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Yang B, Wang S, Yang Y, Li X, Yu F, Wang T. Endoplasmic reticulum stress in breast cancer: a predictive model for prognosis and therapy selection. Front Immunol 2024; 15:1332942. [PMID: 38440732 PMCID: PMC10910050 DOI: 10.3389/fimmu.2024.1332942] [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: 11/03/2023] [Accepted: 02/05/2024] [Indexed: 03/06/2024] Open
Abstract
Background Breast cancer (BC) is a leading cause of mortality among women, underscoring the urgent need for improved therapeutic predictio. Developing a precise prognostic model is crucial. The role of Endoplasmic Reticulum Stress (ERS) in cancer suggests its potential as a critical factor in BC development and progression, highlighting the importance of precise prognostic models for tailored treatment strategies. Methods Through comprehensive analysis of ERS-related gene expression in BC, utilizing both single-cell and bulk sequencing data from varied BC subtypes, we identified eight key ERS-related genes. LASSO regression and machine learning techniques were employed to construct a prognostic model, validated across multiple datasets and compared with existing models for its predictive accuracy. Results The developed ERS-model categorizes BC patients into distinct risk groups with significant differences in clinical prognosis, confirmed by robust ROC, DCA, and KM analyses. The model forecasts survival rates with high precision, revealing distinct immune infiltration patterns and treatment responsiveness between risk groups. Notably, we discovered six druggable targets and validated Methotrexate and Gemcitabine as effective agents for high-risk BC treatment, based on their sensitivity profiles and potential for addressing the lack of active targets in BC. Conclusion Our study advances BC research by establishing a significant link between ERS and BC prognosis at both the molecular and cellular levels. By stratifying patients into risk-defined groups, we unveil disparities in immune cell infiltration and drug response, guiding personalized treatment. The identification of potential drug targets and therapeutic agents opens new avenues for targeted interventions, promising to enhance outcomes for high-risk BC patients and paving the way for personalized cancer therapy.
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Affiliation(s)
- Bin Yang
- Research Laboratory Center, Guizhou Provincial People's Hospital, Guiyang, Guizhou, China
- NHC Key Laboratory of Pulmonary Immune-Related Diseases, Guizhou Provincial People's Hospital, Guizhou University, Guiyang, Guizhou, China
| | - Shu Wang
- Department of Breast Surgery, Guizhou Provincial People's Hospital, Guiyang, Guizhou, China
| | - Yanfang Yang
- Research Laboratory Center, Guizhou Provincial People's Hospital, Guiyang, Guizhou, China
- NHC Key Laboratory of Pulmonary Immune-Related Diseases, Guizhou Provincial People's Hospital, Guizhou University, Guiyang, Guizhou, China
| | - Xukui Li
- Research Laboratory Center, Guizhou Provincial People's Hospital, Guiyang, Guizhou, China
- NHC Key Laboratory of Pulmonary Immune-Related Diseases, Guizhou Provincial People's Hospital, Guizhou University, Guiyang, Guizhou, China
| | - Fuxun Yu
- Research Laboratory Center, Guizhou Provincial People's Hospital, Guiyang, Guizhou, China
- NHC Key Laboratory of Pulmonary Immune-Related Diseases, Guizhou Provincial People's Hospital, Guizhou University, Guiyang, Guizhou, China
| | - Tao Wang
- Research Laboratory Center, Guizhou Provincial People's Hospital, Guiyang, Guizhou, China
- NHC Key Laboratory of Pulmonary Immune-Related Diseases, Guizhou Provincial People's Hospital, Guizhou University, Guiyang, Guizhou, China
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Yu X, Ruan W, Lin F, Qian W, Zou Y, Liu Y, Su R, Niu Q, Ruan Q, Lin W, Zhu Z, Zhang H, Yang C. Digital microfluidics-based digital counting of single-cell copy number variation (dd-scCNV Seq). Proc Natl Acad Sci U S A 2023; 120:e2221934120. [PMID: 37155890 PMCID: PMC10193948 DOI: 10.1073/pnas.2221934120] [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: 12/27/2022] [Accepted: 04/08/2023] [Indexed: 05/10/2023] Open
Abstract
Single-cell copy number variations (CNVs), major dynamic changes in humans, result in differential levels of gene expression and account for adaptive traits or underlying disease. Single-cell sequencing is needed to reveal these CNVs but has been hindered by single-cell whole-genome amplification (scWGA) bias, leading to inaccurate gene copy number counting. In addition, most of the current scWGA methods are labor intensive, time-consuming, and expensive with limited wide application. Here, we report a unique single-cell whole-genome library preparation approach based on digital microfluidics for digital counting of single-cell Copy Number Variation (dd-scCNV Seq). dd-scCNV Seq directly fragments the original single-cell DNA and uses these fragments as templates for amplification. These reduplicative fragments can be filtered computationally to generate the original partitioned unique identified fragments, thereby enabling digital counting of copy number variation. dd-scCNV Seq showed an increase in uniformity in the single-molecule data, leading to more accurate CNV patterns compared to other methods with low-depth sequencing. Benefiting from digital microfluidics, dd-scCNV Seq allows automated liquid handling, precise single-cell isolation, and high-efficiency and low-cost genome library preparation. dd-scCNV Seq will accelerate biological discovery by enabling accurate profiling of copy number variations at single-cell resolution.
