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Han L, Gong F, Wu X, Tang W, Bao H, Wang Y, Wang D, Sun Y, Li P. Comprehensive characterization of PKHD1 mutation in human colon cancer. Cancer Med 2024; 13:e6796. [PMID: 38178618 PMCID: PMC10807659 DOI: 10.1002/cam4.6796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Revised: 10/10/2023] [Accepted: 11/27/2023] [Indexed: 01/06/2024] Open
Abstract
INTRODUCTION The PKHD1 (Polycystic Kidney and Hepatic Disease 1) gene is essential for producing fibrocystin or polyductin, which is crucial in various cellular functions. Mutations in PKHD1 have been found to be involved in the development and progression of colorectal cancer (CRC). Along with APC, TP53, and KRAS, PKHD1 is one of the most frequently mutated genes in CRC. PKHD1 expression is governed by the Wnt/PCP pathway, often dysregulated in CRC. Targeting this pathway, crucial for CRC progression, could unveil potential therapeutic strategies for colon cancer treatment. METHODS This study examined an in-house dataset of 3702 colon cancer samples, analyzing mutation landscapes, clinical features, tumor mutational burden (TMB), microsatellite instability (MSI), and chromosomal instability (CIN) score. For the survival analysis of PKHD1 patients, survival data of 436 colon adenocarcinoma samples were obtained from TCGA dataset. Additionally, 433 samples from TCGA with RNA-seq data were used for the assessment of immune cell infiltration and gene set enrichment analysis. RESULTS Polycystic Kidney and Hepatic Disease 1 mutation was detected in 424 colon cancer patients from our in-house cohort and was associated with increased TMB, higher MSI, and lower CIN score. Importantly, within the TCGA dataset, PKHD1 mutations were identified as an independent prognostic factor, not merely correlated with established prognostic biomarkers, and were associated with poorer overall survival outcomes. In terms of immune response, these mutations correlated with increased enrichment scores for 12 immune cell types, including B cell plasma, macrophages, and naive CD4+ T cells. Additionally, interferon alpha and interferon-gamma gene sets were significantly down-regulated in patients with PKHD1 mutations (FDA q-value < 0.1). CONCLUSIONS Overall, these findings suggest that PKHD1 may be a potential biomarker for the prognosis of colon cancer and provide some insight for personalized immunotherapy.
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Affiliation(s)
- Lu Han
- Department of OncologyThe First Medical Center, PLA General HospitalBeijingChina
| | - Fangming Gong
- Department of General SurgeryThe First Medical Center, PLA General HospitalBeijingChina
| | - Xuxiaochen Wu
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc.NanjingChina
| | - Wanxiangfu Tang
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc.NanjingChina
| | - Hua Bao
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc.NanjingChina
| | - Yue Wang
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc.NanjingChina
| | - Daizhenru Wang
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc.NanjingChina
| | - Yulan Sun
- Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical SciencesJinanChina
| | - Peng Li
- Department of General SurgeryThe First Medical Center, PLA General HospitalBeijingChina
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Herrera-Orozco H, García-Castillo V, López-Urrutia E, Martinez-Gutierrez AD, Pérez-Yepez E, Millán-Catalán O, Cantú de León D, López-Camarillo C, Jacobo-Herrera NJ, Rodríguez-Dorantes M, Ramos-Payán R, Pérez-Plasencia C. Somatic Copy Number Alterations in Colorectal Cancer Lead to a Differentially Expressed ceRNA Network (ceRNet). Curr Issues Mol Biol 2023; 45:9549-9565. [PMID: 38132443 PMCID: PMC10742218 DOI: 10.3390/cimb45120597] [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: 10/20/2023] [Revised: 11/14/2023] [Accepted: 11/21/2023] [Indexed: 12/23/2023] Open
Abstract
Colorectal cancer (CRC) represents the second deadliest malignancy worldwide. Around 75% of CRC patients exhibit high levels of chromosome instability that result in the accumulation of somatic copy number alterations. These alterations are associated with the amplification of oncogenes and deletion of tumor-ppressor genes and contribute to the tumoral phenotype in different malignancies. Even though this relationship is well known, much remains to be investigated regarding the effect of said alterations in long non-coding RNAs (lncRNAs) and, in turn, the impact these alterations have on the tumor phenotype. The present study aimed to evaluate the role of differentially expressed lncRNAs coded in regions with copy number alterations in colorectal cancer patient samples. We downloaded RNA-seq files of the Colorectal Adenocarcinoma Project from the The Cancer Genome Atlas (TCGA) repository (285 sequenced tumor tissues and 41 non-tumor tissues), evaluated differential expression, and mapped them over genome sequencing data with regions presenting copy number alterations. We obtained 78 differentially expressed (LFC > 1|< -1, padj < 0.05) lncRNAs, 410 miRNAs, and 5028 mRNAs and constructed a competing endogenous RNA (ceRNA) network, predicting significant lncRNA-miRNA-mRNA interactions. Said network consisted of 30 lncRNAs, 19 miRNAs, and 77 mRNAs. To understand the role that our ceRNA network played, we performed KEGG and GO analysis and found several oncogenic and anti-oncogenic processes enriched by the molecular players in our network. Finally, to evaluate the clinical relevance of the lncRNA expression, we performed survival analysis and found that C5orf64, HOTAIR, and RRN3P3 correlated with overall patient survival. Our results showed that lncRNAs coded in regions affected by SCNAs form a complex gene regulatory network in CCR.
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Affiliation(s)
- Héctor Herrera-Orozco
- Laboratorio de Genómica, FES-Iztacala, Universidad Nacional Autónoma de México. Av. De los Barrios 1, Los Reyes Iztacala, Tlalnepantla 54090, Mexico; (H.H.-O.); (V.G.-C.); (E.L.-U.)
- Posgrado en Ciencias Biológicas, Universidad Nacional Autónoma de México, Edificio D. Circuito de Posgrados, Ciudad Universitaria, Coyoacán, Mexico City 04510, Mexico
| | - Verónica García-Castillo
- Laboratorio de Genómica, FES-Iztacala, Universidad Nacional Autónoma de México. Av. De los Barrios 1, Los Reyes Iztacala, Tlalnepantla 54090, Mexico; (H.H.-O.); (V.G.-C.); (E.L.-U.)
| | - Eduardo López-Urrutia
- Laboratorio de Genómica, FES-Iztacala, Universidad Nacional Autónoma de México. Av. De los Barrios 1, Los Reyes Iztacala, Tlalnepantla 54090, Mexico; (H.H.-O.); (V.G.-C.); (E.L.-U.)
| | - Antonio Daniel Martinez-Gutierrez
- Laboratorio de Genómica, Instituto Nacional de Cancerología, Av. San Fernando 22, Tlalpan, Mexico City 14080, Mexico; (A.D.M.-G.); (E.P.-Y.); (O.M.-C.); (D.C.d.L.)
| | - Eloy Pérez-Yepez
- Laboratorio de Genómica, Instituto Nacional de Cancerología, Av. San Fernando 22, Tlalpan, Mexico City 14080, Mexico; (A.D.M.-G.); (E.P.-Y.); (O.M.-C.); (D.C.d.L.)
| | - Oliver Millán-Catalán
- Laboratorio de Genómica, Instituto Nacional de Cancerología, Av. San Fernando 22, Tlalpan, Mexico City 14080, Mexico; (A.D.M.-G.); (E.P.-Y.); (O.M.-C.); (D.C.d.L.)
| | - David Cantú de León
- Laboratorio de Genómica, Instituto Nacional de Cancerología, Av. San Fernando 22, Tlalpan, Mexico City 14080, Mexico; (A.D.M.-G.); (E.P.-Y.); (O.M.-C.); (D.C.d.L.)
| | - César López-Camarillo
- Posgrado en Ciencias Genómicas, Universidad Autónoma de la Ciudad de México, Calle Dr. García Diego 168, Cuauhtémoc, Mexico City 06720, Mexico;
| | - Nadia J. Jacobo-Herrera
- Unidad de Bioquímica, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Av. Vasco de Quiroga 15, Tlalpan, Mexico City 14080, Mexico;
| | | | - Rosalío Ramos-Payán
- Faculty of Chemical and Biological Sciences, Autonomous University of Sinaloa, Culiacan 80030, Mexico;
| | - Carlos Pérez-Plasencia
- Laboratorio de Genómica, FES-Iztacala, Universidad Nacional Autónoma de México. Av. De los Barrios 1, Los Reyes Iztacala, Tlalnepantla 54090, Mexico; (H.H.-O.); (V.G.-C.); (E.L.-U.)
- Laboratorio de Genómica, Instituto Nacional de Cancerología, Av. San Fernando 22, Tlalpan, Mexico City 14080, Mexico; (A.D.M.-G.); (E.P.-Y.); (O.M.-C.); (D.C.d.L.)
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Bie F, Wang Z, Li Y, Guo W, Hong Y, Han T, Lv F, Yang S, Li S, Li X, Nie P, Xu S, Zang R, Zhang M, Song P, Feng F, Duan J, Bai G, Li Y, Huai Q, Zhou B, Huang YS, Chen W, Tan F, Gao S. Multimodal analysis of cell-free DNA whole-methylome sequencing for cancer detection and localization. Nat Commun 2023; 14:6042. [PMID: 37758728 PMCID: PMC10533817 DOI: 10.1038/s41467-023-41774-w] [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: 08/29/2022] [Accepted: 09/13/2023] [Indexed: 09/29/2023] Open
Abstract
Multimodal epigenetic characterization of cell-free DNA (cfDNA) could improve the performance of blood-based early cancer detection. However, integrative profiling of cfDNA methylome and fragmentome has been technologically challenging. Here, we adapt an enzyme-mediated methylation sequencing method for comprehensive analysis of genome-wide cfDNA methylation, fragmentation, and copy number alteration (CNA) characteristics for enhanced cancer detection. We apply this method to plasma samples of 497 healthy controls and 780 patients of seven cancer types and develop an ensemble classifier by incorporating methylation, fragmentation, and CNA features. In the test cohort, our approach achieves an area under the curve value of 0.966 for overall cancer detection. Detection sensitivity for early-stage patients achieves 73% at 99% specificity. Finally, we demonstrate the feasibility to accurately localize the origin of cancer signals with combined methylation and fragmentation profiling of tissue-specific accessible chromatin regions. Overall, this proof-of-concept study provides a technical platform to utilize multimodal cfDNA features for improved cancer detection.
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Grants
- This work was supported by the National Key R&D Program of China (2021YFC2500900, Shugeng Gao), CAMS Initiative for Innovative Medicine (2021-I2M-1-015, Shugeng Gao), Central Health Research Key Projects (2022ZD17, Shugeng Gao).
- This work was supported by the National Key R&D Program of China (2021YFC2500400, Weizhi Chen).
- This work was supported by the CAMS Initiative for Innovative Medicine (2021-I2M-1-015, Fengwei Tan), CAMS Innovation Fund for Medical Sciences (2021-I2M-1-061, Fengwei Tan), and National Natural Science Foundation of China (81871885, Fengwei Tan).
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Affiliation(s)
- Fenglong Bie
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
- Department of Thoracic Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, 250021, Shandong, China
| | - Zhijie Wang
- Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Yulong Li
- Genecast Biotechnology Co., Ltd., Wuxi, 214105, Jiangsu, China
| | - Wei Guo
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Yuanyuan Hong
- Genecast Biotechnology Co., Ltd., Wuxi, 214105, Jiangsu, China
| | - Tiancheng Han
- Genecast Biotechnology Co., Ltd., Wuxi, 214105, Jiangsu, China
| | - Fang Lv
- Genecast Biotechnology Co., Ltd., Wuxi, 214105, Jiangsu, China
| | - Shunli Yang
- Genecast Biotechnology Co., Ltd., Wuxi, 214105, Jiangsu, China
| | - Suxing Li
- Genecast Biotechnology Co., Ltd., Wuxi, 214105, Jiangsu, China
| | - Xi Li
- Genecast Biotechnology Co., Ltd., Wuxi, 214105, Jiangsu, China
| | - Peiyao Nie
- Genecast Biotechnology Co., Ltd., Wuxi, 214105, Jiangsu, China
| | - Shun Xu
- Department of Thoracic Surgery, The First Hospital of China Medical University, Shenyang, Liaoning Province, 110001, China
| | - Ruochuan Zang
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Moyan Zhang
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Peng Song
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Feiyue Feng
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Jianchun Duan
- Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Guangyu Bai
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Yuan Li
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Qilin Huai
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Bolun Zhou
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Yu S Huang
- Genecast Biotechnology Co., Ltd., Wuxi, 214105, Jiangsu, China
| | - Weizhi Chen
- Genecast Biotechnology Co., Ltd., Wuxi, 214105, Jiangsu, China
| | - Fengwei Tan
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China.
| | - Shugeng Gao
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China.
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Yamada S, Osakabe M, Uesugi N, Yanagawa N, Matsumoto T, Suzuki H, Sugai T. Genome-wide analysis of colorectal cancer based on gene-based somatic copy number alterations during neoplastic progression within the same tumor. Cancer Med 2023; 12:4446-4454. [PMID: 35920319 PMCID: PMC9972084 DOI: 10.1002/cam4.5117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 07/25/2022] [Accepted: 07/26/2022] [Indexed: 11/07/2022] Open
Abstract
BACKGROUND The objective of this study was to elucidate the association between neoplastic progression and somatic copy number alterations (SCNAs) occurring within the same colorectal cancer (CRC) tumor. METHODS We investigated SCNAs to identify the progression from a high-grade intramucosal lesion (HGIL) to an invasive front lesion (IFL), via an invasive submucosal lesion (ISL), within the same tumor using a crypt isolation method combined with a SNP array. Immunohistochemistry was also performed. RESULTS We identified 51 amplified genes that potentially promote progression from HGIL to ISL and 6 amplified genes involved in the progression from ISL to IFL. Of the 51 genes involved in HGIL to ISL progression, TORC1, MSLN, and STUB1, which are closely associated with CRC, were identified as candidate markers of submucosal invasion. However, no candidate genes were identified among the six genes associated with ISL to IFL progression. In addition, the number of total SCNAs and the number of gains were correlated with cancer progression (from HGIL to IFL). Finally, immunohistochemistry revealed higher expression of TORC1, MSLN, and STUB1 in ISL than in HGIL. CONCLUSIONS These results suggest that specific SCNAs are required for acquisition of invasive ability in CRC, and the affected genes are potential markers of invasion.
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Affiliation(s)
- Shun Yamada
- Department of Molecular Diagnostic Pathology, School of MedicineIwate Medical UniversityYahabaJapan
- Division of Gastroenterology, Department of Internal MedicineIwate Medical UniversityYahabaJapan
| | - Mitsumasa Osakabe
- Department of Molecular Diagnostic Pathology, School of MedicineIwate Medical UniversityYahabaJapan
| | - Noriyuki Uesugi
- Department of Molecular Diagnostic Pathology, School of MedicineIwate Medical UniversityYahabaJapan
| | - Naoki Yanagawa
- Department of Molecular Diagnostic Pathology, School of MedicineIwate Medical UniversityYahabaJapan
| | - Takayuki Matsumoto
- Division of Gastroenterology, Department of Internal MedicineIwate Medical UniversityYahabaJapan
| | - Hiromu Suzuki
- Department of Molecular BiologySapporo Medical UniversitySapporoJapan
| | - Tamotsu Sugai
- Department of Molecular Diagnostic Pathology, School of MedicineIwate Medical UniversityYahabaJapan
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Copy Number Variations as Determinants of Colorectal Tumor Progression in Liquid Biopsies. Int J Mol Sci 2023; 24:ijms24021738. [PMID: 36675253 PMCID: PMC9866722 DOI: 10.3390/ijms24021738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 01/09/2023] [Accepted: 01/12/2023] [Indexed: 01/18/2023] Open
Abstract
Over the years, increasing evidence has shown that copy number variations (CNVs) play an important role in the pathogenesis and prognosis of Colorectal Cancer (CRC). Colorectal adenomas are highly prevalent lesions, but only 5% of these adenomas ever progress to carcinoma. This review summarizes the different CNVs associated with adenoma-carcinoma CRC progression and with CRC staging. Characterization of CNVs in circulating free-RNA and in blood-derived exosomes augers well with the potential of using such assays for patient management and early detection of metastasis. To overcome the limitations related to tissue biopsies and tumor heterogeneity, using CNVs to characterize tumor-derived materials in biofluids provides less invasive sampling methods and a sample that collectively represents multiple tumor sites in heterogeneous samples. Liquid biopsies provide a source of circulating tumor DNA (ctDNA), circulating tumor cells (CTCs), tumor-derived exosomes (TDE), circulating free RNA, and non-coding RNA. This review provides an overview of the current diagnostic and predictive models from liquid biopsies.
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Wang D, Gao S, Qian H, Yuan P, Zhang B. Prognostic Value of Copy Number Alteration Burden in Early-Stage Breast Cancer and the Construction of an 11-Gene Copy Number Alteration Model. Cancers (Basel) 2022; 14:cancers14174145. [PMID: 36077687 PMCID: PMC9454926 DOI: 10.3390/cancers14174145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Revised: 08/20/2022] [Accepted: 08/23/2022] [Indexed: 11/16/2022] Open
Abstract
The increasing burden of breast cancer has prompted a wide range of researchers to search for new prognostic markers. Considering that tumor mutation burden (TMB) is low and copy number alteration burden (CNAB) is high in breast cancer, we built a CNAB-based model using a public database and validated it with a Chinese population. We collected formalin-fixed, paraffin-embedded (FFPE) tissue samples from 31 breast cancer patients who were treated between 2010 and 2014 at the National Cancer Center (CICAMS). METABRIC and TCGA data were downloaded via cBioPortal. In total, 2295 patients with early-stage breast cancer were enrolled in the study, including 1427 in the METABRIC cohort, 837 in the TCGA cohort, and 31 in the CICAMS cohort. Based on the ROC curve, we consider 2.2 CNA/MBp as the threshold for the CNAB-high and CNAB-low groupings. In both the TCGA cohort and the CICAMS cohort, CNAB-high had a worse prognosis than CNAB-low. We further simplified this model by establishing a prognostic nomogram for early breast cancer patients by 11 core genes, and this nomogram was highly effective in both the TCGA cohort and the CICAMS cohort. We hope that this model will subsequently help clinicians with prognostic assessments.
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Affiliation(s)
- Dingyuan Wang
- Department of Breast Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Songlin Gao
- Department of VIP Medical Services, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Haili Qian
- State Key Laboratory of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Peng Yuan
- Department of VIP Medical Services, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
- Correspondence: (P.Y.); (B.Z.)
| | - Bailin Zhang
- Department of Breast Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
- Correspondence: (P.Y.); (B.Z.)
