUSION Downregulated Maspin might be induced by mutations in exon 7 of the TP53 gene but wild-type p53 can partially restore nuclear Maspin expression. These findings should be proved in experimental studies.
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Affiliation(s)
- Simona Gurzu
- Department of Pathology, George Emil Palade University of Medicine, Pharmacy, Sciences and Technology, Targu Mureș 540139, Mureș, Romania
- Research Center, George Emil Palade University of Medicine, Pharmacy, Sciences and Technology, Targu Mureș 540139, Mureș, Romania
| | - Ioan Jung
- Department of Pathology, George Emil Palade University of Medicine, Pharmacy, Sciences and Technology, Targu Mureș 540139, Mureș, Romania
| | - Haruhiko Sugimura
- Department of Tumor Pathology, Hamamatsu University School of Medicine, Hamamatsu 431-3192, Japan
| | | | - Hidetaka Yamada
- Department of Tumor Pathology, Hamamatsu University School of Medicine, Hamamatsu 431-3192, Japan
| | - Hiroko Natsume
- Department of Tumor Pathology, Hamamatsu University School of Medicine, Hamamatsu 431-3192, Japan
| | - Yuji Iwashita
- Department of Tumor Pathology, Hamamatsu University School of Medicine, Hamamatsu 431-3192, Japan
| | - Rita Szodorai
- Department of Pathology, George Emil Palade University of Medicine, Pharmacy, Sciences and Technology, Targu Mureș 540139, Mureș, Romania
| | - Janos Szederjesi
- Intensive Care Unit, George Emil Palade University of Medicine, Pharmacy, Sciences and Technology, Targu Mureș 540139, Mureș, Romania
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20
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Martinson HA, Mallari D, Richter C, Wu TT, Tiesinga J, Alberts SR, Olnes MJ. Molecular Classification of Gastric Cancer among Alaska Native People. Cancers (Basel) 2020; 12:cancers12010198. [PMID: 31941061 PMCID: PMC7016562 DOI: 10.3390/cancers12010198] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Revised: 12/13/2019] [Accepted: 01/07/2020] [Indexed: 12/24/2022] Open
Abstract
Gastric cancer is an aggressive and heterogeneous malignancy that often varies in presentation and disease among racial and ethnic groups. The Alaska Native (AN) people have the highest incidence and mortality rates of gastric cancer in North America. This study examines molecular markers in solid tumor samples from eighty-five AN gastric adenocarcinoma patients using next-generation sequencing, immunohistochemistry, and in situ hybridization analysis. AN patients have a low mutation burden with fewer somatic gene mutations in their tumors compared to other populations, with the most common mutation being TP53. Epstein-Barr virus (EBV) was associated with 20% of AN gastric cancers, which is higher than the world average of 10%. The inflammation marker, cyclooxygenase-2 (COX-2), is highly expressed in patients with the lowest survival rates. Mismatch repair deficiency was present in 10% of AN patients and was associated with patients who were female, 50 years or older, gene mutations, and tumors in the distal stomach. Program death-ligand 1 (PD-L1) was expressed in 14% of AN patients who were more likely to have MMR deficiency, EBV-associated gastric cancers, and mutations in the PIK3CA gene, all of which have been linked to clinical response to PD-1 inhibitors. These studies suggest a portion of AN gastric cancer patients could be candidates for immunotherapy. Overall, this study highlights future avenues of investigation for clinical and translational studies, so that we can improve early detection and develop more effective treatments for AN patients.