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Affiliation(s)
- Xiyuan Yu
- Key Laboratory of Spectrochemical Analysis and Instrumentation (Ministry of Education), Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen361005, China
| | - Weidong Ruan
- Key Laboratory of Spectrochemical Analysis and Instrumentation (Ministry of Education), Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen361005, China
| | - Fanghe Lin
- Key Laboratory of Spectrochemical Analysis and Instrumentation (Ministry of Education), Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen361005, China
| | - Weizhou Qian
- Key Laboratory of Spectrochemical Analysis and Instrumentation (Ministry of Education), Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen361005, China
| | - Yuan Zou
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing400016, China
| | - Yilong Liu
- Key Laboratory of Spectrochemical Analysis and Instrumentation (Ministry of Education), Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen361005, China
| | - Rui Su
- Department of Hematology, The First Affiliated Hospital of Xiamen University, Xiamen361005, China
| | - Qi Niu
- Key Laboratory of Spectrochemical Analysis and Instrumentation (Ministry of Education), Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen361005, China
| | - Qingyu Ruan
- Key Laboratory of Spectrochemical Analysis and Instrumentation (Ministry of Education), Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen361005, China
| | - Wei Lin
- Innovation Laboratory for Sciences and Technologies of Energy Materials of Fujian Province, Xiamen361005, China
| | - Zhi Zhu
- Key Laboratory of Spectrochemical Analysis and Instrumentation (Ministry of Education), Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen361005, China
| | - Huimin Zhang
- Innovation Laboratory for Sciences and Technologies of Energy Materials of Fujian Province, Xiamen361005, China
| | - Chaoyong Yang
- Key Laboratory of Spectrochemical Analysis and Instrumentation (Ministry of Education), Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen361005, China
- Innovation Laboratory for Sciences and Technologies of Energy Materials of Fujian Province, Xiamen361005, China
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Zhu Q, Gong L, Liu X, Wang J, Ren P, Zhang W, Yao L, Han X, Zhu S, Lan M, Li Y, Zhang W. Loss of heterozygosity at D8S262: an early genetic event of hepatocarcinogenesis. Diagn Pathol 2015; 10:70. [PMID: 26076954 PMCID: PMC4469120 DOI: 10.1186/s13000-015-0308-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2015] [Accepted: 06/02/2015] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Hepatocellular carcinoma (HCC) is a multi-factor, multi-step, multi-gene and complicated process resulting from the accumulation of sequential genetic and epigenetic alterations. An important change among them is from precancerous lesions to HCC. However, only few studies have been reported about the sequential genetic changes during hepatocarcinogenesis. METHODS We observed firstly molecular karyotypes of 10 matched HCC using Affymetrix single-nucleotide polymorphism (SNP) 6.0 arrays, and found chromosomal fragments with high incidence (more than 70%) of loss of heterozygosity (LOH). Then, we selected 28 microsatellite markers at some gene spanning these chromosomal fragments, and examined the frequency of LOH of 128 matched HCC and 43 matched precancerous lesions-dysplastic nodules (DN) by a PCR-based analysis. Finally, we investigated the expression of proteins encoded by these genes in HCC, DN and the surrounding hepatic tissues. RESULTS The result of Affymetrix SNP6.0 arrays demonstrated that more than 70% (7/10) cases had chromosomal fragment deletion on 4q13.3-35.1, 8p23.2-21.2, 16q11.2-24.3, and 17p13.3-12. Among 28 microsatellite markers selected, LOH frequencies at D8S262 for DN and HCC were found to be the highest, 51.2% and 72.7%, respectively. Immunohistochemically, the positive rate of its adjacent gene CSMD1 in HCC, DN, and the surrounding hepatic tissues were 27.3% (35/128), 75% (33/44), and 82% (105/128), respectively. CONCLUSIONS LOH at D8S262 may be associated with an early genetic event of hepatocarcinogenesis, and a predictor for the monitor and prevention of HCC. VIRTUAL SLIDES The virtual slides for this article can be found here: http://www.diagnosticpathology.diagnomx.eu/vs/1557074981159099 .