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Spence T, Dubuc AM. Copy Number Analysis in Cancer Diagnostic Testing. Clin Lab Med 2022; 42:451-468. [DOI: 10.1016/j.cll.2022.05.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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Xiong Q, Zeng Z, Yang Y, Wang Y, Xu Y, Zhou Y, Liu J, Zhang Z, Qiu M, Zhu Q. KRAS Gene Copy Number as a Negative Predictive Biomarker for the Treatment of Metastatic Rectal Cancer With Cetuximab: A Case Report. Front Oncol 2022; 12:872630. [PMID: 35734602 PMCID: PMC9207953 DOI: 10.3389/fonc.2022.872630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Accepted: 04/14/2022] [Indexed: 02/05/2023] Open
Abstract
Background Close to one third of colorectal cancer (CRC) patients are diagnosed with metastatic CRC (mCRC). Patients with wild-type RAS and BRAF usually receive anti-EGFR monoclonal antibody therapy containing cetuximab. Overall, 30–50% of mCRC patients are reported to harbor RAS mutations, and RAS mutation status should be assessed when considering EGFR inhibitor treatment according to mCRC biomarker guidelines. Of note, 0.67–2% of patients with CRC harbored a KRAS amplification. Here we reported a case of advanced rectal cancer with wild-type RAS and BRAF in a male patient who harbored a KRAS amplification during anti-EGFR treatment. Case Presentation A 46-year-old man was diagnosed with rectal adenocarcinoma with liver metastases (cT3NxM1a, stage IVA). After receiving first-line irinotecan- fluorouracil chemotherapy (FOLFIRI) plus cetuximab, second-line capecitabine- oxaliplatin chemotherapy (XELOX) plus bevacizumab, and third-line regorafenib, he rechallenged FOLFIRI and cetuximab for seven cycles, achieving a prolonged survival of at least 5 months. The KRAS copy number of circulating tumor DNA (ctDNA) was assessed during treatment. Notably, apart from serum carbohydrate antigen 199 (CA199) and carcinoembryonic antigen (CEA), the change of plasm Kirsten Rat Sarcoma Viral Oncogene Homolog (KRAS) copy number appeared to strongly correlate with treatment response. Conclusion Our findings suggest that the dynamic change of KRAS copy number on ctDNA during treatment might be a negative predictive biomarker. Additionally, RAS and BRAF wild-type mCRC patients who are resistant to first-line FOLFIRI plus cetuximab therapy may respond well to the FOLFIRI plus cetuximab “rechallenged” strategy.
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Affiliation(s)
- Qunli Xiong
- Department of Abdominal Oncology, West China Hospital, Sichuan University, Chengdu, China
| | - Zhu Zeng
- Department of Abdominal Oncology, West China Hospital, Sichuan University, Chengdu, China
| | - Yang Yang
- Department of Abdominal Oncology, West China Hospital, Sichuan University, Chengdu, China
| | - Ya Wang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Yongfeng Xu
- Department of Abdominal Oncology, West China Hospital, Sichuan University, Chengdu, China
| | - Ying Zhou
- Department of Abdominal Oncology, West China Hospital, Sichuan University, Chengdu, China
| | - Jinlu Liu
- Department of Abdominal Oncology, West China Hospital, Sichuan University, Chengdu, China
| | - Zhiwei Zhang
- Department of Abdominal Oncology, West China Hospital, Sichuan University, Chengdu, China
| | - Meng Qiu
- Department of Abdominal Oncology, West China Hospital, Sichuan University, Chengdu, China
| | - Qing Zhu
- Department of Abdominal Oncology, West China Hospital, Sichuan University, Chengdu, China
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AHCYL1 Is a Novel Biomarker for Predicting Prognosis and Immunotherapy Response in Colorectal Cancer. JOURNAL OF ONCOLOGY 2022; 2022:5054324. [PMID: 35578598 PMCID: PMC9107370 DOI: 10.1155/2022/5054324] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Accepted: 04/18/2022] [Indexed: 11/18/2022]
Abstract
Background Colorectal cancer (CRC) is the third most frequent cancer worldwide. The AHCYL1 gene is required for CNV and has a close association with the tumor immune microenvironment. However, the predictive value of the AHCYL1 gene in patients with CRC remains unknown. Methods AHCYL1 gene with prognostic potential was comprehensively analyzed. Next, using LASSO Cox regression, we fully examined and integrated the AHCYL1 and AHCYL1-related genes from TCGA database. Meanwhile, TCGA database was used to study the connection between AHCYL1 and the tumor immune microenvironment and tumor mutation burden (TMB) in CRC. The influence of AHCYL1 in tumor growth and the recruiting ability of CD8+ T cells were verified, respectively, in vivo and in tissues. To ascertain the connection between AHCYL1 and AHCYL1-related genes and the prognosis of CRC, a prognostic model was created and validated. Result We demonstrated that AHCYL1 has a differential expression and patients with AHCYL1 deletion get shorter survival in CRC. Additionally, the tissues without AHCYL1 have a weaker ability to recruit the natural killer (NK) cell, CD8+ T cells, and tumor-infiltrating lymphocytes (TILs) and response to immunotherapy. Additionally, knockdown of AHCYL1 promoted tumor growth in the CRC mouse model and recruited lower CD8+ T cells in CRC tissues. TCGA database was used to classify patients into low- and high-risk categories based on the expression of four genes. Meanwhile, we discovered an association between the low-risk group and a lower TMB and a higher response to immunotherapy. Finally, a predictive nomogram based on these genes was developed and verified, yielding a C-index of 0.74. Conclusion For CRC patients, the prognostic model based on AHCYL1 and AHCYL1-related genes showed a high predictive performance in terms of prognosis and immunotherapy response.
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Tan ES, Knepper TC, Wang X, Permuth JB, Wang L, Fleming JB, Xie H. Copy Number Alterations as Novel Biomarkers and Therapeutic Targets in Colorectal Cancer. Cancers (Basel) 2022; 14:2223. [PMID: 35565354 PMCID: PMC9101426 DOI: 10.3390/cancers14092223] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 04/21/2022] [Accepted: 04/24/2022] [Indexed: 12/10/2022] Open
Abstract
In colorectal cancer, somatic mutations have played an important role as prognostic and predictive biomarkers, with some also functioning as therapeutic targets. Another genetic aberration that has shown significance in colorectal cancer is copy number alterations (CNAs). CNAs occur when a change to the DNA structure propagates gain/amplification or loss/deletion in sections of DNA, which can often lead to changes in protein expression. Multiple techniques have been developed to detect CNAs, including comparative genomic hybridization with microarray, low pass whole genome sequencing, and digital droplet PCR. In this review, we summarize key findings in the literature regarding the role of CNAs in the pathogenesis of colorectal cancer, from adenoma to carcinoma to distant metastasis, and discuss the roles of CNAs as prognostic and predictive biomarkers in colorectal cancer.
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Affiliation(s)
- Elaine S. Tan
- Department of Gastrointestinal Oncology, H. Lee Moffitt Cancer Center and Research Institute, 12902 USF Magnolia Drive Tampa, Tampa, FL 33612, USA; (E.S.T.); (J.B.P.); (J.B.F.)
| | - Todd C. Knepper
- Department of Individualized Cancer Management, H. Lee Moffitt Cancer Center and Research Institute, 12902 USF Magnolia Drive Tampa, Tampa, FL 33612, USA;
| | - Xuefeng Wang
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, 12902 USF Magnolia Drive Tampa, Tampa, FL 33612, USA;
| | - Jennifer B. Permuth
- Department of Gastrointestinal Oncology, H. Lee Moffitt Cancer Center and Research Institute, 12902 USF Magnolia Drive Tampa, Tampa, FL 33612, USA; (E.S.T.); (J.B.P.); (J.B.F.)
| | - Liang Wang
- Department of Tumor Biology, H. Lee Moffitt Cancer Center and Research Institute, 12901 USF Magnolia Drive Tampa, Tampa, FL 33612, USA;
| | - Jason B. Fleming
- Department of Gastrointestinal Oncology, H. Lee Moffitt Cancer Center and Research Institute, 12902 USF Magnolia Drive Tampa, Tampa, FL 33612, USA; (E.S.T.); (J.B.P.); (J.B.F.)
| | - Hao Xie
- Department of Gastrointestinal Oncology, H. Lee Moffitt Cancer Center and Research Institute, 12902 USF Magnolia Drive Tampa, Tampa, FL 33612, USA; (E.S.T.); (J.B.P.); (J.B.F.)
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11
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Yamada S, Osakabe M, Eizuka M, Hashimoto M, Uesugi N, Yanagawa N, Otsuka K, Suzuki H, Takayuki M, Sugai T. Cribriform type adenocarcinoma of the colorectum: comprehensive molecular analyses of a distinctive histologic subtype of colorectal cancer. Carcinogenesis 2022; 43:601-610. [PMID: 35278309 PMCID: PMC9234757 DOI: 10.1093/carcin/bgac029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Revised: 03/04/2022] [Accepted: 03/10/2022] [Indexed: 11/12/2022] Open
Abstract
Abstract
Colorectal adenocarcinoma (CRA) is characterized by marked heterogeneity and may be composed of an admixture of various histologic patterns, including well-formed gland and cribriform types. Although tumors displaying a prominent or predominant cribriform feature are frequently found in CRA, this type may contain specific histologic variants with a characteristic molecular alteration. We investigated the molecular features of 51 primary CRAs with a predominant cribriform histology using array-based analyses (somatic copy number alterations [SCNA]; mRNA expression). Mutations (TP53, KRAS, PIK3CA and BRAF) and DNA methylation status were also analyzed. The crypt isolation method was used to obtain isolated tumor glands of each type separately. All patients were classified by their CRA histologic subtype into two groups: well-formed gland and cribriform. Next, we performed cluster analysis to stratify SCNA and mRNA expression patterns between the two subtypes. Two distinctive subgroups were stratified based on patterns of SCNA and mRNA expression and were correlated with each histologic subtype. The cribriform type was characterized by a high frequency of SCNA compared with that of the well-formed gland type and was closely associated with the expression of specific mRNAs. In addition, the frequency of KRAS mutation was significantly higher in the cribriform type than in the well-formed gland type. Finally, there was no difference in DNA methylation status between the two subtypes. Overall, these data suggest that the cribriform type provides important insights into colorectal carcinogenesis, suggesting specific potential histologic implications based on the molecular profile.
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Affiliation(s)
- Shun Yamada
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Yahaba, Japan
- Division of Gastroenterology, Department of Internal Medicine, Iwate Medical University, Yahaba, Japan
| | - Mitsumasa Osakabe
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Yahaba, Japan
| | - Makoto Eizuka
- Division of Gastroenterology, Department of Internal Medicine, Iwate Medical University, Yahaba, Japan
| | - Mai Hashimoto
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Yahaba, Japan
| | - Noriyuki Uesugi
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Yahaba, Japan
| | - Naoki Yanagawa
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Yahaba, Japan
| | - Koki Otsuka
- Department of Surgery, School of Medicine, Iwate Medical University, Yahaba, Japan
| | - Hiromu Suzuki
- Department of Molecular Biology, Sapporo Medical University, Sapporo, Japan
| | - Matsumoto Takayuki
- Division of Gastroenterology, Department of Internal Medicine, Iwate Medical University, Yahaba, Japan
| | - Tamotsu Sugai
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Yahaba, Japan
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12
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Ozcan Z, San Lucas FA, Wong JW, Chang K, Stopsack KH, Fowler J, Jakubek YA, Scheet P. Chromosomal imbalances detected via RNA-sequencing in 28 cancers. Bioinformatics 2022; 38:1483-1490. [PMID: 34999743 PMCID: PMC8896613 DOI: 10.1093/bioinformatics/btab861] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 11/05/2021] [Accepted: 01/03/2022] [Indexed: 02/04/2023] Open
Abstract
MOTIVATION RNA-sequencing (RNA-seq) of tumor tissue is typically only used to measure gene expression. Here, we present a statistical approach that leverages existing RNA-seq data to also detect somatic copy number alterations (SCNAs), a pervasive phenomenon in human cancers, without a need to sequence the corresponding DNA. RESULTS We present an analysis of 4942 participant samples from 28 cancers in The Cancer Genome Atlas (TCGA), demonstrating robust detection of SCNAs from RNA-seq. Using genotype imputation and haplotype information, our RNA-based method had a median sensitivity of 85% to detect SCNAs defined by DNA analysis, at high specificity (∼95%). As an example of translational potential, we successfully replicated SCNA features associated with breast cancer subtypes. Our results credential haplotype-based inference based on RNA-seq to detect SCNAs in clinical and population-based settings. AVAILABILITY AND IMPLEMENTATION The analyses presented use the data publicly available from TCGA Research Network (http://cancergenome.nih.gov/). See Methods for details regarding data downloads. hapLOHseq software is freely available under The MIT license and can be downloaded from http://scheet.org/software.html. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Zuhal Ozcan
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, Houston, TX 77030, USA
| | - Francis A San Lucas
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Justin W Wong
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Kyle Chang
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Konrad H Stopsack
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA 02115, USA
| | - Jerry Fowler
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yasminka A Jakubek
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Paul Scheet
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- The University of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, Houston, TX 77030, USA
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13
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Tang YY, Wei PJ, Zhao JP, Xia J, Cao RF, Zheng CH. Identification of driver genes based on gene mutational effects and network centrality. BMC Bioinformatics 2021; 22:457. [PMID: 34560840 PMCID: PMC8461858 DOI: 10.1186/s12859-021-04377-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2021] [Accepted: 08/23/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND As one of the deadliest diseases in the world, cancer is driven by a few somatic mutations that disrupt the normal growth of cells, and leads to abnormal proliferation and tumor development. The vast majority of somatic mutations did not affect the occurrence and development of cancer; thus, identifying the mutations responsible for tumor occurrence and development is one of the main targets of current cancer treatments. RESULTS To effectively identify driver genes, we adopted a semi-local centrality measure and gene mutation effect function to assess the effect of gene mutations on changes in gene expression patterns. Firstly, we calculated the mutation score for each gene. Secondly, we identified differentially expressed genes (DEGs) in the cohort by comparing the expression profiles of tumor samples and normal samples, and then constructed a local network for each mutation gene using DEGs and mutant genes according to the protein-protein interaction network. Finally, we calculated the score of each mutant gene according to the objective function. The top-ranking mutant genes were selected as driver genes. We name the proposed method as mutations effect and network centrality. CONCLUSIONS Four types of cancer data in The Cancer Genome Atlas were tested. The experimental data proved that our method was superior to the existing network-centric method, as it was able to quickly and easily identify driver genes and rare driver factors.
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Affiliation(s)
- Yun-Yun Tang
- Key Lab of Intelligent Computing and Signal Processing of Ministry of Education, College of Computer Science and Technology, Anhui University, Hefei, China
| | - Pi-Jing Wei
- Key Lab of Intelligent Computing and Signal Processing of Ministry of Education, College of Computer Science and Technology, Anhui University, Hefei, China
| | - Jian-Ping Zhao
- College of Mathematics and System Sciences, Xinjiang University, Urumqi, China
| | - Junfeng Xia
- Institute of Physical Science and Information Technology, Anhui University, Hefei, China
| | - Rui-Fen Cao
- Key Lab of Intelligent Computing and Signal Processing of Ministry of Education, College of Computer Science and Technology, Anhui University, Hefei, China.,Engineering Research Center of Big Data Application in Private Health Medicine, Fujian Province University, Putian, Fujian, China
| | - Chun-Hou Zheng
- Key Lab of Intelligent Computing and Signal Processing of Ministry of Education, College of Computer Science and Technology, Anhui University, Hefei, China. .,College of Mathematics and System Sciences, Xinjiang University, Urumqi, China.
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14
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Mwapagha LM, Chibanga V, Shipanga H, Parker MI. New insights from Whole Genome Sequencing: BCLAF1 deletion as a structural variant that predisposes cells towards cellular transformation. Oncol Rep 2021; 46:229. [PMID: 34490482 DOI: 10.3892/or.2021.8180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Accepted: 07/16/2021] [Indexed: 11/06/2022] Open
Abstract
Cancer arises from a multi‑step cellular transformation process where some mutations may be inherited, while others are acquired during the process of malignant transformation. Aberrations in the BCL2 associated transcription factor 1 (BCLAF1) gene have previously been identified in patients with cancer and the aim of the present study was to identify structural variants (SVs) and the effects of BCLAF1 gene silencing on cell transformation. Whole‑genome sequencing was performed on DNA isolated from tumour biopsies with a histologically confirmed diagnosis of oesophageal squamous cell carcinoma (OSCC). Paired‑end sequencing was performed on the Illumina HiSeq2000, with 300 bp reads. Reads were aligned to the Homo sapiens reference genome (NCBI37) using ELAND and CASAVA software. SVs reported from the alignment were collated with gene loci, using the variant effect predictor of Ensembl. The affected genes were subsequently cross‑checked against the Genetic Association Database for disease and cancer associations. BCLAF1 deletion was identified as a noteworthy SV that could be associated with OSCC. Transient small interfering RNA‑mediated knockdown of BCLAF1 resulted in the altered expression of several downstream genes, including downregulation of the proapoptotic genes Caspase‑3 and BAX and the DNA damage repair genes exonuclease 1, ATR‑interacting protein and transcription regulator protein BACH1. BCLAF1 deficiency also attenuated P53 gene expression. Inhibition of BCLAF1 expression also resulted in increased colony formation. These results provide evidence that the abrogation of BCLAF1 expression results in the dysregulation of several cancer signalling pathways and abnormal cell proliferation.
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Affiliation(s)
- Lamech M Mwapagha
- Department of Integrative Biomedical Sciences, Division of Medical Biochemistry and Structural Biology, Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town, Western Cape 7925, South Africa
| | - Vimbaishe Chibanga
- Department of Integrative Biomedical Sciences, Division of Medical Biochemistry and Structural Biology, Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town, Western Cape 7925, South Africa
| | - Hendrina Shipanga
- Department of Integrative Biomedical Sciences, Division of Medical Biochemistry and Structural Biology, Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town, Western Cape 7925, South Africa
| | - M Iqbal Parker
- Department of Integrative Biomedical Sciences, Division of Medical Biochemistry and Structural Biology, Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town, Western Cape 7925, South Africa
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15
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Sugai T, Osakabe M, Habano W, Tanaka Y, Eizuka M, Sugimoto R, Yanagawa N, Matsumoto T, Suzuki H. A genome-wide analysis of the molecular alterations occurring in the adenomatous and carcinomatous components of the same tumor based on the adenoma-carcinoma sequence. Pathol Int 2021; 71:582-593. [PMID: 34263942 PMCID: PMC8518074 DOI: 10.1111/pin.13129] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2021] [Accepted: 05/19/2021] [Indexed: 12/24/2022]
Abstract
Identification of molecular alterations occurring in the adenomatous and carcinomatous components within the same tumor would greatly enhance understanding of the neoplastic progression of colorectal cancer. We examined somatic copy number alterations (SCNAs) and mRNA expression at the corresponding loci involved in the adenoma–carcinoma sequence in the isolated adenomatous and cancer glands of the same tumor in 15 cases of microsatellite‐stable “carcinoma in adenoma,” using genome‐wide SNP and global gene expression arrays. Multiple copy‐neutral loss of heterozygosity events were detected at 4q13.2, 15q15.1, and 14q24.3 in the adenomatous component and at 4q13.2, 15q15.1, and 14q24.3 in the carcinomatous component. There were significant differences in the copy number (CN) gain frequencies at 20q11.21–q13.33, 8q13.3, 8p23.1, and 8q21.2–q22.2 between the adenomatous and carcinomatous components. Finally, we found a high frequency of five genotypes involving CN gain with upregulated expression of the corresponding gene (RPS21, MIR3654, RSP20, SNORD54, or ASPH) in the carcinomatous component, whereas none of these genotypes were detected in the adenomatous component. This finding is interesting in that CN gain with upregulated gene expression may enhance gene function and play a crucial role in the progression of an adenoma into a carcinomatous lesion.