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Affiliation(s)
- Holly A. Martinson
- WWAMI School of Medical Education, University of Alaska Anchorage, 3211 Providence Drive, Anchorage, AK 99508, USA
- Correspondence: ; Tel.: +1-907-786-4672
| | - Dominic Mallari
- Department of Chemistry, University of Alaska Anchorage, 3211 Providence Drive, Anchorage, AK 99508, USA;
| | - Christine Richter
- Department of Biological Sciences, University of Alaska Anchorage, 3211 Providence Drive, Anchorage, AK 99508, USA;
| | - Tsung-Teh Wu
- Department of Laboratory Medicine and Pathology, Mayo Clinic Cancer Center, 200 First Street SW, Rochester, MN 55905, USA;
| | - James Tiesinga
- Department of Pathology and Clinical Laboratory, Alaska Native Medical Center, 4315 Diplomacy Drive, Anchorage, AK 99508, USA;
| | - Steven R. Alberts
- Medical Oncology, Mayo Clinic Cancer Center, 200 First Street SW, Rochester, MN 55905, USA;
| | - Matthew J. Olnes
- Oncology and Hematology, Alaska Native Medical Center, 4315 Diplomacy Drive, Anchorage, AK 99508, USA;
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21
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Rana N, Gosain R, Lemini R, Wang C, Gabriel E, Mohammed T, Siromoni B, Mukherjee S. Socio-Demographic Disparities in Gastric Adenocarcinoma: A Population-Based Study. Cancers (Basel) 2020; 12:E157. [PMID: 31936436 PMCID: PMC7016781 DOI: 10.3390/cancers12010157] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2019] [Revised: 01/06/2020] [Accepted: 01/07/2020] [Indexed: 12/14/2022] Open
Abstract
Background: Gastric cancer is one of the leading causes of cancer-related mortality worldwide, accounting for 8.2% of cancer-related deaths. The purpose of this study was to investigate the geographic and sociodemographic disparities in gastric adenocarcinoma patients. METHODS We conducted a retrospective study in gastric adenocarcinoma patients between 2004 and 2013. Data were obtained from the National Cancer Data Base (NCDB). Univariate and multivariable analyses were performed to evaluate overall survival (OS). Socio-demographic factors, including the location of residence [metro area (MA) or rural area (RA)], gender, race, insurance status, and marital status, were analyzed. RESULTS A total of 88,246 [RA, N = 12,365; MA, N = 75,881] patients were included. Univariate and multivariable analysis showed that RA had worse OS (univariate HR = 1.08, p < 0.01; multivariate HR = 1.04; p < 0.01) compared to MA. When comparing different racial backgrounds, Native American and African American populations had poorer OS when compared to the white population; however, Asian patients had a better OS (multivariable HR = 0.68, p < 0.01). From a quality of care standpoint, MA patients had fewer median days to surgery (28 vs. 33; p < 0.01) with fewer positive margins (6.3% vs. 6.9%; p < 0.01) when compared to RA patients. When comparing the extent of lymph node dissection, 19.6% of MA patients underwent an extensive dissection (more than or equal to 15 lymph nodes) in comparison to 18.7% patients in RA (p = 0.03). DISCUSSION This study identifies socio-demographic disparities in gastric adenocarcinoma. Future health policy initiatives should focus on equitable allocation of resources to improve the outcomes.
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Affiliation(s)
- Navpreet Rana
- Department of Medicine, University at Buffalo School of Medicine, Buffalo, NY 14263, USA
| | - Rohit Gosain
- Division of Hematology & Oncology, Roswell Park Comprehensive Cancer Center, University at Buffalo School of Medicine, Buffalo, NY 14263, USA
| | - Riccardo Lemini
- Department of Surgical Oncology, Mayo Clinic, Rochester, MN 55905, USA
| | - Chong Wang
- Department of Medicine, University of Connecticut School of Medicine, Farmington, CT 06030, USA
| | - Emmanuel Gabriel
- Department of Surgical Oncology, Mayo Clinic, Rochester, MN 55905, USA
| | - Turab Mohammed
- Department of Medicine, University of Connecticut Health, Hartford, CT 06030, USA
| | - Beas Siromoni
- Institute of Agricultural Sciences, University of Calcutta, West Bengal 700073, India
| | - Sarbajit Mukherjee
- Division of Hematology & Oncology, Roswell Park Comprehensive Cancer Center, University at Buffalo School of Medicine, Buffalo, NY 14263, USA
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22
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Sexton R, Mahdi Z, Chaudhury R, Beydoun R, Aboukameel A, Khan HY, Baloglu E, Senapedis W, Landesman Y, Tesfaye A, Kim S, Philip PA, Azmi AS. Targeting Nuclear Exporter Protein XPO1/CRM1 in Gastric Cancer. Int J Mol Sci 2019; 20:E4826. [PMID: 31569391 PMCID: PMC6801932 DOI: 10.3390/ijms20194826] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Revised: 09/20/2019] [Accepted: 09/25/2019] [Indexed: 01/08/2023] Open
Abstract
Gastric cancer remains an unmet clinical problem in urgent need of newer and effective treatments. Here we show that the nuclear export protein, Exportin 1 (XPO1, chromosome region maintenance 1 or CRM1), is a promising molecular target in gastric cancer. We demonstrate significant overexpression of XPO1 in a cohort of histologically diverse gastric cancer patients with primary and metastatic disease. XPO1 RNA interference suppressed gastric cancer cell growth. Anti-tumor activity was observed with specific inhibitor of nuclear export (SINE) compounds (selinexor/XPOVIO), second-generation compound KPT-8602/eltanexor, KPT-185 and +ve control Leptomycin B in three distinct gastric cancer cell lines. SINE compounds inhibited gastric cancer cell proliferation, disrupted spheroid formation, induced apoptosis and halted cell cycle progression at the G1/S phase. Anti-tumor activity was concurrent with nuclear retention of tumor suppressor proteins and inhibition of colony formation. In combination studies, SINE compounds enhanced the efficacy of nab-paclitaxel in vitro and in vivo. More significantly, using non-coding RNA sequencing studies, we demonstrate for the first time that SINE compounds can alter the expression of non-coding RNAs (microRNAs and piwiRNAs). SINE treatment caused statistically significant downregulation of oncogenic miR-33b-3p in two distinct cell lines. These studies demonstrate the therapeutic significance of XPO1 in gastric cancer that warrants further clinical investigation.