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Affiliation(s)
- Qiao Zhu
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China
| | - Li Gong
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China.
| | - Xiaoyan Liu
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China
| | - Jun Wang
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China
| | - Pin Ren
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China
| | - Wendong Zhang
- Department of Rehabilitation Medicine, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China
| | - Li Yao
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China
| | - Xiujuan Han
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China
| | - Shaojun Zhu
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China
| | - Miao Lan
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China
| | - Yanhong Li
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China. .,Department of Gynaecology and Obstetrics, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China.
| | - Wei Zhang
- The Helmholtz Sino-German Laboratory for Cancer Research, Department of Pathology, Tangdu Hospital, the Fourth Military Medical University, Xi'an, 710038, People's Republic of China.
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A critical role for ZDHHC2 in metastasis and recurrence in human hepatocellular carcinoma. BIOMED RESEARCH INTERNATIONAL 2014; 2014:832712. [PMID: 24995331 PMCID: PMC4068081 DOI: 10.1155/2014/832712] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/28/2014] [Accepted: 05/22/2014] [Indexed: 12/18/2022]
Abstract
It has been demonstrated that loss of heterozygosity (LOH) was frequently observed on chromosomes 8p22-p23 in hepatocellular carcinoma (HCC) and was associated with metastasis and prognosis of HCC. However, putative genes functioning on this chromosomal region remain unknown. In this study, we evaluated LOH status of four genes on 8p22-p23 (MCPH1, TUSC3, KIAA1456, and ZDHHC2). LOH on ZDHHC2 was associated with early metastatic recurrence of HCC following liver transplantation and was correlated with tumor size and portal vein tumor thrombi. Furthermore, our results indicate that ZDHHC2 expression was frequently decreased in HCC. Overexpression of ZDHHC2 could inhibit proliferation, migration, and invasion of HCC cell line Bel-7402 in vitro. These results suggest an important role for ZDHHC2 as a tumor suppressor in metastasis and recurrence of HCC.
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Zhou L, Zhou W, Wu L, Yu X, Xing C, Zheng S. The association of frequent allelic loss on 17p13.1 with early metastatic recurrence of hepatocellular carcinoma after liver transplantation. J Surg Oncol 2011; 102:802-8. [PMID: 20886556 DOI: 10.1002/jso.21743] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND AND OBJECTIVES Identification and characterization of loss of heterozygosity (LOH) can determine putative tumor suppressor genes (TSGs) and provide a variety of molecular markers for hepatocellular carcinoma (HCC). This study aimed to investigate LOH status on chromosomes 4q, 6q, 8p, 9p, and 17p, and to explore their clinical significances in HCC post-liver transplantation. METHODS A total of 37 patients with HCC who underwent liver transplantation were enrolled. LOH was examined using 34 microsatellite markers located on 4q13-3q5, 6q27, 8p22-p23, 9p21-p22, and 17p12-p13. RESULTS The frequency of LOH at each microsatellite locus ranged from 23% to 75%, with a mean value of 53.1%. Frequencies of LOH on 4q, 6q, 8p, 9p, and 17p were 62% (23 of 37), 30% (11 of 37), 49% (18 of 37), 46% (16 of 35), and 68% (25 of 37), respectively. LOHs on certain chromosomal regions were significantly associated with age, AFP level, tumor size, tumor multiplicity, histological grade, and metastatic recurrence. CONCLUSIONS LOH on 17p13.1 correlated to metastatic HCC recurrence, while LOH on 4q and 8p was found to be associated with progression of HCC. Thus, potential novel biomarkers or TSGs for prognosis and treatment of HCC may harbor on these regions.