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Affiliation(s)
- Tamotsu Sugai
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Shiwagun'yahabachou, Japan
| | - Mitsumasa Osakabe
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Shiwagun'yahabachou, Japan
| | - Wataru Habano
- Department of Pharmacodynamics and Molecular Genetics, School of Pharmacy, Iwate Medical University, Shiwagun'yahabachou, Japan
| | - Yoshihito Tanaka
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Shiwagun'yahabachou, Japan
| | - Makoto Eizuka
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Shiwagun'yahabachou, Japan
| | - Ryo Sugimoto
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Shiwagun'yahabachou, Japan
| | - Naoki Yanagawa
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Shiwagun'yahabachou, Japan
| | - Takayuki Matsumoto
- Division of Gastroenterology, Department of Internal Medicine, Shiwagun'yahabachou, Japan
| | - Hiromu Suzuki
- Department of Molecular Biology, School of Medicine, Sapporo Medical University, Cyuuouku, Sapporo, Japan
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16
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Capece D, D’Andrea D, Begalli F, Goracci L, Tornatore L, Alexander JL, Di Veroli A, Leow SC, Vaiyapuri TS, Ellis JK, Verzella D, Bennett J, Savino L, Ma Y, McKenzie JS, Doria ML, Mason SE, Chng KR, Keun HC, Frost G, Tergaonkar V, Broniowska K, Stunkel W, Takats Z, Kinross JM, Cruciani G, Franzoso G. Enhanced triacylglycerol catabolism by carboxylesterase 1 promotes aggressive colorectal carcinoma. J Clin Invest 2021; 131:137845. [PMID: 33878036 PMCID: PMC8159693 DOI: 10.1172/jci137845] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Accepted: 04/14/2021] [Indexed: 01/08/2023] Open
Abstract
The ability to adapt to low-nutrient microenvironments is essential for tumor cell survival and progression in solid cancers, such as colorectal carcinoma (CRC). Signaling by the NF-κB transcription factor pathway associates with advanced disease stages and shorter survival in patients with CRC. NF-κB has been shown to drive tumor-promoting inflammation, cancer cell survival, and intestinal epithelial cell (IEC) dedifferentiation in mouse models of CRC. However, whether NF-κB affects the metabolic adaptations that fuel aggressive disease in patients with CRC is unknown. Here, we identified carboxylesterase 1 (CES1) as an essential NF-κB-regulated lipase linking obesity-associated inflammation with fat metabolism and adaptation to energy stress in aggressive CRC. CES1 promoted CRC cell survival via cell-autonomous mechanisms that fuel fatty acid oxidation (FAO) and prevent the toxic build-up of triacylglycerols. We found that elevated CES1 expression correlated with worse outcomes in overweight patients with CRC. Accordingly, NF-κB drove CES1 expression in CRC consensus molecular subtype 4 (CMS4), which is associated with obesity, stemness, and inflammation. CES1 was also upregulated by gene amplifications of its transcriptional regulator HNF4A in CMS2 tumors, reinforcing its clinical relevance as a driver of CRC. This subtype-based distribution and unfavorable prognostic correlation distinguished CES1 from other intracellular triacylglycerol lipases and suggest CES1 could provide a route to treat aggressive CRC.
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Affiliation(s)
- Daria Capece
- Department of Immunology and Inflammation, Imperial College London, London, United Kingdom
- Department of Biotechnological and Applied Clinical Sciences (DISCAB), University of L’Aquila, L’Aquila, Italy
| | - Daniel D’Andrea
- Department of Immunology and Inflammation, Imperial College London, London, United Kingdom
| | - Federica Begalli
- Department of Immunology and Inflammation, Imperial College London, London, United Kingdom
| | - Laura Goracci
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Perugia, Italy
| | - Laura Tornatore
- Department of Immunology and Inflammation, Imperial College London, London, United Kingdom
| | - James L. Alexander
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, United Kingdom
| | - Alessandra Di Veroli
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Perugia, Italy
| | - Shi-Chi Leow
- Singapore Institute for Clinical Sciences (SICS), and
| | - Thamil S. Vaiyapuri
- Institute of Molecular and Cell Biology (IMCB), Agency for Science Technology and Research (A*STAR), Singapore
| | - James K. Ellis
- Department of Immunology and Inflammation, Imperial College London, London, United Kingdom
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Daniela Verzella
- Department of Immunology and Inflammation, Imperial College London, London, United Kingdom
| | - Jason Bennett
- Department of Immunology and Inflammation, Imperial College London, London, United Kingdom
| | - Luca Savino
- Department of Immunology and Inflammation, Imperial College London, London, United Kingdom
- Department of Medical, Oral, and Biotechnological Sciences, “G. D’Annunzio” University of Chieti-Pescara, Chieti, Italy
| | - Yue Ma
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, United Kingdom
| | - James S. McKenzie
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Maria Luisa Doria
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Sam E. Mason
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | | | - Hector C. Keun
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Gary Frost
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, United Kingdom
| | - Vinay Tergaonkar
- Institute of Molecular and Cell Biology (IMCB), Agency for Science Technology and Research (A*STAR), Singapore
| | | | | | - Zoltan Takats
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - James M. Kinross
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Gabriele Cruciani
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Perugia, Italy
| | - Guido Franzoso
- Department of Immunology and Inflammation, Imperial College London, London, United Kingdom
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17
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Liu Y, Ye X, Zhan X, Yu CY, Zhang J, Huang K. TPQCI: A topology potential-based method to quantify functional influence of copy number variations. Methods 2021; 192:46-56. [PMID: 33894380 DOI: 10.1016/j.ymeth.2021.04.015] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Revised: 04/18/2021] [Accepted: 04/19/2021] [Indexed: 12/21/2022] Open
Abstract
Copy number variation (CNV) is a major type of chromosomal structural variation that play important roles in many diseases including cancers. Due to genome instability, a large number of CNV events can be detected in diseases such as cancer. Therefore, it is important to identify the functionally important CNVs in diseases, which currently still poses a challenge in genomics. One of the critical steps to solve the problem is to define the influence of CNV. In this paper, we provide a topology potential based method, TPQCI, to quantify this kind of influence by integrating statistics, gene regulatory associations, and biological function information. We used this metric to detect functionally enriched genes on genomic segments with CNV in breast cancer and multiple myeloma and discovered biological functions influenced by CNV. Our results demonstrate that, by using our proposed TPQCI metric, we can detect disease-specific genes that are influenced by CNVs. Source codes of TPQCI are provided in Github (https://github.com/usos/TPQCI).
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Affiliation(s)
- Yusong Liu
- Collage of Intelligent Systems Science and Engineering, Harbin Engineering University, Harbin, Heilongjiang 150001, China; Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Xiufen Ye
- Collage of Intelligent Systems Science and Engineering, Harbin Engineering University, Harbin, Heilongjiang 150001, China
| | - Xiaohui Zhan
- Indiana University School of Medicine, Indianapolis, IN 46202, USA; National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen, Guangdong 518037, China; Department of Bioinformatics, School of Basic Medicine, Chongqing Medical University, Chongqing 400016, China
| | - Christina Y Yu
- Indiana University School of Medicine, Indianapolis, IN 46202, USA; Department of Biomedical Informatics, The Ohio State University, Columbus, OH 43210, USA
| | - Jie Zhang
- Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Kun Huang
- Indiana University School of Medicine, Indianapolis, IN 46202, USA; Regenstrief Institute, Indianapolis, IN 46202, USA.
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18
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Brezina S, Feigl M, Gumpenberger T, Staudinger R, Baierl A, Gsur A. Genome-wide association study of germline copy number variations reveals an association with prostate cancer aggressiveness. Mutagenesis 2021; 35:283-290. [PMID: 32255470 DOI: 10.1093/mutage/geaa010] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2020] [Accepted: 03/16/2020] [Indexed: 12/24/2022] Open
Abstract
Prostate cancer is a major health burden, being the second most commonly diagnosed malignancy in men worldwide. Overtreatment represents a major problem in prostate cancer therapy, leading to significant long-term quality-of-life effects for patients and a broad socio-ecological burden. Biomarkers that could facilitate risk stratification of prostate cancer aggressiveness at the time of diagnosis may help to guide clinical treatment decisions and reduce overtreatment. Previous research on genetic variations in prostate cancer has shown that germline copy number variations as well as somatic copy number alterations are commonly present in cancer patients, altering a greater portion of the cancer genome than any other type of genetic variation. To investigate the effect of germline copy number variations on cancer aggressiveness we have compared genome-wide screening data from genomic DNA isolated from the blood of 120 patients with aggressive prostate cancer, 231 patients with non-aggressive prostate cancer and 87 controls with benign prostatic hyperplasia from the Prostate Cancer Study of Austria biobank using the Affymetrix SNP 6.0 array. We could show that patients with an aggressive form of prostate cancer had a higher frequency of copy number variations [mean count of copy number segments (CNS) = 12.9, median count of CNS = 9] compared to patients with non-aggressive prostate cancer (mean count of CNS = 10.4, median count of CNS = 8) or control patients diagnosed with benign prostatic hyperplasia (mean count of CNS = 9.3, median count of CNS = 8). In general, we observed that copy number gain is a rarer event, compared to copy number loss within all three patient groups. Furthermore, we could show a significant effect of copy number losses located on chromosomes 8, 9 and 10 on prostate cancer aggressiveness (P = 0.040, P = 0.037 and P = 0.005, respectively). Applying a cross-validation analysis yielded an area under the curve of 0.63. Our study reports promising findings suggesting that copy number losses might play an important role in the establishment of novel biomarkers to predict prostate cancer aggressiveness at the time of diagnosis. Such markers could be used to facilitate risk stratification to reduce overtreatment of prostate cancer patients.
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Affiliation(s)
- Stefanie Brezina
- Institute of Cancer Research, Department of Medicine I, Medical University of Vienna, Vienna, Austria
| | - Moritz Feigl
- Institute of Cancer Research, Department of Medicine I, Medical University of Vienna, Vienna, Austria.,Institute for Hydrology and Water Management, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Tanja Gumpenberger
- Institute of Cancer Research, Department of Medicine I, Medical University of Vienna, Vienna, Austria
| | - Ricarda Staudinger
- Institute of Cancer Research, Department of Medicine I, Medical University of Vienna, Vienna, Austria
| | - Andreas Baierl
- Department of Statistics and Operations Research, University of Vienna, Vienna, Austria
| | - Andrea Gsur
- Institute of Cancer Research, Department of Medicine I, Medical University of Vienna, Vienna, Austria
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19
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Sugai T, Osakabe M, Sugimoto R, Eizuka M, Tanaka Y, Yanagawa N, Otsuka K, Sasaki A, Matsumoto T, Suzuki H. A genome-wide study of the relationship between chromosomal abnormalities and gene expression in colorectal tumors. Genes Chromosomes Cancer 2020; 60:250-262. [PMID: 33258187 PMCID: PMC7898915 DOI: 10.1002/gcc.22924] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Revised: 11/15/2020] [Accepted: 11/17/2020] [Indexed: 02/06/2023] Open
Abstract
The role of somatic copy number alterations (SCNAs) that occur in colorectal tumors is poorly understood. SCNAs are correlated with corresponding gene expression changes that may contribute to neoplastic progression. Thus, we examined SCNAs and the expression of messenger RNAs (mRNAs) located at corresponding loci in colorectal neoplasia, a progression model of human neoplasm. We used 42 colorectal neoplastic samples, including adenomas, intramucosal cancers (IMC) and invasive colorectal cancers (CRC) that were microsatellite stable (MSS) using a genome-wide SNP array and gene expression array (first cohort). In addition, validation analyses were examined (37 colorectal neoplasias). None of the mRNAs with a corresponding SCNA was found in the adenomas. However, three mRNAs, including ARFGEF2 at 20q13.13, N4BP2L2 at 13q13.1 and OLFM4 at 13q14.3 with a copy number (CN) gain at the corresponding locus were upregulated in IMCs of the first cohort. Moreover, upregulated expression of ARFGEF2 and OLFM4 was upregulated in the validation analysis. Finally, 28 mRNAs with gains of corresponding loci were pooled in invasive CRC of the first cohort. The mRNAs, including ACSS2 (20q11.22), DDX27 (20q13.13), MAPRE1 (20q11.21), OSBPL2 (20q11.22) and PHF20 (20q11.22-q11.23) with CN gains of the corresponding loci were identified in 28 mRNAs. Four of these mRNAs (DDX27, MAPRE1, OSBPL2 and PHF20) were upregulated in the invasive CRC in the validation analysis. We conclude that specific 13q and 22q CN gains with gene expression changes in the corresponding loci may play an important role in IMC cells' progression into invasive CRC.
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Affiliation(s)
- Tamotsu Sugai
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Mitsumasa Osakabe
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Ryo Sugimoto
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Makoto Eizuka
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Yoshihito Tanaka
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Naoki Yanagawa
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Koki Otsuka
- Department of Surgery, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Akira Sasaki
- Department of Surgery, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Takayuki Matsumoto
- Division of Gastroenterology, Department of Internal Medicine, Iwate Medical University, Morioka, Japan
| | - Hiromu Suzuki
- Department of Molecular Biology, Sapporo Medical University, Sapporo, Japan
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20
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Zheng X, Amos CI, Frost HR. Cancer prognosis prediction using somatic point mutation and copy number variation data: a comparison of gene-level and pathway-based models. BMC Bioinformatics 2020; 21:467. [PMID: 33081688 PMCID: PMC7574407 DOI: 10.1186/s12859-020-03791-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 09/30/2020] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Genomic profiling of solid human tumors by projects such as The Cancer Genome Atlas (TCGA) has provided important information regarding the somatic alterations that drive cancer progression and patient survival. Although researchers have successfully leveraged TCGA data to build prognostic models, most efforts have focused on specific cancer types and a targeted set of gene-level predictors. Less is known about the prognostic ability of pathway-level variables in a pan-cancer setting. To address these limitations, we systematically evaluated and compared the prognostic ability of somatic point mutation (SPM) and copy number variation (CNV) data, gene-level and pathway-level models for a diverse set of TCGA cancer types and predictive modeling approaches. RESULTS We evaluated gene-level and pathway-level penalized Cox proportional hazards models using SPM and CNV data for 29 different TCGA cohorts. We measured predictive accuracy as the concordance index for predicting survival outcomes. Our comprehensive analysis suggests that the use of pathway-level predictors did not offer superior predictive power relative to gene-level models for all cancer types but had the advantages of robustness and parsimony. We identified a set of cohorts for which somatic alterations could not predict prognosis, and a unique cohort LGG, for which SPM data was more predictive than CNV data and the predictive accuracy is good for all model types. We found that the pathway-level predictors provide superior interpretative value and that there is often a serious collinearity issue for the gene-level models while pathway-level models avoided this issue. CONCLUSION Our comprehensive analysis suggests that when using somatic alterations data for cancer prognosis prediction, pathway-level models are more interpretable, stable and parsimonious compared to gene-level models. Pathway-level models also avoid the issue of collinearity, which can be serious for gene-level somatic alterations. The prognostic power of somatic alterations is highly variable across different cancer types and we have identified a set of cohorts for which somatic alterations could not predict prognosis. In general, CNV data predicts prognosis better than SPM data with the exception of the LGG cohort.
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Affiliation(s)
- Xingyu Zheng
- Department of Biomedical Data Science, Geisel School of Medicine, Dartmouth College, Hanover, NH, 03755, USA
| | - Christopher I Amos
- Department of Biomedical Data Science, Geisel School of Medicine, Dartmouth College, Hanover, NH, 03755, USA.
- Department of Medicine, Institute for Clinical and Translational Research, Baylor College of Medicine, 1 Baylor Plaza, Houston, TX, 77030, USA.
| | - H Robert Frost
- Department of Biomedical Data Science, Geisel School of Medicine, Dartmouth College, Hanover, NH, 03755, USA.
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21
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Reynolds IS, Thomas V, O'Connell E, Fichtner M, McNamara DA, Kay EW, Prehn JHM, Burke JP, Furney SJ. Mucinous Adenocarcinoma of the Rectum: A Whole Genome Sequencing Study. Front Oncol 2020; 10:1682. [PMID: 32984045 PMCID: PMC7479243 DOI: 10.3389/fonc.2020.01682] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Accepted: 07/29/2020] [Indexed: 12/13/2022] Open
Abstract
Introduction Mucinous adenocarcinoma of the rectum is an infrequently encountered histological subtype that is associated with an impaired response to chemoradiotherapy and a worse overall prognosis. A genomic profile analysis of mucinous rectal tumors has not yet been performed. The aim of this study was to comprehensively describe the burden of somatic mutations and copy number variation as well as perform mutational signature and microbial analysis of an in-house collected cohort of mucinous adenocarcinoma of the rectum. Methods Genomic DNA was extracted from 10 cases of mucinous rectal cancer and matched normal tissue. Whole genome sequencing (WGS) was carried out on these 10 cases and a comprehensive bioinformatic analysis was undertaken. Results The average number of SNVs, InDels and SVs in the cohort was 16,600, 1,855, and 120, respectively. A single case was MSI-H. KRAS mutations were found in 70% of cases while TP53 was mutated in only 40% of cases. CNA gain was identified on chromosomes 7, 8, 12, 13, and 20 while CNA loss was found on chromosomes 4, 8, 17, and 18 corresponding to oncogenes and tumor suppressor genes, respectively. Overall mucinous rectal cancers are more likely to be MSI-H and to have KRAS, BRAF, and PIK3CA mutations when compared to rectal adenocarcinoma NOS. Microbial analysis demonstrated an abundance of Fusobacterium nucleatum in tumor samples compared to normal tissue. Conclusion This study provides a detailed WGS analysis of 10 cases of mucinous rectal cancer. It demonstrates an important lesson in tumor biology in that histologically similar tumors can have extensive differences at the genomic level. This study is relevant as it raises important questions about the relationship between bacteria and malignancy.