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Affiliation(s)
- Rachel Sexton
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI 48201, USA.
| | - Zaid Mahdi
- Emory Winship Cancer Institute, Atlanta, GA 30322, USA.
| | - Rahman Chaudhury
- Detroit Medical Center, Wayne State University, Detroit, MI 48201, USA.
| | - Rafic Beydoun
- Department of Pathology, Wayne State University School of Medicine, Detroit, MI 48201, USA.
| | - Amro Aboukameel
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI 48201, USA.
| | - Husain Y Khan
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI 48201, USA.
| | - Erkan Baloglu
- Karyopharm Therapeutics Inc., Newton, MA 02459, USA.
| | | | | | - Anteneh Tesfaye
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI 48201, USA.
| | - Steve Kim
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI 48201, USA.
| | - Philip A Philip
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI 48201, USA.
| | - Asfar S Azmi
- Department of Oncology, Wayne State University School of Medicine, Detroit, MI 48201, USA.
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23
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Holowatyj AN, Ulrich CM, Lewis MA. Racial/Ethnic Patterns of Young-Onset Noncardia Gastric Cancer. Cancer Prev Res (Phila) 2019; 12:771-780. [PMID: 31420363 DOI: 10.1158/1940-6207.capr-19-0200] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2019] [Revised: 07/16/2019] [Accepted: 08/12/2019] [Indexed: 02/06/2023]
Abstract
Increasing noncardia gastric cancer incidence rates among individuals age younger than 50 years have gained much attention, particularly as causes remain unknown. Using population-based NIH/NCI's Surveillance, Epidemiology, and End Results (SEER) program data from 2007 to 2015, multivariable logistic regression was used to quantify associations between race/ethnicity and clinicodemographic features among young-onset noncardia gastric cancer patients. A total of 2,872 individuals ages 20 to 49 years were diagnosed with primary noncardia gastric cancer. Age at diagnosis, insurance status, anatomic subsite, American Joint Committee on Cancer (AJCC) clinical stage, histologic type, tumor grade, surgery, and county-level smoking prevalence differed by race/ethnicity (all P ≤ 0.003). Compared with non-Hispanic whites, Hispanics were more likely to be diagnosed at younger ages [odds ratio (OR) = 0.97; 95% confidence intervals (CI), 0.95-0.99], on Medicaid/uninsured (OR = 3.83; 95% CI, 2.89-5.08), diagnosed with higher grade tumors (OR = 1.93; 95% CI, 1.32-2.84), and less likely to undergo surgery (OR = 0.62; 95% CI, 0.44-0.88) or to reside in counties with higher smoking prevalence (OR = 0.15; 95% CI, 0.11-0.21) after adjustment for sex, subsite, and histologic type. Asian/Pacific Islanders were more likely to be female (OR = 1.40; 95% CI, 1.04-1.88), and less likely to be diagnosed with metastatic disease (OR = 0.59; 95% CI, 0.37-0.95) or to reside in counties with higher smoking prevalence (OR = 0.13; 95% CI, 0.08-0.19). Approximately two in every five patients with young-onset noncardia gastric cancer are Hispanic. Further investigation into the molecular heterogeneity of young-onset noncardia gastric cancers by race/ethnicity to understand etiologies underlying this rising disease epidemic is warranted. This population-based cohort study sheds light that biological and environmental factors may partly underlie race/ethnicity-related differences in young-onset noncardia gastric cancer susceptibility and outcomes.