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Affiliation(s)
- Lin Zhou
- Key Lab of Combined Multi-Organ Transplantation, Ministry of Public Health, Department of Hepatobiliary and Pancreatic Surgery, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang Province, China
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Tabarés-Seisdedos R, Rubenstein JLR. Chromosome 8p as a potential hub for developmental neuropsychiatric disorders: implications for schizophrenia, autism and cancer. Mol Psychiatry 2009; 14:563-89. [PMID: 19204725 DOI: 10.1038/mp.2009.2] [Citation(s) in RCA: 184] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Defects in genetic and developmental processes are thought to contribute susceptibility to autism and schizophrenia. Presumably, owing to etiological complexity identifying susceptibility genes and abnormalities in the development has been difficult. However, the importance of genes within chromosomal 8p region for neuropsychiatric disorders and cancer is well established. There are 484 annotated genes located on 8p; many are most likely oncogenes and tumor-suppressor genes. Molecular genetics and developmental studies have identified 21 genes in this region (ADRA1A, ARHGEF10, CHRNA2, CHRNA6, CHRNB3, DKK4, DPYSL2, EGR3, FGF17, FGF20, FGFR1, FZD3, LDL, NAT2, NEF3, NRG1, PCM1, PLAT, PPP3CC, SFRP1 and VMAT1/SLC18A1) that are most likely to contribute to neuropsychiatric disorders (schizophrenia, autism, bipolar disorder and depression), neurodegenerative disorders (Parkinson's and Alzheimer's disease) and cancer. Furthermore, at least seven nonprotein-coding RNAs (microRNAs) are located at 8p. Structural variants on 8p, such as copy number variants, microdeletions or microduplications, might also contribute to autism, schizophrenia and other human diseases including cancer. In this review, we consider the current state of evidence from cytogenetic, linkage, association, gene expression and endophenotyping studies for the role of these 8p genes in neuropsychiatric disease. We also describe how a mutation in an 8p gene (Fgf17) results in a mouse with deficits in specific components of social behavior and a reduction in its dorsomedial prefrontal cortex. We finish by discussing the biological connections of 8p with respect to neuropsychiatric disorders and cancer, despite the shortcomings of this evidence.
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Affiliation(s)
- R Tabarés-Seisdedos
- Teaching Unit of Psychiatry and Psychological Medicine, Department of Medicine, CIBER-SAM, University of Valencia, Valencia, Spain.
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Abstract
Although not directly related, circumstances do occur in forensic investigations whereby cancer studies and forensic science cross paths. This review takes a look at the circumstances under which this may occur, and investigates some potential problems that can arise when tumor tissue is submitted for DNA profile analysis. A background to the underlying molecular biology of tumors is described, highlighting the genetic instabilities that are observed in DNA sequences of similar or identical primary structure to the short tandem repeat markers used in forensic DNA profiling kits.
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Lu T, Hano H. Deletion at chromosome arms 6q16-22 and 10q22.3-23.1 associated with initiation of prostate cancer. Prostate Cancer Prostatic Dis 2008; 11:357-61. [PMID: 18227855 DOI: 10.1038/pcan.2008.4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Loss of heterozygosity (LOH) at 6q16-22 and 10q22.3-23.1 is common chromosomal alteration in advanced prostate cancer and suggests that one or more tumor suppressor genes may lie within these chromosome arms. However, the genetic changes in early stage prostate cancer and premalignant lesions remain to be investigated. We used 11 informative microsatellite markers at 6q16-22 and 10q22.3-23.1 in Japanese patients to compare the frequency of LOH in 53 lesions of high-grade prostatic intraepithelial neoplasia (HGPIN), 38 cases (38 lesions) of incidental prostate cancer (IPC) and 107 cases (168 lesions) of clinical prostate cancer (CPC). The frequency of LOH at 6q16-22 with at least one marker was 38 and 49% in IPC and CPC cases, respectively. Similarly, allelic loss at 10q22.3-23.1 was present in 35 and 39% of IPC and CPC, respectively. High-frequency LOH was detected in both the clinically insignificant and significant prostate cancers at 6q16-22 and 10q22.3-23.1 (P>0.05). However, no allelic loss was detected in any markers at the same regions in HGPIN (0%), which is usually considered a premalignant lesion to prostate cancer. Deletions of both the chromosome regions, 6q16-22 and 10q22.3-23.1, are more likely important events in the initiation and/or promotion of prostate cancer.
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Affiliation(s)
- T Lu
- Department of Pathology, The Jikei University School of Medicine, Tokyo, Japan.
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