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Affiliation(s)
- Ian S Reynolds
- Department of Colorectal Surgery, Beaumont Hospital, Dublin, Ireland.,Department of Physiology and Medical Physics, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Valentina Thomas
- Department of Physiology and Medical Physics, Royal College of Surgeons in Ireland, Dublin, Ireland.,Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland.,Genomic Oncology Research Group, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Emer O'Connell
- Department of Colorectal Surgery, Beaumont Hospital, Dublin, Ireland.,Department of Physiology and Medical Physics, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Michael Fichtner
- Department of Physiology and Medical Physics, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Deborah A McNamara
- Department of Colorectal Surgery, Beaumont Hospital, Dublin, Ireland.,Department of Surgery, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Elaine W Kay
- Department of Pathology, Beaumont Hospital, Dublin, Ireland
| | - Jochen H M Prehn
- Department of Physiology and Medical Physics, Royal College of Surgeons in Ireland, Dublin, Ireland.,Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - John P Burke
- Department of Colorectal Surgery, Beaumont Hospital, Dublin, Ireland
| | - Simon J Furney
- Department of Physiology and Medical Physics, Royal College of Surgeons in Ireland, Dublin, Ireland.,Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland.,Genomic Oncology Research Group, Royal College of Surgeons in Ireland, Dublin, Ireland
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22
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Du W, Chen W, Shu Z, Xiang D, Bi K, Lu Y, Zhang X, Li L, Diao H. Identification of prognostic biomarkers of hepatocellular carcinoma via long noncoding RNA expression and copy number alterations. Epigenomics 2020; 12:1303-1315. [PMID: 32772564 DOI: 10.2217/epi-2019-0385] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Aim: This study aimed to identify long noncoding RNAs (lncRNAs) with potential to be prognostic biomarkers of hepatocellular carcinoma (HCC) by analyzing copy number alterations (CNAs). Methods: RNA Sequencing data of 369 HCC patients was downloaded from The Cancer Genome Atlas database and analyzed with a series of systematic bioinformatics methods. Results: LncRNA-CNA association analysis revealed that many lncRNAs were located in sites frequently amplified or deleted. Three upregulated lncRNAs (LINC00689, SNHG20 and MAFG-AS1) with copy amplification and one downregulated lncRNA TMEM220-AS1 with copy deletion were associated with poor prognosis of HCC. Conclusion: This study reveals that differentially expressed lncRNAs correlate with CNAs in HCC. Moreover, the differentially expressed lncRNAs and their copy amplification/deletions could be promising prognostic biomarkers of HCC.
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Affiliation(s)
- Weibo Du
- State Key Laboratory for Diagnosis & Treatment of Infectious Diseases, National Clinical Research Center for Infectious Disease, Collaborative Innovation Center for Diagnosis & Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, 310003, China
| | - Wenbiao Chen
- State Key Laboratory for Diagnosis & Treatment of Infectious Diseases, National Clinical Research Center for Infectious Disease, Collaborative Innovation Center for Diagnosis & Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, 310003, China
| | - Zheyue Shu
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310000, China.,Key Lab of Combined Multi-Organ Transplantation, Ministry of Public Health, Hangzhou, 310000, China
| | - Dairong Xiang
- State Key Laboratory for Diagnosis & Treatment of Infectious Diseases, National Clinical Research Center for Infectious Disease, Collaborative Innovation Center for Diagnosis & Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, 310003, China
| | - Kefan Bi
- State Key Laboratory for Diagnosis & Treatment of Infectious Diseases, National Clinical Research Center for Infectious Disease, Collaborative Innovation Center for Diagnosis & Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, 310003, China
| | - Yingfeng Lu
- State Key Laboratory for Diagnosis & Treatment of Infectious Diseases, National Clinical Research Center for Infectious Disease, Collaborative Innovation Center for Diagnosis & Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, 310003, China
| | - Xujun Zhang
- State Key Laboratory for Diagnosis & Treatment of Infectious Diseases, National Clinical Research Center for Infectious Disease, Collaborative Innovation Center for Diagnosis & Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, 310003, China
| | - Lanjuan Li
- State Key Laboratory for Diagnosis & Treatment of Infectious Diseases, National Clinical Research Center for Infectious Disease, Collaborative Innovation Center for Diagnosis & Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, 310003, China
| | - Hongyan Diao
- State Key Laboratory for Diagnosis & Treatment of Infectious Diseases, National Clinical Research Center for Infectious Disease, Collaborative Innovation Center for Diagnosis & Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, 310003, China
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23
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Genomic and Transcriptomic Characterisation of Response to Neoadjuvant Chemoradiotherapy in Locally Advanced Rectal Cancer. Cancers (Basel) 2020; 12:cancers12071808. [PMID: 32640573 PMCID: PMC7408989 DOI: 10.3390/cancers12071808] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Revised: 06/30/2020] [Accepted: 07/03/2020] [Indexed: 12/15/2022] Open
Abstract
Standard treatment for locally advanced rectal cancer (LARC) is neoadjuvant chemoradiotherapy (NACRT), followed by surgical resection. However, >70% of patients do not achieve a complete pathological response and have higher rates of relapse and death. There are no validated pre- or on-treatment factors that predict response to NACRT besides tumour stage and size. We characterised the response of 33 LARC patients to NACRT, collected tumour samples from patients prior to, during and after NACRT, and performed whole exome, transcriptome and high-depth targeted sequencing. The pre-treatment LARC genome was not predictive of response to NACRT. However, in line with the increasing recognition of microbial influence in cancer, RNA analysis of pre-treatment tumours suggested a greater abundance of Fusobacteria in intermediate and poor responders. In addition, we investigated tumour heterogeneity and evolution in response to NACRT. While matched pre-treatment, on-treatment and post-treatment tumours revealed minimal genome evolution overall, we identified cases in which microsatellite instability developed or was selected for during NACRT. Recent research has suggested a role for adaptive mutability to targeted therapy in colorectal cancer cells. We provide preliminary evidence of selection for mismatch repair deficiency in response to NACRT. Furthermore, pre-NACRT genomic landscapes do not predict treatment response but pre-NACRT microbiome characteristics may be informative.
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24
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Personalised mapping of tumour development in synchronous colorectal cancer patients. NPJ Genom Med 2020; 5:27. [PMID: 32655884 PMCID: PMC7335056 DOI: 10.1038/s41525-020-0134-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Accepted: 05/15/2020] [Indexed: 12/12/2022] Open
Abstract
Synchronous colorectal cancers (syCRCs) are two or more primary tumours identified simultaneously in a patient. Previous studies report high inter-tumour heterogeneity between syCRCs, suggesting independent origin and different treatment response, making their management particularly challenging, with no specific guidelines currently in place. Here, we performed in-depth bioinformatic analyses of genomic and transcriptomic data of a total of eleven syCRCs and one metachronous CRC collected from three patients. We found mixed microsatellite status between and within patients. Overlap of mutations between synchronous tumours was consistently low (<0.5%) and heterogeneity of driver events across syCRCs was high in all patients. Microbial analysis revealed the presence of Fusobacterium nucleatum species in patients with MSI tumours, while quantification of tumour immune infiltration showed varying immune responses between syCRCs. Our results suggest high heterogeneity of syCRCs within patients but find clinically actionable biomarkers that help predict responses to currently available targeted therapies. Our study highlights the importance of personalised genome and transcriptome sequencing of all synchronous lesions to aid therapy decision and improve management of syCRC patients.
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25
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Tian T, Bi H, Liu Y, Li G, Zhang Y, Cao L, Hu F, Zhao Y, Yuan H. Copy number variation of ubiquitin- specific proteases genes in blood leukocytes and colorectal cancer. Cancer Biol Ther 2020; 21:637-646. [PMID: 32364424 PMCID: PMC7515516 DOI: 10.1080/15384047.2020.1750860] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Revised: 03/12/2020] [Accepted: 03/25/2020] [Indexed: 12/23/2022] Open
Abstract
Ubiquitin-specific proteases (USPs) play important roles in the regulation of many cancer-related biological processes. USPs copy number variation (CNVs) may affect the risk and prognosis of colorectal cancer (CRC). We detected CNVs of USPs genes in 468 matched CRC patients and controls, estimated the associations between the USPs genes CNVs and CRC risk and prognosis and their interactions with environmental factors on CRC risk. Finally, we generated five CRC risk predictive models with different CNVs patterns combining with environmental factors (EF). We identified significant association between CYLD deletion and CRC risk (ORadj = 4.18, 95% CI: 2.03-8.62), significant association between USP9X amplification and CRC risk (ORadj = 2.30, 95% CI: 1.48-3.57), and significant association between USP11 deletion and CRC risk (ORadj = 3.49, 95% CI: 1.49-8.64). There were significant gene-environment and gene-gene interactions on CRC risk. The area under the receiver operating characteristic curve (AUC) of EF + SIG (deletion of CYLD and USP11, amplification of USP9X) model was significantly larger than any other models (AUC = 0.75, 95% CI: 0.74-0.77). We did not identify significant associations between CNVs of the three genes and CRC prognosis. CNVs of CYLD, USP9X, and USP11 are significantly associated with the risk of CRC. Gene-gene and gene-environment interactions might also play an important role in the development of CRC.
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Affiliation(s)
- Tian Tian
- Department of Epidemiology, Public Health College of Harbin Medical University, Harbin, P.R. China
| | - Haoran Bi
- Department of Epidemiology, Public Health College of Harbin Medical University, Harbin, P.R. China
| | - Yupeng Liu
- Department of Epidemiology, Public Health College of Harbin Medical University, Harbin, P.R. China
| | - Guangxiao Li
- Department of Epidemiology, Public Health College of Harbin Medical University, Harbin, P.R. China
| | - Yiwei Zhang
- Department of Epidemiology, Public Health College of Harbin Medical University, Harbin, P.R. China
| | - Liming Cao
- Department of Epidemiology, Public Health College of Harbin Medical University, Harbin, P.R. China
| | - Fulan Hu
- Department of Epidemiology, Public Health College of Harbin Medical University, Harbin, P.R. China
| | - Yashuang Zhao
- Department of Epidemiology, Public Health College of Harbin Medical University, Harbin, P.R. China
| | - Huiping Yuan
- Department of Ophthalmology, The Second Affiliated Hospital of Harbin Medical University, Harbin, P.R. China
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26
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González-González M, Gutiérrez ML, Sayagués JM, Muñoz-Bellvís L, Orfao A. Genomic profiling of sporadic liver metastatic colorectal cancer. Semin Cancer Biol 2020; 71:98-108. [PMID: 32485312 DOI: 10.1016/j.semcancer.2020.05.013] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Revised: 05/18/2020] [Accepted: 05/18/2020] [Indexed: 02/07/2023]
Abstract
Sporadic colorectal cancer (sCRC) is the third leading cause of cancer death in the Western world. Approximately, a quarter of sCRC patients present metastatic dissemination at the moment of diagnosis, the liver being the most frequently affected organ. Additionally, this group of CRC patients is characterized by a worse prognosis. In the last decades, significant technological developments for genome analysis have fostered the identification and characterization of genetic alterations involved in the pathogenesis of sCRC. However, genetic alterations involved in the metastatic process through which tumor cells are able to colonize other tissues with a different microenvironment, still remain to be fully identified. Here, we review current knowledge about the most relevant genomic alterations involved in the liver metastatic process of sCRC, including detailed information about the genetic profile of primary colorectal tumors vs. their paired liver metastases.
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Affiliation(s)
- María González-González
- Department of Medicine and Cytometry Service (NUCLEUS), University of Salamanca, Salamanca, Spain; Centro de Investigación del Cáncer and Instituto de Biología Molecular y Celular del Cáncer, Consejo Superior de Investigaciones Científicas (CSIC)-University of Salamanca, Salamanca, Spain; Institute of Biomedical Research of Salamanca (IBSAL), Salamanca, Spain; Biomedical Research Networking Centre Consortium-CIBER-CIBERONC, Spain
| | - María Laura Gutiérrez
- Department of Medicine and Cytometry Service (NUCLEUS), University of Salamanca, Salamanca, Spain; Centro de Investigación del Cáncer and Instituto de Biología Molecular y Celular del Cáncer, Consejo Superior de Investigaciones Científicas (CSIC)-University of Salamanca, Salamanca, Spain; Institute of Biomedical Research of Salamanca (IBSAL), Salamanca, Spain; Biomedical Research Networking Centre Consortium-CIBER-CIBERONC, Spain
| | - José María Sayagués
- Department of Hematology, University Hospital of Salamanca, Salamanca, Spain; Department of Pathology, Universidad de Salamanca, Salamanca, Spain
| | - Luis Muñoz-Bellvís
- Institute of Biomedical Research of Salamanca (IBSAL), Salamanca, Spain; Biomedical Research Networking Centre Consortium-CIBER-CIBERONC, Spain; Department of General and Gastrointestinal Surgery, University Hospital of Salamanca, Salamanca, Spain
| | - Alberto Orfao
- Department of Medicine and Cytometry Service (NUCLEUS), University of Salamanca, Salamanca, Spain; Centro de Investigación del Cáncer and Instituto de Biología Molecular y Celular del Cáncer, Consejo Superior de Investigaciones Científicas (CSIC)-University of Salamanca, Salamanca, Spain; Institute of Biomedical Research of Salamanca (IBSAL), Salamanca, Spain; Biomedical Research Networking Centre Consortium-CIBER-CIBERONC, Spain.
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27
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Aouiche C, Chen B, Shang X. Predicting Stage-Specific Recurrent Aberrations From Somatic Copy Number Dataset. Front Genet 2020; 11:160. [PMID: 32174978 PMCID: PMC7054343 DOI: 10.3389/fgene.2020.00160] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Accepted: 02/11/2020] [Indexed: 02/02/2023] Open
Abstract
Exploring the evolution process of cancers and its related complex molecular mechanisms at the genomic level through pathological staging angle is particularly important for providing novel therapeutic strategies most relevant to every cancer patient diagnosed at each stage. This is because the genomic level involving copy number variation (CNV) has been recognized as a critical genetic variation, which has a large influence on the progression of a variety of complex diseases. Great efforts have been devoted to the identification of recurrent aberrations, single genes and individual static pathways related to cancer progression. However, we still have little knowledge about the most important aberrant genes related to the pathology stages and their interconnected pathways from genomic profiles. In this study, we propose an identification framework that allows determining cancer-stages specific patterns dynamically. Firstly, a two-stage GAIA method is employed to identify stage-specific aberrant copy number variants segments. Secondly, stage-specific cancer genes fully located within the aberrant segments are then identified according to the reference annotation dataset. Thirdly, a pathway evolution network is constructed based on the impacted pathways functions and their overlapped genes. The involved significant functions and evolution paths uncovered by this network enabled investigation of the real progression of cancers, and thus facilitated the determination of appropriate clinical settings that will help to assess risk in cancer patients. Those findings at individual levels can be integrated to identify robust biomarkers in cancer progressions.
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Affiliation(s)
- Chaima Aouiche
- School of Computer Science, Northwestern Polytechnical University, Xi'an, China
| | - Bolin Chen
- School of Computer Science, Northwestern Polytechnical University, Xi'an, China.,Key Laboratory of Big Data Storage and Management, Northwestern Polytechnical University, Xi'an, China.,Centre for Multidisciplinary Convergence Computing, School of Computer Science, Northwestern Polytechnical University, Xi'an, China
| | - Xuequn Shang
- School of Computer Science, Northwestern Polytechnical University, Xi'an, China.,Key Laboratory of Big Data Storage and Management, Northwestern Polytechnical University, Xi'an, China
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28
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Jiang H, Zhang R, Jiang H, Zhang M, Guo W, Zhang J, Zhou X, Pan W, Zhao S, Li P. Retrospective analysis of the prognostic value of PD-L1 expression and 18F-FDG PET/CT metabolic parameters in colorectal cancer. J Cancer 2020; 11:2864-2873. [PMID: 32226504 PMCID: PMC7086272 DOI: 10.7150/jca.38689] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Accepted: 02/06/2020] [Indexed: 02/06/2023] Open
Abstract
Background: It has been rarely reported whether 18F-fluorodeoxyglucose (18F-FDG) uptake in colorectal cancer cells is associated with the expression of PD-L1. We performed a clinical pathology study to evaluate PD-L1 expression in patients undergoing surgical resection of colorectal cancer with preoperative 18F-FDG PET/CT imaging, with the aim of predicting the response of CRC patients to immune checkpoint inhibitors. Material and Methods: A retrospective analysis of patients with CRC who underwent FDG-PET imaging before surgery was performed to measure the parameters of FDG-PET imaging: the maximum standardized uptake value (SUVmax), the metabolic tumor volume (MTV), and the total lesion glycolysis (TLG) were evaluated to determine whether each parameter was associated with clinical pathology. Tumor specimens were subjected to PD-L1 staining by immunohistochemistry. Analysis of whether there is a correlation between PD-L1 expression and 18F-FDG uptake parameters in CRC. Results: PD-L1 expression level was significantly correlated with SUVmax, MTV3.0 and TLG3.0. Multivariate analysis showed that PD-L1 and TLG3.0 were independent predictors of poor DFS in patients with CRC (P=0.009; P=0.016), PD-L1 expression is closely related to the patient's lesion (TLG3.0) (P<0.01). Conclusion: The results of this study indicate that there was a significant correlation between PD-L1 expression and TLG3.0 which suggested that FDG-PET could serve as a noninvasive tool to assess the tumor microenvironment and as a predictor of PD-L1 inhibitor activity to determine the optimal therapeutic strategy for CRC. High PD-L1 expression levels and high TLG3.0 are independent risk factors for DFS differences in CRC patients.
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Affiliation(s)
- Hao Jiang
- Department of Radiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | | | - Huijie Jiang
- Department of Radiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Mingyu Zhang
- Department of Nuclear Medicine, Beijing Friendship Hospital, Affiliated to Capital Medical University, Beijing, China
| | - Wei Guo
- Department of Ultrasound, Harbin the First Hospital, Harbin, China
| | - Jifeng Zhang
- Department of PET/CT, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Xinglu Zhou
- Department of PET/CT, Harbin Medical University Cancer Hospital, Harbin, China
| | - Wenbin Pan
- Department of Radiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Sheng Zhao
- Department of Radiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Ping Li
- Department of PET/CT, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
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29
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Song X, Ji J, Gleason KJ, Yang F, Martignetti JA, Chen LS, Wang P. Insights into Impact of DNA Copy Number Alteration and Methylation on the Proteogenomic Landscape of Human Ovarian Cancer via a Multi-omics Integrative Analysis. Mol Cell Proteomics 2019; 18:S52-S65. [PMID: 31227599 PMCID: PMC6692782 DOI: 10.1074/mcp.ra118.001220] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2018] [Revised: 06/19/2019] [Indexed: 12/19/2022] Open
Abstract
In this work, we propose iProFun, an integrative analysis tool to screen for proteogenomic functional traits perturbed by DNA copy number alterations (CNAs) and DNA methylations. The goal is to characterize functional consequences of DNA copy number and methylation alterations in tumors and to facilitate screening for cancer drivers contributing to tumor initiation and progression. Specifically, we consider three functional molecular quantitative traits: mRNA expression levels, global protein abundances, and phosphoprotein abundances. We aim to identify those genes whose CNAs and/or DNA methylations have cis-associations with either some or all three types of molecular traits. Compared with analyzing each molecular trait separately, the joint modeling of multi-omics data enjoys several benefits: iProFun experienced enhanced power for detecting significant cis-associations shared across different omics data types, and it also achieved better accuracy in inferring cis-associations unique to certain type(s) of molecular trait(s). For example, unique associations of CNAs/methylations to global/phospho protein abundances may imply posttranslational regulations.We applied iProFun to ovarian high-grade serous carcinoma tumor data from The Cancer Genome Atlas and Clinical Proteomic Tumor Analysis Consortium and identified CNAs and methylations of 500 and 121 genes, respectively, affecting the cis-functional molecular quantitative traits of the corresponding genes. We observed substantial power gain via the joint analysis of iProFun. For example, iProFun identified 117 genes whose CNAs were associated with phosphoprotein abundances by leveraging mRNA expression levels and global protein abundances. By comparison, analyses based on phosphoprotein data alone identified none. A network analysis of these 117 genes revealed the known oncogene AKT1 as a key hub node interacting with many of the rest. In addition, iProFun identified one gene, BIN2, whose DNA methylation has cis-associations with its mRNA expression, global protein, and phosphoprotein abundances. These and other genes identified by iProFun could serve as potential drug targets for ovarian cancer.