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Affiliation(s)
- Andreana N Holowatyj
- Huntsman Cancer Institute, Salt Lake City, Utah. .,Department of Population Health Sciences, University of Utah, Salt Lake City, Utah
| | - Cornelia M Ulrich
- Huntsman Cancer Institute, Salt Lake City, Utah.,Department of Population Health Sciences, University of Utah, Salt Lake City, Utah
| | - Mark A Lewis
- Department of Internal Medicine, Intermountain Healthcare, Murray, Utah
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Pipek OA, Medgyes-Horváth A, Dobos L, Stéger J, Szalai-Gindl J, Visontai D, Kaas RS, Koopmans M, Hendriksen RS, Aarestrup FM, Csabai I. Worldwide human mitochondrial haplogroup distribution from urban sewage. Sci Rep 2019; 9:11624. [PMID: 31406241 PMCID: PMC6690936 DOI: 10.1038/s41598-019-48093-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Accepted: 07/17/2019] [Indexed: 01/23/2023] Open
Abstract
Community level genetic information can be essential to direct health measures and study demographic tendencies but is subject to considerable ethical and legal challenges. These concerns become less pronounced when analyzing urban sewage samples, which are ab ovo anonymous by their pooled nature. We were able to detect traces of the human mitochondrial DNA (mtDNA) in urban sewage samples and to estimate the distribution of human mtDNA haplogroups. An expectation maximization approach was used to determine mtDNA haplogroup mixture proportions for samples collected at each different geographic location. Our results show reasonable agreement with both previous studies of ancient evolution or migration and current US census data; and are also readily reproducible and highly robust. Our approach presents a promising alternative for sample collection in studies focusing on the ethnic and genetic composition of populations or diseases associated with different mtDNA haplogroups and genotypes.
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Affiliation(s)
- Orsolya Anna Pipek
- Department of Physics of Complex Systems, ELTE Eötvös Loránd University, Pázmány P. s. 1A, Budapest, 1117, Hungary
| | - Anna Medgyes-Horváth
- Department of Physics of Complex Systems, ELTE Eötvös Loránd University, Pázmány P. s. 1A, Budapest, 1117, Hungary
| | - László Dobos
- Department of Physics of Complex Systems, ELTE Eötvös Loránd University, Pázmány P. s. 1A, Budapest, 1117, Hungary.,Department of Computational Sciences, Wigner Research Centre for Physics of the HAS, Konkoly-Thege Miklós út 29-33., Budapest, 1121, Hungary
| | - József Stéger
- Department of Physics of Complex Systems, ELTE Eötvös Loránd University, Pázmány P. s. 1A, Budapest, 1117, Hungary.,Department of Computational Sciences, Wigner Research Centre for Physics of the HAS, Konkoly-Thege Miklós út 29-33., Budapest, 1121, Hungary
| | - János Szalai-Gindl
- Department of Information Systems, ELTE Eötvös Loránd University, Pázmány P. s. 1C, Budapest, 1117, Hungary.,Department of Computational Sciences, Wigner Research Centre for Physics of the HAS, Konkoly-Thege Miklós út 29-33., Budapest, 1121, Hungary
| | - Dávid Visontai
- Department of Physics of Complex Systems, ELTE Eötvös Loránd University, Pázmány P. s. 1A, Budapest, 1117, Hungary.,Department of Computational Sciences, Wigner Research Centre for Physics of the HAS, Konkoly-Thege Miklós út 29-33., Budapest, 1121, Hungary
| | - Rolf S Kaas
- National Food Institute, Technical University of Denmark, Kgs., Lyngby, Denmark
| | - Marion Koopmans
- Viroscience department, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Rene S Hendriksen
- National Food Institute, Technical University of Denmark, Kgs., Lyngby, Denmark
| | - Frank M Aarestrup
- National Food Institute, Technical University of Denmark, Kgs., Lyngby, Denmark
| | - István Csabai
- Department of Physics of Complex Systems, ELTE Eötvös Loránd University, Pázmány P. s. 1A, Budapest, 1117, Hungary. .,Department of Computational Sciences, Wigner Research Centre for Physics of the HAS, Konkoly-Thege Miklós út 29-33., Budapest, 1121, Hungary.
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