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Affiliation(s)
- Xiaoyu Song
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY; The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Jiayi Ji
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY; The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Kevin J Gleason
- Department of Public Health Sciences, The University of Chicago, Chicago, IL
| | - Fan Yang
- Department of Biostatistics and Informatics, Colorado School of Public Health, University of Colorado, Anschutz Medical Campus, Aurora, CO
| | - John A Martignetti
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Lin S Chen
- Department of Public Health Sciences, The University of Chicago, Chicago, IL.
| | - Pei Wang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY.
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Liang Y, Jiang L, Zhong X, Hochwald SN, Wang Y, Huang L, Nie Q, Huang H, Xu JF. Discovery of Aberrant Alteration of Genome in Colorectal Cancer by Exome Sequencing. Am J Med Sci 2019; 358:340-349. [PMID: 31445671 DOI: 10.1016/j.amjms.2019.07.012] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2019] [Revised: 07/27/2019] [Accepted: 07/31/2019] [Indexed: 12/12/2022]
Abstract
BACKGROUND This study analyzed multiple parameters including somatic single nucleotide variations (SNVs), Insertion/Deletions, significantly mutated genes (SMGs), copy number variations and frequently altered pathways aims to discover novel aberrances in the tumorigenesis of colorectal cancer (CRC). MATERIALS AND METHODS Exome sequencing was performed on an Illumina platform to identify novel potential somatic variances in 34 paired tumor and adjacent normal tissues from 17 CRC patients. Results were compared with databases (dbSNP138, 1000 genomes SNP, Hapmap, Catalogue of Somatic Mutation of Cancer and ESP6500) and analyzed. MuSic software was used to identify SMGs. RESULTS In total, 1,637 somatic SNVs in 17 analyzed tumors were identified. Only 7 SNVs were shared by more than 1 tumor, suggesting that over 99% of the analyzed SNVs were independent events. Mutation of KRAS p. G12D and ZNF717 p. L39V were the most common SNVs. Moreover, 10 SMGs namely KRAS, TP53, SMAD4, ZNF717, FBXW7, APC, ZNF493, CDR1, the Armadillo repeat containing 4 (ARMC4) and sulfate-modifying factor 2 (SUMF2) were found. Among those, ZNF717, ZNF493, CDR1, ARMC4 and SUMF2 were novel frequent genes in CRC. For copy number variations analysis, gains in 10q25.3, 1p31.1, 1q44, 10q23.33, 11p15.4 and 20q13.33, and loss of 3q21.3 and 3q29 were frequent aberrations identified in our results. CONCLUSIONS We frequently found novel genes ZNF717, ZNF493, CDR1, ARMC4 and SUMF2 and gains in 10q25.3, which may be functional mutation in CRC. The high-frequency private events such as SNVs confirm the highly heterogeneous mutations found in CRCs. The mutated genes sites in different patients may vary significantly, which may also be more challenging for clinical treatment.
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Affiliation(s)
- Yuanzi Liang
- Department of Clinical Immunology, Institute of Clinical Laboratory Medicine, Guangdong Provincial Key Laboratory of Medical Molecular Diagnostics, Guangdong Medical University, Dongguan, Guangdong, China
| | | | - Xiaogang Zhong
- Department of Gastrointestinal Surgery, The People's Hospital of Guangxi Zhuang Autonomous Region, Nanning, Guangxi, China
| | - Steven N Hochwald
- Department of Surgical Oncology, Roswell Park Cancer Institute, Buffalo, New York
| | - Yongsi Wang
- Division of Genome Sequencing, Huayin Medical Laboratory, Guangzhou, Guangdong, China
| | - Lihe Huang
- Department of Laboratory Medicine, Debao County Hospital, Baise, Guangxi, China
| | - Qiumiao Nie
- Wilking Biotechnology Co., Ltd, Nanning, Guangxi, China
| | - Huayi Huang
- Department of Laboratory Medicine and; Department of Surgical Oncology, Roswell Park Cancer Institute, Buffalo, New York.
| | - Jun-Fa Xu
- Department of Clinical Immunology, Institute of Clinical Laboratory Medicine, Guangdong Provincial Key Laboratory of Medical Molecular Diagnostics, Guangdong Medical University, Dongguan, Guangdong, China.
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Berg KCG, Sveen A, Høland M, Alagaratnam S, Berg M, Danielsen SA, Nesbakken A, Søreide K, Lothe RA. Gene expression profiles of CMS2-epithelial/canonical colorectal cancers are largely driven by DNA copy number gains. Oncogene 2019; 38:6109-6122. [PMID: 31308487 PMCID: PMC6756070 DOI: 10.1038/s41388-019-0868-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Revised: 06/13/2019] [Accepted: 06/24/2019] [Indexed: 12/17/2022]
Abstract
About 80% of colorectal cancers (CRCs) have chromosomal instability, which is an integral part of aggressive malignancy development, but the importance of specific copy number aberrations (CNAs) in modulating gene expression, particularly within the framework of clinically relevant molecular subtypes, remains mostly elusive. We performed DNA copy number profiling of 257 stage I-IV primary CRCs and integrative gene expression analysis in 151 microsatellite stable (MSS) tumors, focusing on high-level amplifications and the effect of CNAs on the characteristics of the gene expression-based consensus molecular subtypes (CMS). The results were validated in 323 MSS tumors from TCGA. Novel recurrent high-level amplifications (≥15 additional copies) with a major impact on gene expression were found for TOX3 (16q) at 1.5% frequency, as well as for CCND2 (12p) and ANXA11 (10q) at 1% frequency, in addition to the well-known targets ERBB2 (17q) and MYC (8q). Focal amplifications with ≥15 or ≥5 additional copies of at least one of these regions were associated with a poor overall survival among patients with stage I-III MSS CRCs (multivariable hazard ratio ≥3.2, p ≤ 0.01). All high-level amplifications were focal and had a more consistent relationship with gene expression than lower amplitude and/or broad-range amplifications, suggesting specific targeting during carcinogenesis. Genome-wide, copy number driven gene expression was enriched for pathways characteristic of the CMS2-epithelial/canonical subtype, including DNA repair and cell cycle progression. Furthermore, 50% of upregulated genes in CMS2-epithelial/canonical MSS CRCs were driven by CNAs, an enrichment compared with the other CMS groups, and associated with the stronger correspondence between CNAs and gene expression in malignant epithelial cells than in the cells of the tumor microenvironment (fibroblasts, endothelial cells, leukocytes). In conclusion, we identify novel recurrent amplifications with impact on gene expression in CRC and provide the first evidence that CMS2 may have a stronger copy-number related genetic basis than subtypes more heavily influenced by gene expression signals from the tumor microenvironment.
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Affiliation(s)
- Kaja C G Berg
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway.,K.G. Jebsen Colorectal Cancer Research Centre, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway.,Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, P.O. Box 4950, Nydalen, NO-0424, Oslo, Norway
| | - Anita Sveen
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway.,K.G. Jebsen Colorectal Cancer Research Centre, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway.,Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, P.O. Box 4950, Nydalen, NO-0424, Oslo, Norway
| | - Maren Høland
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway.,K.G. Jebsen Colorectal Cancer Research Centre, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway.,Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, P.O. Box 4950, Nydalen, NO-0424, Oslo, Norway
| | - Sharmini Alagaratnam
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway.,K.G. Jebsen Colorectal Cancer Research Centre, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway
| | - Marianne Berg
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway.,Gastrointestinal Translational Research Unit, Lab for Molecular Biology, Stavanger University Hospital, P.O. Box 8100, NO-4011, Stavanger, Norway
| | - Stine A Danielsen
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway.,K.G. Jebsen Colorectal Cancer Research Centre, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway
| | - Arild Nesbakken
- K.G. Jebsen Colorectal Cancer Research Centre, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway.,Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, P.O. Box 4950, Nydalen, NO-0424, Oslo, Norway.,Department of Gastrointestinal Surgery, Oslo University Hospital, P.O. Box 4950, Nydalen, NO-0424, Oslo, Norway
| | - Kjetil Søreide
- Gastrointestinal Translational Research Unit, Lab for Molecular Biology, Stavanger University Hospital, P.O. Box 8100, NO-4011, Stavanger, Norway.,Department of Gastrointestinal Surgery, Stavanger University Hospital, P.O. Box 8100, NO-4011, Stavanger, Norway.,Department of Clinical Medicine, University of Bergen, P.O. Box 7804, NO-5020, Bergen, Norway
| | - Ragnhild A Lothe
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway. .,K.G. Jebsen Colorectal Cancer Research Centre, Oslo University Hospital, P.O. Box 4953, Nydalen, NO-0424, Oslo, Norway. .,Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, P.O. Box 4950, Nydalen, NO-0424, Oslo, Norway.
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Bai Y, Yang C, Wu R, Huang L, Song S, Li W, Yan P, Lin C, Li D, Zhang Y. YTHDF1 Regulates Tumorigenicity and Cancer Stem Cell-Like Activity in Human Colorectal Carcinoma. Front Oncol 2019; 9:332. [PMID: 31131257 PMCID: PMC6509179 DOI: 10.3389/fonc.2019.00332] [Citation(s) in RCA: 180] [Impact Index Per Article: 36.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2019] [Accepted: 04/11/2019] [Indexed: 01/05/2023] Open
Abstract
YTH N6-methyladenosine (m6A) RNA binding protein 1 (YTHDF1) is a core factor in RNA methylation modification. Recent studies have shown that m6A is closely related to multiple tumors, thus YTHDF1 may also play a role in tumorigenesis. This study, aimed to explore the role of YTHDF1 in the colorectal cancer (CRC). In this study, we identified YTHDF1 as being highly expressed at the mRNA and protein levels in TCGA, GEO CRC and primary CRC. Furthermore, the YTHDF1 gene copy number was positively correlated with YTHDF1 mRNA expression in CRC. Knocking down the expression of YTHDF1 significantly inhibited the CRC cell's tumorigenicity in vitro and murine xenograft tumor growth in vivo. Furthermore, silencing of YTHDF1 inhibited the colonosphere formation ability in vitro. Mechanistically, we found that silencing YTHDF1 significantly inhibited Wnt/β-catenin pathway activity in CRC cells. Together, YTHDF1 is overexpressed in CRC and plays a vital oncogenic role in CRC, and this novel finding may provide a potential therapeutic target for CRC.
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Affiliation(s)
- Yang Bai
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Chunxing Yang
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Runliu Wu
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Lihua Huang
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Shenlei Song
- Center for Medical Experiments, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Wanwan Li
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Peichen Yan
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Changwei Lin
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Daojiang Li
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Yi Zhang
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital of Central South University, Changsha, China
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Gou H, Liang JQ, Zhang L, Chen H, Zhang Y, Li R, Wang X, Ji J, Tong JH, To KF, Sung JJY, Chan FKL, Fang JY, Yu J. TTPAL Promotes Colorectal Tumorigenesis by Stabilizing TRIP6 to Activate Wnt/β-Catenin Signaling. Cancer Res 2019; 79:3332-3346. [PMID: 31018940 DOI: 10.1158/0008-5472.can-18-2986] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Revised: 03/16/2019] [Accepted: 04/19/2019] [Indexed: 11/16/2022]
Abstract
Copy number alterations are crucial for the development of colorectal cancer. Our whole-genome analysis identified tocopherol alpha transfer protein-like (TTPAL) as preferentially amplified in colorectal cancer. Here we demonstrate that frequent copy number gain of TTPAL leads to gene overexpression in colorectal cancer from a Chinese cohort (n = 102), which was further validated by a The Cancer Genome Atlas (TCGA) cohort (n = 376). High expression of TTPAL was significantly associated with shortened survival in patients with colorectal cancer. TTPAL promoted cell viability and clonogenicity, accelerated cell-cycle progression, inhibited cell apoptosis, increased cell migration/invasion ability in vitro, and promoted tumorigenicity and cancer metastasis in vivo. TTPAL significantly activated Wnt signaling and increased β-catenin activation and protein expression of cyclin D1 and c-Myc. Coimmunoprecipitation followed by mass spectrometry identified thyroid receptor-interacting protein 6 (TRIP6) as a direct downstream effector of TTPAL. Depletion of TRIP6 significantly abolished the effects of TTPAL on cell proliferation and Wnt activation. Direct binding of TTPAL with TRIP6 in the cytoplasm inhibited ubiquitin-mediated degradation of TRIP6 and, subsequently, increased levels of TRIP6 displaced β-catenin from the tumor suppressor MAGI1 via competitive binding. This sequence of events allows β-catenin to enter the nucleus and promotes oncogenic Wnt/β-catenin signaling. In conclusion, TTPAL is commonly overexpressed in colorectal cancer due to copy number gain, which promotes colorectal tumorigenesis by activating Wnt/β-catenin signaling via stabilization of TRIP6. TTPAL overexpression may serve as an independent new biomarker for the prognosis of patients with colorectal cancer. SIGNIFICANCE: TTPAL, a gene preferentially amplified in colorectal cancer, promotes colon tumorigenesis via activation of the Wnt/β-catenin pathway.
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Affiliation(s)
- Hongyan Gou
- Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, State Key Laboratory for Oncogenes and Related Genes, Shanghai Institute of Digestive Disease, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong
| | - Jessie Qiaoyi Liang
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong
| | - Lijing Zhang
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong
| | - Huarong Chen
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong
| | - Yanquan Zhang
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong
| | - Rui Li
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong
| | - Xiaohong Wang
- Department of Surgery, Peking University Cancer Hospital and Institute, Beijing, China
| | - Jiafu Ji
- Department of Surgery, Peking University Cancer Hospital and Institute, Beijing, China
| | - Joanna H Tong
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Oncology in South China, The Chinese University of Hong Kong, Hong Kong
| | - Ka-Fai To
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Oncology in South China, The Chinese University of Hong Kong, Hong Kong
| | - Joseph J Y Sung
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong
| | - Francis K L Chan
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong
| | - Jing-Yuan Fang
- Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, State Key Laboratory for Oncogenes and Related Genes, Shanghai Institute of Digestive Disease, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China
| | - Jun Yu
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong.
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Sato K, Niida A, Masuda T, Shimizu D, Tobo T, Kuroda Y, Eguchi H, Nakagawa T, Suzuki Y, Mimori K. Multiregion Genomic Analysis of Serially Transplanted Patient-derived Xenograft Tumors. Cancer Genomics Proteomics 2019; 16:21-27. [PMID: 30587497 PMCID: PMC6348396 DOI: 10.21873/cgp.20109] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2018] [Revised: 10/31/2018] [Accepted: 11/02/2018] [Indexed: 01/28/2023] Open
Abstract
BACKGROUND Intratumoral heterogeneity (ITH) is a major cause underlying therapeutic difficulty of cancer. Although an understanding of ITH is critically important in order to develop novel therapeutic strategies, experimental models that enable the examination of ITH in a time series are lacking. MATERIALS AND METHODS We developed an experimental approach based on patient-derived xenograft (PDX) mice and a multiregional sequencing approach (MRA). The multiple regions of primary colorectal cancer (CRC) and serially transplanted PDX tumors were analyzed via whole-exome sequencing and bioinformatic analyses. RESULTS Our PDX-MRA of CRC indicated the spatiotemporal genetic transition of ITH. It was found that the subclonal architecture of CRC dynamically changes during serial transplantation. Furthermore, our data suggest that environmental selective pressures drive the development of minor pre-existing subclones in PDX-MRA. CONCLUSION PDX-MRA is a useful tool for understanding the spatiotemporal dynamics of ITH.
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Affiliation(s)
- Kuniaki Sato
- Department of Surgery, Kyushu University Beppu Hospital, Oita, Japan
- Department of Otorhinolaryngology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Atsushi Niida
- Division of Health Medical Computational Science, Health Intelligence Center, Institute of Medical Science, University of Tokyo, Tokyo, Japan
| | - Takaaki Masuda
- Department of Surgery, Kyushu University Beppu Hospital, Oita, Japan
| | - Dai Shimizu
- Department of Surgery, Kyushu University Beppu Hospital, Oita, Japan
| | - Taro Tobo
- Department of Clinical Laboratory Medicine and Pathology, Kyushu University Beppu Hospital, Oita, Japan
| | - Yousuke Kuroda
- Department of Surgery, Kyushu University Beppu Hospital, Oita, Japan
| | - Hidetoshi Eguchi
- Department of Surgery, Kyushu University Beppu Hospital, Oita, Japan
| | - Takashi Nakagawa
- Department of Otorhinolaryngology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Yutaka Suzuki
- Medical Genome Sciences, Graduate School of Frontier Sciences, University of Tokyo, Chiba, Japan
| | - Koshi Mimori
- Department of Surgery, Kyushu University Beppu Hospital, Oita, Japan
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Di J, Yang H, Wang Z, Yang J, Gao P, Jiang B, Su X. Clonality and heterogeneity of metachronous colorectal cancer. Mol Carcinog 2018; 58:447-457. [PMID: 30499617 DOI: 10.1002/mc.22947] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2018] [Revised: 09/19/2018] [Accepted: 11/22/2018] [Indexed: 12/13/2022]
Abstract
Patients with metachronous colorectal cancer (CRC) have been diagnosed with primary CRC more than once. Given that the genetic and microenvironment is the same in these cases, metachronous CRC is an important model for studying colorectal tumorigenesis. We performed whole exome sequencing of seven freshly frozen tumors from three patients with metachronous CRC and compared their genetic profiles. In patients with metachronous tumors of distinct genetic origins, 3.74% and 0.20% of genes were ubiquitously mutated and candidate cancer genes mutated at different sites. Tumors from the same patients were clonally unrelated, and thus druggable genes differed. In contrast, in a patient with metachronous tumors of a common genetic origin, the ubiquitously mutated genes were 61.02%, with ubiquitously mutated genes and candidate cancer genes all mutated at the same sites, tumors were clonally related, and some druggable genes were the same. Therefore, two different clonal relationships between metachronous tumors exist in CRC, one is monoclonal and the other is polyclonal. Our findings may help to advance understanding of the differences in metachronous CRCs and the genetic mechanisms of which they originate, and provide new avenues for CRC treatment.
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Affiliation(s)
- Jiabo Di
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute, Beijing, China
| | - Hong Yang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute, Beijing, China
| | - Zaozao Wang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute, Beijing, China
| | - Jie Yang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute, Beijing, China
| | - Pin Gao
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute, Beijing, China
| | - Beihai Jiang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute, Beijing, China
| | - Xiangqian Su
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute, Beijing, China
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Feng L, Jing L, Han J, Wang G, Liu Y, Zhang X, Wang Y, Wang F, Ma H, Liu Y. MicroRNA 486-3p directly targets BIK and regulates apoptosis and invasion in colorectal cancer cells. Onco Targets Ther 2018; 11:8791-8801. [PMID: 30584337 PMCID: PMC6287550 DOI: 10.2147/ott.s180354] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
Background MicroRNAs influence almost every genetic pathway and are involved in colorectal cancer (CRC). However, the biological role of miR486-3p in CRC remains to be elucidated. Methods In this study, miR486-3p expression in CRC cell lines and normal colonic epithelial cells was determined. After miR486-3p mimic, inhibitor, and BIK siRNA transfection, cell proliferation, apoptosis, and migration were examined. Furthermore, the target of miR486-3p was identified by luciferase-reporter assay and underlying molecular mechanisms studied. Results The results revealed that miR486-3p was significantly upregulated in CRC compared with normal colonic epithelial cells, whereas BIK expression was remarkably downregulated in CRC cells. MTT assays demonstrated that suppression of miR486-3p expression reduced CRC cell proliferation, whereas elevated miR486-3p or BIK silencing induced cell proliferation. Wound-healing assays and transwell experiments revealed that both upregulation of miR486-3p and down-regulation of BIK increased CRC cell migration and invasion ability. Moreover, bioinformatic target prediction identified BIK as a putative target of miR486-3p. Knockdown of miR486-3p was shown to upregulate BIK expression, whereas overexpression of miR486-3p suppressed the expression of BIK. Luciferase reporter assay results further confirmed this deduction. Conclusion In conclusion, these findings suggest that miR486-3p is an oncogene in CRC. Gene therapy using miR486-3p inhibition may provide a new clue for CRC therapy.
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Affiliation(s)
- Li Feng
- Department of Medical Oncology, Fourth Hospital of Hebei Medical University, Shijiazhuang 050011, China,
| | - Li Jing
- Department of Medical Oncology, Fourth Hospital of Hebei Medical University, Shijiazhuang 050011, China,
| | - Jing Han
- Department of Medical Oncology, Fourth Hospital of Hebei Medical University, Shijiazhuang 050011, China,
| | - Guiying Wang
- Second Department of General Surgery, Fourth Hospital of Hebei Medical University, Shijiazhuang 050011, China
| | - Yan Liu
- Department of Medical Oncology, Fourth Hospital of Hebei Medical University, Shijiazhuang 050011, China,
| | - Xue Zhang
- Department of Medical Oncology, Fourth Hospital of Hebei Medical University, Shijiazhuang 050011, China,
| | - Yudong Wang
- Department of Medical Oncology, Fourth Hospital of Hebei Medical University, Shijiazhuang 050011, China,
| | - Feifei Wang
- Second Department of General Surgery, Fourth Hospital of Hebei Medical University, Shijiazhuang 050011, China
| | - Hongqing Ma
- Second Department of General Surgery, Fourth Hospital of Hebei Medical University, Shijiazhuang 050011, China
| | - Yibing Liu
- Department of Medical Oncology, Fourth Hospital of Hebei Medical University, Shijiazhuang 050011, China,
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37
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Song S, Li D, Yang C, Yan P, Bai Y, Zhang Y, Hu G, Lin C, Li X. Overexpression of NELFCD promotes colorectal cancer cells proliferation, migration, and invasion. Onco Targets Ther 2018; 11:8741-8750. [PMID: 30584332 PMCID: PMC6287418 DOI: 10.2147/ott.s186266] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
PURPOSE Negative elongation factor complex member C/D (NELFCD), mapped to chromosome 20q13.32, has been found to be significantly overexpressed in colorectal cancer (CRC) by our previous research. However, whether its overexpression contributes to CRC development is unknown. We aimed to explore the biological and clinical roles of NELFCD in CRC. MATERIALS AND METHODS The expression of NELFCD was detected by qRT-PCR and Western blot. The biological function of NELFCD on CRC cell proliferation, migration, invasion, and apoptosis was detected by cell counting kit-8, plate colony formation assay, transwell migration and invasion assays, and flow cytometry in vitro and by murine xenograft tumor growth in vivo. Moreover, we evaluated the correction between its expression level and clinicopathologic parameters. RESULTS We found NELFCD was overexpressed in 50 pairs of CRC tissues in comparison to the adjacent nontumor tissues (P<0.05). Knockdown of NELFCD significantly impaired cell proliferation, migration and invasion abilities, facilitated cell apoptosis in vitro, and inhibited tumorigenesis of CRC cells in vivo. NELFCD levels were remarkably connected with tumor location in CRC patients. CONCLUSION NELFCD is overexpressed and plays an oncogenic role in CRC. Targeting NELFCD may provide a potential therapeutic option for NELFCD-amplified tumors.
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Affiliation(s)
- Shenglei Song
- Department of Gastrointestinal Surgery, The Third Xiang Ya Hospital of Central South University, Changsha, Hunan 410013, China, ;
| | - Daojiang Li
- Department of Gastrointestinal Surgery, The Third Xiang Ya Hospital of Central South University, Changsha, Hunan 410013, China, ;
| | - Chunxing Yang
- Department of Gastrointestinal Surgery, The Third Xiang Ya Hospital of Central South University, Changsha, Hunan 410013, China, ;
| | - Peicheng Yan
- Department of Gastrointestinal Surgery, The Third Xiang Ya Hospital of Central South University, Changsha, Hunan 410013, China, ;
| | - Yang Bai
- Department of Gastrointestinal Surgery, The Third Xiang Ya Hospital of Central South University, Changsha, Hunan 410013, China, ;
| | - Yi Zhang
- Department of Gastrointestinal Surgery, The Third Xiang Ya Hospital of Central South University, Changsha, Hunan 410013, China, ;
| | - Gui Hu
- Department of Gastrointestinal Surgery, The Third Xiang Ya Hospital of Central South University, Changsha, Hunan 410013, China, ;
| | - Changwei Lin
- Department of Gastrointestinal Surgery, The Third Xiang Ya Hospital of Central South University, Changsha, Hunan 410013, China, ;
| | - Xiaorong Li
- Department of Gastrointestinal Surgery, The Third Xiang Ya Hospital of Central South University, Changsha, Hunan 410013, China, ;
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38
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Yang PS, Hsu HH, Hsu TC, Chen MJ, Wang CD, Yu SL, Hsu YC, Li KC. Genome-Wide Scan for Copy Number Alteration Association with Relapse-Free Survival in Colorectal Cancer with Liver Metastasis Patients. J Clin Med 2018; 7:jcm7110446. [PMID: 30453668 PMCID: PMC6262537 DOI: 10.3390/jcm7110446] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2018] [Revised: 11/06/2018] [Accepted: 11/13/2018] [Indexed: 12/12/2022] Open
Abstract
Predicting a patient's risk of recurrence after the resection of liver metastases from colorectal cancer is critical for evaluating and selecting therapeutic approaches. Clinical and pathologic parameters have shown limited accuracy thus far. Therefore, we combined the clinical status with a genomic approach to stratify relapse-free survival in colorectal cancer liver metastases patients. To identify new molecular and genetic signatures specific to colorectal cancer with liver metastasis (CRCLM) patients, we conducted DNA copy number profiling on a cohort of 21 Taiwanese CRCLM patients using a comparative genomic hybridization (CGH) array. We identified a three-gene signature based on differential copy number alteration between patients with different statuses of (1) recurrence and (2) synchronous metastasis. In relapse hotspot regions, only three genes (S100PBP, CSMD2, and TGFBI) were significantly associated with the synchronous liver metastasis factor. A final set of three genes-S100PBP, CSMD2, TGFBI-significantly predicted relapse-free survival in our cohort (p = 0.04) and another CRCLM cohort (p = 0.02). This three-gene signature is the first genomic signature validated for relapse-free survival in post-hepatectomy CRCLM patients. Our three-gene signature was developed using a whole-genome CGH array and has a good prognostic position for the relapse-free survival of CRCLM patients after hepatectomy.
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Affiliation(s)
- Po-Sheng Yang
- Department of Medicine, Mackay Medical College, New Taipei 252, Taiwan.
- Department of General Surgery, Mackay Memorial Hospital, Taipei 104, Taiwan.
| | - Hsi-Hsien Hsu
- Department of Colorectal Surgery, Mackay Memorial Hospital, Taipei 104, Taiwan.
| | - Tzu-Chi Hsu
- Department of Colorectal Surgery, Mackay Memorial Hospital, Taipei 104, Taiwan.
| | - Ming-Jen Chen
- Department of Colorectal Surgery, Mackay Memorial Hospital, Taipei 104, Taiwan.
| | - Cin-Di Wang
- Institute of Statistical Science, Academia Sinica, Taipei 115, Taiwan.
| | - Sung-Liang Yu
- Department of Clinical Laboratory Sciences and Medical Biotechnology, College of Medicine, National Taiwan University, Taipei 100, Taiwan.
| | - Yi-Chiung Hsu
- Department of Biomedical Sciences and Engineering, National Central University, Taoyuan 320, Taiwan.
| | - Ker-Chau Li
- Institute of Statistical Science, Academia Sinica, Taipei 115, Taiwan.
- Department of Statistics, University of California Los Angeles, Los Angeles, CA 90095, USA.
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39
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Din S, Wong K, Mueller MF, Oniscu A, Hewinson J, Black CJ, Miller ML, Jiménez-Sánchez A, Rabbie R, Rashid M, Satsangi J, Adams DJ, Arends MJ. Mutational Analysis Identifies Therapeutic Biomarkers in Inflammatory Bowel Disease-Associated Colorectal Cancers. Clin Cancer Res 2018; 24:5133-5142. [PMID: 29950348 PMCID: PMC6193541 DOI: 10.1158/1078-0432.ccr-17-3713] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2017] [Revised: 05/03/2018] [Accepted: 06/25/2018] [Indexed: 12/17/2022]
Abstract
Purpose: Inflammatory bowel disease-associated colorectal cancers (IBD-CRC) are associated with a higher mortality than sporadic colorectal cancers. The poorly defined molecular pathogenesis of IBD-CRCs limits development of effective prevention, detection, and treatment strategies. We aimed to identify biomarkers using whole-exome sequencing of IBD-CRCs to guide individualized management.Experimental Design: Whole-exome sequencing was performed on 34 formalin-fixed paraffin-embedded primary IBD-CRCs and 31 matched normal lymph nodes. Computational methods were used to identify somatic point mutations, small insertions and deletions, mutational signatures, and somatic copy number alterations. Mismatch repair status was examined.Results: Hypermutation was observed in 27% of IBD-CRCs. All hypermutated cancers were from the proximal colon; all but one of the cancers with hypermutation had defective mismatch repair or somatic mutations in the proofreading domain of DNA POLE Hypermutated IBD-CRCs had increased numbers of predicted neo-epitopes, which could be exploited using immunotherapy. We identified six distinct mutation signatures in IBD-CRCs, three of which corresponded to known mechanisms of mutagenesis. Driver genes were also identified.Conclusions: IBD-CRCs should be evaluated for hypermutation and defective mismatch repair to identify patients with a higher neo-epitope load who may benefit from immunotherapies. Prospective trials are required to determine whether IHC to detect loss of MLH1 expression in dysplastic colonic tissue could identify patients at increased risk of developing IBD-CRC. We identified mutations in genes in IBD-CRCs with hypermutation that might be targeted therapeutically. These approaches would complement and individualize surveillance and treatment programs. Clin Cancer Res; 24(20); 5133-42. ©2018 AACR.
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Affiliation(s)
- Shahida Din
- NHS Lothian, Gastrointestinal Unit, Western General Hospital, Edinburgh, Scotland, United Kingdom.
| | - Kim Wong
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Mike F Mueller
- Division of Pathology, Centre for Comparative Pathology, Edinburgh Cancer Research Centre, Institute of Genetics & Molecular Medicine, Western General Hospital, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Anca Oniscu
- NHS Lothian, Department of Molecular Pathology, Laboratory Medicine, Royal Infirmary of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - James Hewinson
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Catherine J Black
- NHS Lothian, Department of Pathology, Western General Hospital, Edinburgh, Scotland, United Kingdom
| | - Martin L Miller
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, Cambridge, United Kingdom
| | - Alejandro Jiménez-Sánchez
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, Cambridge, United Kingdom
| | - Roy Rabbie
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Mamunar Rashid
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Jack Satsangi
- Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - David J Adams
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, United Kingdom
| | - Mark J Arends
- Division of Pathology, Centre for Comparative Pathology, Edinburgh Cancer Research Centre, Institute of Genetics & Molecular Medicine, Western General Hospital, University of Edinburgh, Edinburgh, Scotland, United Kingdom
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40
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Smeets D, Miller IS, O'Connor DP, Das S, Moran B, Boeckx B, Gaiser T, Betge J, Barat A, Klinger R, van Grieken NCT, Cremolini C, Prenen H, Mazzone M, Depreeuw J, Bacon O, Fender B, Brady J, Hennessy BT, McNamara DA, Kay E, Verheul HM, Maarten N, Gallagher WM, Murphy V, Prehn JHM, Koopman M, Punt CJA, Loupakis F, Ebert MPA, Ylstra B, Lambrechts D, Byrne AT. Copy number load predicts outcome of metastatic colorectal cancer patients receiving bevacizumab combination therapy. Nat Commun 2018; 9:4112. [PMID: 30291241 PMCID: PMC6173768 DOI: 10.1038/s41467-018-06567-6] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2017] [Accepted: 09/04/2018] [Indexed: 02/07/2023] Open
Abstract
Increased copy number alterations (CNAs) indicative of chromosomal instability (CIN) have been associated with poor cancer outcome. Here, we study CNAs as potential biomarkers of bevacizumab (BVZ) response in metastatic colorectal cancer (mCRC). We cluster 409 mCRCs in three subclusters characterized by different degrees of CIN. Tumors belonging to intermediate-to-high instability clusters have improved outcome following chemotherapy plus BVZ versus chemotherapy alone. In contrast, low instability tumors, which amongst others consist of POLE-mutated and microsatellite-instable tumors, derive no further benefit from BVZ. This is confirmed in 81 mCRC tumors from the phase 2 MoMa study involving BVZ. CNA clusters overlap with CRC consensus molecular subtypes (CMS); CMS2/4 xenografts correspond to intermediate-to-high instability clusters and respond to FOLFOX chemotherapy plus mouse avastin (B20), while CMS1/3 xenografts match with low instability clusters and fail to respond. Overall, we identify copy number load as a novel potential predictive biomarker of BVZ combination therapy. Increased copy number alterations, indicative of chromosomal instability, is associated with poor cancer outcome. Here, metastatic colorectal cancer patients displaying intermediate-high CIN associate with improved outcome following chemotherapy and bevacizumab treatment, suggesting CIN as a predictive biomarker.
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Affiliation(s)
- Dominiek Smeets
- VIB Center for Cancer Biology, VIB, Herestraat 49, 3000, Leuven, Belgium.,Department of Human Genetics, University of Leuven (KULeuven), Herestraat 49, 3000, Leuven, Belgium
| | - Ian S Miller
- Department of Physiology & Medical Physics, Royal College of Surgeons in Ireland, 31A York Street, Dublin, D2, Ireland
| | - Darran P O'Connor
- Department of Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, 123 St.Stephen's Green, Dublin, D2, Ireland.,UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, D4, Ireland
| | - Sudipto Das
- Department of Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, 123 St.Stephen's Green, Dublin, D2, Ireland.,UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, D4, Ireland
| | - Bruce Moran
- UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, D4, Ireland
| | - Bram Boeckx
- VIB Center for Cancer Biology, VIB, Herestraat 49, 3000, Leuven, Belgium.,Department of Human Genetics, University of Leuven (KULeuven), Herestraat 49, 3000, Leuven, Belgium
| | - Timo Gaiser
- Institute of Pathology, University Medical Center Mannheim, University of Heidelberg, Theodor-Kutzer-Ufer 1-3, 68167, Mannheim, Germany
| | - Johannes Betge
- Department of Medicine II, University Hospital Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3, 68167, Mannheim, Germany
| | - Ana Barat
- Department of Physiology & Medical Physics, Royal College of Surgeons in Ireland, 31A York Street, Dublin, D2, Ireland
| | - Rut Klinger
- UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, D4, Ireland
| | - Nicole C T van Grieken
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, The Netherlands
| | - Chiara Cremolini
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Istituto Toscano Tumori, Lungarno Antonio Pacinotti, 43, 56126, Pisa, Italy
| | - Hans Prenen
- Department of Oncology, University Hospital Antwerp, Edegem, 2650, Belgium.,Center for Oncological Research, Antwerp University, 2650, Edegem, Belgium
| | - Massimiliano Mazzone
- VIB Center for Cancer Biology, VIB, Herestraat 49, 3000, Leuven, Belgium.,Department of Oncology, University of Leuven (KULeuven), Herestraat 49, 3000, Leuven, Belgium
| | - Jeroen Depreeuw
- VIB Center for Cancer Biology, VIB, Herestraat 49, 3000, Leuven, Belgium.,Department of Human Genetics, University of Leuven (KULeuven), Herestraat 49, 3000, Leuven, Belgium.,Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, University Hospitals Leuven, KU Leuven, Herestraat 49, 3000, Leuven, Belgium
| | - Orna Bacon
- Department of Physiology & Medical Physics, Royal College of Surgeons in Ireland, 31A York Street, Dublin, D2, Ireland
| | - Bozena Fender
- OncoMark Limited, NovaUCD, Belfield Innovation Park, Dublin, D4, Ireland
| | - Joseph Brady
- Veterinary Pathobiology, School of Veterinary Medicine, University College Dublin, Stillorgan Rd, Belfield, Dublin, D4, Ireland
| | - Bryan T Hennessy
- Department of Surgery, Beaumont Hospital, Beaumont Rd, Beaumont, Dublin, D9, Ireland
| | - Deborah A McNamara
- Department of Surgery, Beaumont Hospital, Beaumont Rd, Beaumont, Dublin, D9, Ireland
| | - Elaine Kay
- Department of Pathology, Beaumont Hospital, Beaumont Rd, Beaumont, Dublin, D9, Ireland
| | - Henk M Verheul
- Department of Medical Oncology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, The Netherlands
| | - Neerincx Maarten
- Department of Medical Oncology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, The Netherlands
| | - William M Gallagher
- UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, D4, Ireland.,OncoMark Limited, NovaUCD, Belfield Innovation Park, Dublin, D4, Ireland
| | - Verena Murphy
- Cancer Trials Ireland, Innovation House, Old Finglas Road, Dublin, D9, Ireland
| | - Jochen H M Prehn
- Department of Physiology & Medical Physics, Royal College of Surgeons in Ireland, 31A York Street, Dublin, D2, Ireland
| | - Miriam Koopman
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
| | - Cornelis J A Punt
- Department of Medical Oncology, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
| | - Fotios Loupakis
- Oncologia Medica 1, Istituto Oncologico Veneto, Istituto di Ricovero e Cura a Carattere Scientifico, IRCCS, Via Gattamelata, 64, 35128, Padova, Italy
| | - Matthias P A Ebert
- Department of Medicine II, University Hospital Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3, 68167, Mannheim, Germany
| | - Bauke Ylstra
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV, Amsterdam, The Netherlands
| | - Diether Lambrechts
- VIB Center for Cancer Biology, VIB, Herestraat 49, 3000, Leuven, Belgium. .,Department of Human Genetics, University of Leuven (KULeuven), Herestraat 49, 3000, Leuven, Belgium.
| | - Annette T Byrne
- Department of Physiology & Medical Physics, Royal College of Surgeons in Ireland, 31A York Street, Dublin, D2, Ireland.,UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, D4, Ireland
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41
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Condorelli DF, Spampinato G, Valenti G, Musso N, Castorina S, Barresi V. Positive Caricature Transcriptomic Effects Associated with Broad Genomic Aberrations in Colorectal Cancer. Sci Rep 2018; 8:14826. [PMID: 30287863 PMCID: PMC6172234 DOI: 10.1038/s41598-018-32884-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2018] [Accepted: 09/07/2018] [Indexed: 12/12/2022] Open
Abstract
We re-examined the correlation between Broad Genomic Aberrations (BGAs) and transcriptomic profiles in Colorectal Cancer (CRC). Two types of BGAs have been examined: Broad Copy-Number Abnormal regions (BCNAs), distinguished in gain- and loss-type, and Copy-Neutral Loss of Heterozygosities (CNLOHs). Transcripts are classified as “OverT” or “UnderT” if overexpressed or underexpressed comparing CRCs bearing a specific BGA to CRCs not bearing it and as “UpT” or “DownT” if upregulated or downregulated in cancer compared to normal tissue. BGA-associated effects were evaluated by changes in the “Chromosomal Distribution Index” (CDI) of different transcript classes. Data show that UpT are more sensitive than DownT to BCNA-associated gene dosage effects. “Over-UpT” genes are upregulated in cancer and further overexpressed by gene dosage, defining the so called “positive caricature transcriptomic effect”. When Over-UpT genes are ranked according to overexpression, top positions are occupied by genes implicated at the functional and therapeutic level in CRC. We show that cancer-upregulated transcripts are sensitive markers of BCNA-induced effects and suggest that analysis of positive caricature transcriptomic effects can provide clues toward the identification of BCNA-associated cancer driver genes.
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Affiliation(s)
- Daniele F Condorelli
- Department of Biomedical and Biotechnological Sciences, Section of Medical Biochemistry, University of Catania, Catania, (95123), Italy.
| | - Giorgia Spampinato
- Department of Biomedical and Biotechnological Sciences, Section of Medical Biochemistry, University of Catania, Catania, (95123), Italy
| | - Giovanna Valenti
- Department of Biomedical and Biotechnological Sciences, Section of Medical Biochemistry, University of Catania, Catania, (95123), Italy
| | - Nicolò Musso
- Department of Biomedical and Biotechnological Sciences, Section of Medical Biochemistry, University of Catania, Catania, (95123), Italy
| | - Sergio Castorina
- Department of Medical and Surgical Sciences and Advanced Technologies, University of Catania, Catania, (95123), Italy
| | - Vincenza Barresi
- Department of Biomedical and Biotechnological Sciences, Section of Medical Biochemistry, University of Catania, Catania, (95123), Italy.
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42
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Cross W, Kovac M, Mustonen V, Temko D, Davis H, Baker AM, Biswas S, Arnold R, Chegwidden L, Gatenbee C, Anderson AR, Koelzer VH, Martinez P, Jiang X, Domingo E, Woodcock DJ, Feng Y, Kovacova M, Maughan T, Jansen M, Rodriguez-Justo M, Ashraf S, Guy R, Cunningham C, East JE, Wedge DC, Wang LM, Palles C, Heinimann K, Sottoriva A, Leedham SJ, Graham TA, Tomlinson IPM. The evolutionary landscape of colorectal tumorigenesis. Nat Ecol Evol 2018; 2:1661-1672. [PMID: 30177804 PMCID: PMC6152905 DOI: 10.1038/s41559-018-0642-z] [Citation(s) in RCA: 79] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2018] [Accepted: 07/12/2018] [Indexed: 01/19/2023]
Abstract
The evolutionary events that cause colorectal adenomas (benign) to progress to carcinomas (malignant) remain largely undetermined. Using multi-region genome and exome sequencing of 24 benign and malignant colorectal tumours, we investigate the evolutionary fitness landscape occupied by these neoplasms. Unlike carcinomas, advanced adenomas frequently harbour sub-clonal driver mutations-considered to be functionally important in the carcinogenic process-that have not swept to fixation, and have relatively high genetic heterogeneity. Carcinomas are distinguished from adenomas by widespread aneusomies that are usually clonal and often accrue in a 'punctuated' fashion. We conclude that adenomas evolve across an undulating fitness landscape, whereas carcinomas occupy a sharper fitness peak, probably owing to stabilizing selection.
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Affiliation(s)
- William Cross
- Evolution and Cancer Laboratory, Barts Cancer Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Molecular and Population Genetics Laboratory, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Michal Kovac
- Molecular and Population Genetics Laboratory, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Bone Tumour Reference Center at the Institute of Pathology, University Hospital Basel, Basel, Switzerland
| | - Ville Mustonen
- Organismal and Evolutionary Biology Research Programme, Department of Computer Science, Institute of Biotechnology, Helsinki Institute for Information Technology HIIT, University of Helsinki, Helsinki, Finland
| | - Daniel Temko
- Evolution and Cancer Laboratory, Barts Cancer Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- CoMPLEX, Department of Computer Science, University College London, London, UK
| | - Hayley Davis
- Gastrointestinal Stem Cell Biology Laboratory, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Ann-Marie Baker
- Evolution and Cancer Laboratory, Barts Cancer Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Sujata Biswas
- Gastrointestinal Stem Cell Biology Laboratory, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Roland Arnold
- Cancer Bioinfomatics Group, Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Laura Chegwidden
- Gastrointestinal Cancer Genetics Laboratory, Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Chandler Gatenbee
- Integrated Mathematical Oncology Department, Moffitt Comprehensive Cancer Centre, Tampa, FL, USA
| | - Alexander R Anderson
- Integrated Mathematical Oncology Department, Moffitt Comprehensive Cancer Centre, Tampa, FL, USA
| | - Viktor H Koelzer
- Molecular and Population Genetics Laboratory, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Institute of Pathology, University of Bern, Bern, Switzerland
| | - Pierre Martinez
- Evolution and Cancer Laboratory, Barts Cancer Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Xiaowei Jiang
- Cancer Genetics and Evolution Laboratory, Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Enric Domingo
- Molecular and Population Genetics Laboratory, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | - Yun Feng
- Molecular and Population Genetics Laboratory, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Monika Kovacova
- Institute of Mathematics and Physics, Faculty of Mechanical Engineering, Slovak University of Technology in Bratislava, Bratislava, Slovakia
| | - Tim Maughan
- Department of Oncology, University of Oxford, Oxford, UK
| | - Marnix Jansen
- Department of Research Pathology, Cancer Institute, University College London, London, UK
| | - Manuel Rodriguez-Justo
- Department of Research Pathology, Cancer Institute, University College London, London, UK
| | - Shazad Ashraf
- Department of Surgery, University Hospitals Birmingham, Birmingham, UK
| | - Richard Guy
- Department of Colorectal Surgery, Cancer Centre, Churchill Hospital, Oxford University Hospital NHS Foundation Trust, Oxford, UK
| | - Christopher Cunningham
- Department of Colorectal Surgery, Cancer Centre, Churchill Hospital, Oxford University Hospital NHS Foundation Trust, Oxford, UK
| | - James E East
- Translational Gastroenterology Unit, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - David C Wedge
- Big Data Institute, University of Oxford, Oxford, UK
| | - Lai Mun Wang
- Ludwig Institute for Cancer Research, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Claire Palles
- Gastrointestinal Cancer Genetics Laboratory, Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Karl Heinimann
- Institute for Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Andrea Sottoriva
- Evolutionary Genomics and Modelling Lab, Centre for Evolution and Cancer, The Institute of Cancer Research, London, UK
| | - Simon J Leedham
- Gastrointestinal Stem Cell Biology Laboratory, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Translational Gastroenterology Unit, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - Trevor A Graham
- Evolution and Cancer Laboratory, Barts Cancer Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK.
| | - Ian P M Tomlinson
- Cancer Genetics and Evolution Laboratory, Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK.
- Department of Histopathology, University Hospitals Birmingham, Birmingham, UK.
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43
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Hieronymus H, Murali R, Tin A, Yadav K, Abida W, Moller H, Berney D, Scher H, Carver B, Scardino P, Schultz N, Taylor B, Vickers A, Cuzick J, Sawyers CL. Tumor copy number alteration burden is a pan-cancer prognostic factor associated with recurrence and death. eLife 2018; 7:e37294. [PMID: 30178746 PMCID: PMC6145837 DOI: 10.7554/elife.37294] [Citation(s) in RCA: 181] [Impact Index Per Article: 30.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2018] [Accepted: 08/13/2018] [Indexed: 12/14/2022] Open
Abstract
The level of copy number alteration (CNA), termed CNA burden, in the tumor genome is associated with recurrence of primary prostate cancer. Whether CNA burden is associated with prostate cancer survival or outcomes in other cancers is unknown. We analyzed the CNA landscape of conservatively treated prostate cancer in a biopsy and transurethral resection cohort, reflecting an increasingly common treatment approach. We find that CNA burden is prognostic for cancer-specific death, independent of standard clinical prognosticators. More broadly, we find CNA burden is significantly associated with disease-free and overall survival in primary breast, endometrial, renal clear cell, thyroid, and colorectal cancer in TCGA cohorts. To assess clinical applicability, we validated these findings in an independent pan-cancer cohort of patients whose tumors were sequenced using a clinically-certified next generation sequencing assay (MSK-IMPACT), where prognostic value varied based on cancer type. This prognostic association was affected by incorporating tumor purity in some cohorts. Overall, CNA burden of primary and metastatic tumors is a prognostic factor, potentially modulated by sample purity and measurable by current clinical sequencing.
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Affiliation(s)
- Haley Hieronymus
- Human Oncology and Pathogenesis ProgramMemorial Sloan Kettering Cancer CenterNew YorkUnited States
| | - Rajmohan Murali
- Department of PathologyMemorial Sloan Kettering Cancer CenterNew YorkUnited States
| | - Amy Tin
- Department of Epidemiology and BiostatisticsMemorial Sloan Kettering Cancer CenterNew YorkUnited States
| | - Kamlesh Yadav
- Department of UrologyIcahn School of Medicine at Mount SinaiNew YorkUnited States
| | - Wassim Abida
- Human Oncology and Pathogenesis ProgramMemorial Sloan Kettering Cancer CenterNew YorkUnited States
- Genitourinary Oncology Service, Department of MedicineMemorial Sloan Kettering Cancer CenterNew YorkUnited States
| | - Henrik Moller
- Department of Cancer Epidemiology, Population and Global HealthKing's College LondonLondonUnited Kingdom
| | - Daniel Berney
- Department of Molecular OncologyBarts Cancer Institute, Queen Mary University of LondonLondonUnited Kingdom
| | - Howard Scher
- Genitourinary Oncology Service, Department of MedicineMemorial Sloan Kettering Cancer CenterNew YorkUnited States
- Department of MedicineWeill Cornell Medical CollegeNew YorkUnited States
| | - Brett Carver
- Department of UrologyMemorial Sloan Kettering Cancer CenterNew YorkUnited States
| | - Peter Scardino
- Department of UrologyMemorial Sloan Kettering Cancer CenterNew YorkUnited States
| | - Nikolaus Schultz
- Marie-Josée and Henry R. Kravis Center for Molecular OncologyMemorial Sloan Kettering Cancer CenterNew YorkUnited States
| | - Barry Taylor
- Human Oncology and Pathogenesis ProgramMemorial Sloan Kettering Cancer CenterNew YorkUnited States
- Department of Epidemiology and BiostatisticsMemorial Sloan Kettering Cancer CenterNew YorkUnited States
- Marie-Josée and Henry R. Kravis Center for Molecular OncologyMemorial Sloan Kettering Cancer CenterNew YorkUnited States
| | - Andrew Vickers
- Department of Epidemiology and BiostatisticsMemorial Sloan Kettering Cancer CenterNew YorkUnited States
| | - Jack Cuzick
- Centre for Cancer Prevention, Wolfson Institute of Preventive MedicineQueen Mary University of LondonLondonUnited Kingdom
| | - Charles L Sawyers
- Human Oncology and Pathogenesis ProgramMemorial Sloan Kettering Cancer CenterNew YorkUnited States
- Howard Hughes Medical InstituteChevy ChaseUnited States
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44
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Saito T, Niida A, Uchi R, Hirata H, Komatsu H, Sakimura S, Hayashi S, Nambara S, Kuroda Y, Ito S, Eguchi H, Masuda T, Sugimachi K, Tobo T, Nishida H, Daa T, Chiba K, Shiraishi Y, Yoshizato T, Kodama M, Okimoto T, Mizukami K, Ogawa R, Okamoto K, Shuto M, Fukuda K, Matsui Y, Shimamura T, Hasegawa T, Doki Y, Nagayama S, Yamada K, Kato M, Shibata T, Mori M, Aburatani H, Murakami K, Suzuki Y, Ogawa S, Miyano S, Mimori K. A temporal shift of the evolutionary principle shaping intratumor heterogeneity in colorectal cancer. Nat Commun 2018; 9:2884. [PMID: 30038269 PMCID: PMC6056524 DOI: 10.1038/s41467-018-05226-0] [Citation(s) in RCA: 68] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2018] [Accepted: 06/22/2018] [Indexed: 12/17/2022] Open
Abstract
Advanced colorectal cancer harbors extensive intratumor heterogeneity shaped by neutral evolution; however, intratumor heterogeneity in colorectal precancerous lesions has been poorly studied. We perform multiregion whole-exome sequencing on ten early colorectal tumors, which contained adenoma and carcinoma in situ. By comparing with sequencing data from advanced colorectal tumors, we show that the early tumors accumulate a higher proportion of subclonal driver mutations than the advanced tumors, which is highlighted by subclonal mutations in KRAS and APC. We also demonstrate that variant allele frequencies of subclonal mutations tend to be higher in early tumors, suggesting that the subclonal mutations are subject to selective sweep in early tumorigenesis while neutral evolution is dominant in advanced ones. This study establishes that the evolutionary principle underlying intratumor heterogeneity shifts from Darwinian to neutral evolution during colorectal tumor progression.
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Affiliation(s)
- Tomoko Saito
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
- Department of Gastroenterology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Atsushi Niida
- Division of Health Medical Computational Science, Health Intelligence Center, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan
| | - Ryutaro Uchi
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Hidenari Hirata
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Hisateru Komatsu
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Shotaro Sakimura
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Shuto Hayashi
- Laboratory of DNA Information Analysis, Human Genome Center, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan
| | - Sho Nambara
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Yosuke Kuroda
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Shuhei Ito
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Hidetoshi Eguchi
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Takaaki Masuda
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Keishi Sugimachi
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Taro Tobo
- Department of Pathology, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan
| | - Haruto Nishida
- Department of Diagnostic Pathology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Tsutomu Daa
- Department of Diagnostic Pathology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Kenichi Chiba
- Laboratory of DNA Information Analysis, Human Genome Center, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan
| | - Yuichi Shiraishi
- Laboratory of DNA Information Analysis, Human Genome Center, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan
| | - Tetsuichi Yoshizato
- Department of Pathology and Tumor Biology, Graduate School of Medicine, Kyoto University, Yoshida-Konoe-cho, Kyoto-shi Sakyo-ku, Kyoto, 606-8501, Japan
| | - Masaaki Kodama
- Department of Gastroenterology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Tadayoshi Okimoto
- Department of Gastroenterology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Kazuhiro Mizukami
- Department of Gastroenterology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Ryo Ogawa
- Department of Gastroenterology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Kazuhisa Okamoto
- Department of Gastroenterology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Mitsutaka Shuto
- Department of Gastroenterology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Kensuke Fukuda
- Department of Gastroenterology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Yusuke Matsui
- Division of Systems Biology, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, Nagoya, 466-8550, Japan
| | - Teppei Shimamura
- Division of Systems Biology, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, Nagoya, 466-8550, Japan
| | - Takanori Hasegawa
- Division of Health Medical Data Science, Health Intelligence Center, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan
| | - Yuichiro Doki
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamadaoka, Suita, 565-0871, Japan
| | - Satoshi Nagayama
- Gastroenterological Center, Department of Gastroenterological Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, 3-8-31 Ariake, Koto, Tokyo, 135-8550, Japan
| | - Kazutaka Yamada
- Department of Surgery, Takano Hospital, 4-2-88 Obiyama, Chuo-ku, Kumamoto, 862-0924, Japan
| | - Mamoru Kato
- Department of Bioinformatics, National Cancer Center Research Institute, 5-1-1 Tsukiji, Chuo-ku, Tokyo, 104-0045, Japan
| | - Tatsuhiro Shibata
- Division of Cancer Genomics, National Cancer Center Research Institute, 5-1-1 Tsukiji, Chuo-ku, Tokyo, 104-0045, Japan
- Laboratory of Molecular Medicine, Human Genome Center, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan
| | - Masaki Mori
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, 2-2 Yamadaoka, Suita, 565-0871, Japan
| | - Hiroyuki Aburatani
- Genome Science Division, Research Center for Advanced Science and Technology (RCAST), The University of Tokyo, 4-6-1 Komaba, Meguro-ku, Tokyo, 153-8904, Japan
| | - Kazunari Murakami
- Department of Gastroenterology, Oita University Hospital, 1-1 Idaigaoka, Yufu, 879-5593, Japan
| | - Yutaka Suzuki
- Laboratory of Systems Genomics, Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa-shi, Chiba, 277-8561, Japan
| | - Seishi Ogawa
- Department of Pathology and Tumor Biology, Graduate School of Medicine, Kyoto University, Yoshida-Konoe-cho, Kyoto-shi Sakyo-ku, Kyoto, 606-8501, Japan
| | - Satoru Miyano
- Division of Health Medical Computational Science, Health Intelligence Center, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan
- Laboratory of DNA Information Analysis, Human Genome Center, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan
| | - Koshi Mimori
- Department of Surgery, Kyushu University Beppu Hospital, 4546 Tsurumihara, Beppu, 874-0838, Japan.
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45
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Sugai T, Eizuka M, Habano W, Fujita Y, Sato A, Sugimoto R, Otsuka K, Yamamoto E, Matsumoto T, Suzuki H. Comprehensive molecular analysis based on somatic copy number alterations in intramucosal colorectal neoplasias and early invasive colorectal cancers. Oncotarget 2018; 9:22895-22906. [PMID: 29796160 PMCID: PMC5955401 DOI: 10.18632/oncotarget.25112] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2018] [Accepted: 03/15/2018] [Indexed: 12/16/2022] Open
Abstract
It is unclear whether somatic copy number alterations (SCNAs) contribute to the development of colorectal cancer (CRC). Here, we aimed to identify the molecular profiles of early colorectal carcinogenesis based on SCNAs and determine the associations of other molecular abnormalities for the detection of neoplasia in both intramucosal neoplasia (IMN) and invasive CRC with invasion into the muscular layer without metastasis (early invasive CRC). A single nucleotide polymorphism array was used to examine 100 colorectal IMNs (low-grade adenoma [LGA], 40; high-grade adenoma [HGA], 25; intramucosal adenocarcinoma [IMA], 35) and early invasive CRC (20 tumors). In addition, genetic mutations (KRAS, BRAF), TP53 overexpression, microsatellite instability (MSI), and DNA methylation (low, intermediate, high) were examined. Hierarchical clustering analysis based on the SCNA pattern was carried out to identify molecular profiles in IMNs and early invasive CRC. Colorectal tumors were classified into three subgroups based on SCNA patterns. Subgroup 1 was characterized by multiple SCNAs, subgroup 3 was closely associated with infrequent SCNAs, and subgroup 2 was an intermediate subgroup in SCNA pattern between subgroups 1 and 3. Although mutations in KRAS were commonly found in all three subgroups, overexpression of TP53 was observed primarily in subgroup 1 and 2. DNA methylation showed a low/intermediate type. Finally, no MSI was detected. Each subgroup was correlated with histology (subgroup 1, early invasive CRC; subgroup 2, LGA; subgroups 2 and 3, HGA and IMA). Considerable SCNAs may be required for acquisition of invasive ability in CRC. Our results provide novel insights into early CRC.
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Affiliation(s)
- Tamotsu Sugai
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Makoto Eizuka
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Wataru Habano
- Department of Pharmacodynamics and Molecular Genetics, School of Pharmacy, Iwate Medical University, Morioka, Japan
| | - Yasuko Fujita
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Ayaka Sato
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Ryo Sugimoto
- Department of Molecular Diagnostic Pathology, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Kouki Otsuka
- Department of Surgery, Iwate Medical University, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Eiichiro Yamamoto
- Department of Molecular Biology, Sapporo Medical University, School of Medicine, Cyuuouku, Sapporo, Japan
| | - Takayuki Matsumoto
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Iwate Medical University, Morioka, Japan
| | - Hiromu Suzuki
- Department of Molecular Biology, Sapporo Medical University, School of Medicine, Cyuuouku, Sapporo, Japan
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46
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Zheng Z, Xu L, Zhang S, Li W, Tou F, He Q, Rao J, Shen Q. Peiminine inhibits colorectal cancer cell proliferation by inducing apoptosis and autophagy and modulating key metabolic pathways. Oncotarget 2018; 8:47619-47631. [PMID: 28496003 PMCID: PMC5564592 DOI: 10.18632/oncotarget.17411] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2017] [Accepted: 03/29/2017] [Indexed: 01/18/2023] Open
Abstract
Peiminine, a compound extracted from the bulbs of Fritillaria thunbergii and traditionally used as a medication in China and other Asian countries, was reported to inhibit colorectal cancer cell proliferation and tumor growth by inducing autophagic cell death. However, its mechanism of anticancer action is not well understood, especially at the metabolic level, which was thought to primarily account for peiminine's efficacy against cancer. Using an established metabolomic profiling platform combining ultra-performance liquid chromatography/tandem mass spectrometry with gas chromatography/mass spectrometry, we identified metabolic alterations in colorectal cancer cell line HCT-116 after peiminine treatment. Among the identified 236 metabolites, the levels of 57 of them were significantly (p < 0.05) different between peiminine-treated and -untreated cells in which 45 metabolites were increased and the other 12 metabolites were decreased. Several of the affected metabolites, including glucose, glutamine, oleate (18:1n9), and lignocerate (24:0), may be involved in regulation of the phosphoinositide 3-kinase/Akt/mammalian target of rapamycin (mTOR) pathway and in the oxidative stress response upon peiminine exposure. Peiminine predominantly modulated the pathways responsible for metabolism of amino acids, carbohydrates, and lipids. Collectively, these results provide new insights into the mechanisms by which peiminine modulates metabolic pathways to inhibit colorectal cancer cell growth, supporting further exploration of peiminine as a potential new strategy for treating colorectal cancer.
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Affiliation(s)
- Zhi Zheng
- Department of Internal Medicine 5th Division, Jiangxi Provincial Key Laboratory of Translational Medicine and Oncology, Jiangxi Cancer Hospital, Jiangxi Cancer Center, Nanchang, 330029, PR China.,School of Graduate Study, Medical College of Nanchang University, Nanchang, 330029, PR China.,Department of Clinical Cancer Prevention, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Liting Xu
- Department of Internal Medicine 5th Division, Jiangxi Provincial Key Laboratory of Translational Medicine and Oncology, Jiangxi Cancer Hospital, Jiangxi Cancer Center, Nanchang, 330029, PR China.,School of Graduate Study, Medical College of Nanchang University, Nanchang, 330029, PR China
| | - Shuofeng Zhang
- Department of Pharmacology, Beijing University of Chinese Medicine, Beijing, 100102, PR China
| | - Wuping Li
- Department of Internal Medicine 5th Division, Jiangxi Provincial Key Laboratory of Translational Medicine and Oncology, Jiangxi Cancer Hospital, Jiangxi Cancer Center, Nanchang, 330029, PR China
| | - Fangfang Tou
- Department of Internal Medicine 5th Division, Jiangxi Provincial Key Laboratory of Translational Medicine and Oncology, Jiangxi Cancer Hospital, Jiangxi Cancer Center, Nanchang, 330029, PR China.,School of Graduate Study, Medical College of Nanchang University, Nanchang, 330029, PR China
| | - Qinsi He
- Department of Internal Medicine 5th Division, Jiangxi Provincial Key Laboratory of Translational Medicine and Oncology, Jiangxi Cancer Hospital, Jiangxi Cancer Center, Nanchang, 330029, PR China.,School of Graduate Study, Medical College of Nanchang University, Nanchang, 330029, PR China
| | - Jun Rao
- Department of Internal Medicine 5th Division, Jiangxi Provincial Key Laboratory of Translational Medicine and Oncology, Jiangxi Cancer Hospital, Jiangxi Cancer Center, Nanchang, 330029, PR China.,School of Graduate Study, Medical College of Nanchang University, Nanchang, 330029, PR China
| | - Qiang Shen
- Department of Clinical Cancer Prevention, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
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47
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Oliveira DM, Santamaria G, Laudanna C, Migliozzi S, Zoppoli P, Quist M, Grasso C, Mignogna C, Elia L, Faniello MC, Marinaro C, Sacco R, Corcione F, Viglietto G, Malanga D, Rizzuto A. Identification of copy number alterations in colon cancer from analysis of amplicon-based next generation sequencing data. Oncotarget 2018; 9:20409-20425. [PMID: 29755661 PMCID: PMC5945505 DOI: 10.18632/oncotarget.24912] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2017] [Accepted: 02/28/2018] [Indexed: 01/20/2023] Open
Abstract
The objective of this study was to determine the feasibility to detect copy number alterations in colon cancer samples using Next Generation Sequencing data and to elucidate the association between copy number alterations in specific genes and the development of cancer in different colon segments. We report the successful detection of somatic changes in gene copy number in 37 colon cancer patients by analysis of sequencing data through Amplicon CNA Algorithm. Overall, we have found a total of 748 significant copy number alterations in 230 significant genes, of which 143 showed CN losses and 87 showed CN gains. Validation of results was performed on 20 representative genes by quantitative qPCR and/or immunostaining. By this analysis, we have identified 4 genes that were subjected to copy number alterations in tumors arising in all colon segments (defined "common genes") and the presence of copy number alterations in 14 genes that were significantly associated to one specific site (defined "site-associated genes"). Finally, copy number alterations in ASXL1, TSC1 and IL7R turned out to be clinically relevant since the loss of TSC1 and IL7R was associated with advanced stages and/or reduced survival whereas copy number gain of ASXL1 was associated with good prognosis.
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Affiliation(s)
- Duarte Mendes Oliveira
- Dipartimento di Medicina Sperimentale e Clinica, Università Magna Graecia, Catanzaro, Italy
| | - Gianluca Santamaria
- Dipartimento di Medicina Sperimentale e Clinica, Università Magna Graecia, Catanzaro, Italy
| | - Carmelo Laudanna
- Dipartimento di Medicina Sperimentale e Clinica, Università Magna Graecia, Catanzaro, Italy
| | - Simona Migliozzi
- Dipartimento di Medicina Sperimentale e Clinica, Università Magna Graecia, Catanzaro, Italy
| | - Pietro Zoppoli
- Dipartimento di Medicina Sperimentale e Clinica, Università Magna Graecia, Catanzaro, Italy
| | - Michael Quist
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Catie Grasso
- University of California Los Angeles (UCLA), Los Angeles, CA, USA
| | - Chiara Mignogna
- Dipartimento di Scienze della Salute, Università Magna Graecia, Catanzaro, Italy
| | - Laura Elia
- Dipartimento di Scienze Mediche e Chirurgiche, Università Magna Graecia, Catanzaro, Italy
| | | | - Cinzia Marinaro
- Dipartimento di Medicina Sperimentale e Clinica, Università Magna Graecia, Catanzaro, Italy
| | - Rosario Sacco
- Dipartimento di Scienze Mediche e Chirurgiche, Università Magna Graecia, Catanzaro, Italy
| | | | - Giuseppe Viglietto
- Dipartimento di Medicina Sperimentale e Clinica, Università Magna Graecia, Catanzaro, Italy
| | - Donatella Malanga
- Dipartimento di Medicina Sperimentale e Clinica, Università Magna Graecia, Catanzaro, Italy
| | - Antonia Rizzuto
- Dipartimento di Scienze Mediche e Chirurgiche, Università Magna Graecia, Catanzaro, Italy
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48
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Liu M, Di J, Liu Y, Su Z, Jiang B, Wang Z, Su X. Comparison of EpCAM highCD44 + cancer stem cells with EpCAM highCD44 - tumor cells in colon cancer by single-cell sequencing. Cancer Biol Ther 2018; 19:939-947. [PMID: 29580161 DOI: 10.1080/15384047.2018.1456605] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
Cancer stem cells (CSCs) are considered to be responsible for tumorigenesis and cancer relapse. EpCAMhighCD44+ tumor cells are putative colorectal CSCs that express high levels of stem cell genes, while the EpCAMhighCD44- population mostly contains differentiated tumor cells (DTCs). This study aims to determine whether single CSC (EpCAMhighCD44+) and DTC (EpCAMhighCD44-) can be distinguished in terms of somatic copy number alterations (SCNAs). We applied fluorescence-activated cell sorting to isolate the CD45-EpCAMhighCD44+ and CD45-EpCAMhighCD44- populations from two primary colon tumors, on which low-coverage single-cell whole-genome sequencing (WGS) was then performed ∼0.1x depth. We compared the SCNAs of the CSCs and DTCs at single-cell resolution. In total, 47 qualified single cells of the two populations underwent WGS. The single-cell SCNA profiles showed that there were obvious SCNAs in both the CSCs and DTCs of each patient, and each patient had a specific copy number alteration pattern. Hierarchical clustering and correlation analysis both showed that the SCNA profiles of CSCs and DTCs from the same patient had similar SCNA pattern, while there were regional differences in the CSCs and DTCs in certain patient. SCNAs of CSCs in the same patient were highly reproducible. Our data suggest that major SCNAs occurred at an early stage and were inherited steadily. The similarity of ubiquitous SCNAs between the CSCs and DTCs might have arisen from lineage differentiation. CSCs from the same patient had reproducible SCNA profiles, indicating that gain or loss in certain chromosome is required for colon cancer development.
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Affiliation(s)
- Mingshan Liu
- a Biodynamics Optical Imaging Center (BIOPIC), School of Life Sciences, Peking University , Beijing , China
| | - Jiabo Di
- b Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education) , Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute , Beijing , China
| | - Yang Liu
- a Biodynamics Optical Imaging Center (BIOPIC), School of Life Sciences, Peking University , Beijing , China
| | - Zhe Su
- a Biodynamics Optical Imaging Center (BIOPIC), School of Life Sciences, Peking University , Beijing , China
| | - Beihai Jiang
- b Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education) , Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute , Beijing , China
| | - Zaozao Wang
- b Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education) , Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute , Beijing , China
| | - Xiangqian Su
- b Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education) , Department of Gastrointestinal Surgery IV, Peking University Cancer Hospital & Institute , Beijing , China
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49
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Qiu M, Xia W, Chen R, Wang S, Xu Y, Ma Z, Xu W, Zhang E, Wang J, Fang T, Hu J, Dong G, Yin R, Wang J, Xu L. The Circular RNA circPRKCI Promotes Tumor Growth in Lung Adenocarcinoma. Cancer Res 2018; 78:2839-2851. [PMID: 29588350 DOI: 10.1158/0008-5472.can-17-2808] [Citation(s) in RCA: 203] [Impact Index Per Article: 33.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2017] [Revised: 02/13/2018] [Accepted: 03/23/2018] [Indexed: 11/16/2022]
Abstract
Somatic copy number variations (CNV) may drive cancer progression through both coding and noncoding transcripts. However, noncoding transcripts resulting from CNV are largely unknown, especially for circular RNAs. By integrating bioinformatics analyses of alerted circRNAs and focal CNV in lung adenocarcinoma, we identify a proto-oncogenic circular RNA (circPRKCI) from the 3q26.2 amplicon, one of the most frequent genomic aberrations in multiple cancers. circPRKCI was overexpressed in lung adenocarcinoma tissues, in part due to amplification of the 3q26.2 locus, and promoted proliferation and tumorigenesis of lung adenocarcinoma. circPRKCI functioned as a sponge for both miR-545 and miR-589 and abrogated their suppression of the protumorigenic transcription factor E2F7 Intratumor injection of cholesterol-conjugated siRNA specifically targeting circPRKCI inhibited tumor growth in a patient-derived lung adenocarcinoma xenograft model. In summary, circPRKCI is crucial for tumorigenesis and may serve as a potential therapeutic target in patients with lung adenocarcinoma.Significance: These findings reveal high expression of the circular RNA circPRKCI drives lung adenocarcinoma tumorigenesis. Cancer Res; 78(11); 2839-51. ©2018 AACR.
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Affiliation(s)
- Mantang Qiu
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China
- Department of Thoracic Surgery, Peking University People's Hospital, Beijing, China
| | - Wenjia Xia
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China
| | - Rui Chen
- The Fourth Clinical College of Nanjing Medical University, Nanjing, China
- Department of Cardiothoracic Surgery, Taixing People's Hospital, The Affiliated Taixing Hospital of Yangzhou University, Taixing, China
| | - Siwei Wang
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China
- The Fourth Clinical College of Nanjing Medical University, Nanjing, China
| | - Youtao Xu
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China
| | - Zhifei Ma
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China
- The Fourth Clinical College of Nanjing Medical University, Nanjing, China
| | - Weizhang Xu
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China
- The Fourth Clinical College of Nanjing Medical University, Nanjing, China
| | - Erbao Zhang
- Department of Epidemiology and Biostatistics, Jiangsu Key Lab of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, School of Public Health, Nanjing Medical University, Nanjing, China
| | - Jie Wang
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China
- Department of Scientific Research, Nanjing Medical University Affiliated Cancer Hospital, Cancer Institute of Jiangsu Province, Nanjing, China
| | - Tian Fang
- Department of Comparative Medicine, Jingling Hospital, Nanjing University School of Medicine, Nanjing, China
| | - Jingwen Hu
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China
- The Fourth Clinical College of Nanjing Medical University, Nanjing, China
| | - Gaochao Dong
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China
- Department of Scientific Research, Nanjing Medical University Affiliated Cancer Hospital, Cancer Institute of Jiangsu Province, Nanjing, China
| | - Rong Yin
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China.
| | - Jun Wang
- Department of Thoracic Surgery, Peking University People's Hospital, Beijing, China.
| | - Lin Xu
- Department of Thoracic Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Jiangsu Key Laboratory of Molecular and Translational Cancer Research, Nanjing, China.
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Perea J, García JL, Pérez J, Rueda D, Arriba M, Rodríguez Y, Urioste M, González-Sarmiento R. NOMO-1 gene is deleted in early-onset colorectal cancer. Oncotarget 2018; 8:24429-24436. [PMID: 28416736 PMCID: PMC5421859 DOI: 10.18632/oncotarget.15478] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2016] [Accepted: 02/07/2017] [Indexed: 11/25/2022] Open
Abstract
To characterize clinical features of a recurrent alteration in 16p13.12-p13.11 in Colorectal Cancer (CRC), mainly in Early-onset subgroup (EOCRC), and to assess the status of NOMO1, a gene located in that region, we analyzed differential clinicopathological, familial and molecular features of CRC subsets with and without alterations in the 16p13.12-p13.11, in global and EOCRC groups. We confirmed the region by fluorescence in-situ hybridization, and Quantitative Real-Time PCR analyzed the status of NOMO1 in different age-of-onset and Microsatellite Instability (MSI)-status CRC subsets. Both age-of-onset subsets were subsequently extended to further confirm NOMO1 gene changes. 16p13.12-p13.11 alterations were observed in 23.3% of CRCs, and was detected more frequently in EOCRC (33.3%) than in late-onset CRC (16.3%). The group with deletion in 16p showed a higher frequency of females and left-colon locations; a better prognosis; and higher Chromosomal Instability. Within the primary EOCRC population, 34 out of 34 of tumours showed a homozygous deletion in NOMO1, while in the late-onset population only 2 of the 17 tumours (11.7%) showed it. In the extended group, we found 61 out of 75 EOCRC patients (81.3%) with homozygous deletion and 7 patients (9.3%) with heterozygous deletion of NOMO1; moreover, in the new 50 late-onset patients, the proportions of deletions decreased. Microsatellite-Stable (MSS) EOCRC showed a very high proportion of homozygous loss of NOMO1 (54 of 59 cases, 91.5%), while the deletion was observed in only 7 out of 16 MSI cases. Deletion of NOMO1 is a molecular marker predominantly associated with EOCRC, particularly MSS subtypes.
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Affiliation(s)
- José Perea
- Surgery Department, University Hospital 12 de Octubre, Madrid, Spain.,Digestive Cancer Research Group, 12 de Octubre Research Institute, Madrid, Spain
| | - Juan Luis García
- Department of Medicine, Molecular Medicine Unit, Biomedical Research Institute of Salamanca (IBSAL), Institute of Molecular and Cellular Biology of Cancer (IBMCC), University of Salamanca, SACYL, CSIC, Salamanca, Spain
| | - Jessica Pérez
- Department of Medicine, Molecular Medicine Unit, Biomedical Research Institute of Salamanca (IBSAL), Institute of Molecular and Cellular Biology of Cancer (IBMCC), University of Salamanca, SACYL, CSIC, Salamanca, Spain
| | - Daniel Rueda
- Digestive Cancer Research Group, 12 de Octubre Research Institute, Madrid, Spain.,Molecular Biology Laboratory, University Hospital 12 de Octubre, Madrid, Spain
| | - María Arriba
- Digestive Cancer Research Group, 12 de Octubre Research Institute, Madrid, Spain
| | - Yolanda Rodríguez
- Pathology Department, University Hospital 12 de Octubre, Madrid, Spain
| | - Miguel Urioste
- Familial Cancer Clinical Unit, Spanish National Cancer Centre (CNIO), Madrid, Spain.,Center for Biomedical Network Research on Rare Diseases (CIBERER), Institute of Health Carlos III, Madrid, Spain
| | - Rogelio González-Sarmiento
- Department of Medicine, Molecular Medicine Unit, Biomedical Research Institute of Salamanca (IBSAL), Institute of Molecular and Cellular Biology of Cancer (IBMCC), University of Salamanca, SACYL, CSIC, Salamanca, Spain
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