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A predictive and prognostic model for hepatocellular carcinoma with microvascular invasion based TCGA database genomics
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Microvascular invasion (MVI) adversely affects postoperative long-term survival outcomes in patients with hepatocellular carcinoma (HCC). There is no study addressing genetic changes in HCC patients with MVI.
Nội dung trích xuất từ tài liệu:
A predictive and prognostic model for hepatocellular carcinoma with microvascular invasion based TCGA database genomicsWangetal. BMC Cancer (2021) 21:1337https://doi.org/10.1186/s12885-021-09047-1 RESEARCH Open AccessA predictive andprognostic modelforhepatocellular carcinoma withmicrovascularinvasion based TCGA database genomicsJinWang1†, Zhi‑WenDing2†, KuangChen1, Yan‑ZheLiu1, NanLi2*and Ming‑GenHu1* Abstract Background: Microvascular invasion (MVI) adversely affects postoperative long-term survival outcomes in patients with hepatocellular carcinoma (HCC). There is no study addressing genetic changes in HCC patients with MVI. We first screened differentially expressed genes (DEGs) in patients with and without MVI based on TCGA data, established a prediction model and explored the prognostic value of DEGs for HCC patients with MVI. Methods: In this paper, gene expression and clinical data of liver cancer patients were downloaded from the TCGA database. The DEG analysis was conducted using DESeq2. Using the least absolute shrinkage and selection operator, MVI-status-related genes were identified. A Kaplan-Meier survival analysis was performed using these genes. Finally, we validated two genes, HOXD9 and HOXD10, using two sets of HCC tissue microarrays from 260 patients. Results: Twenty-three MVI-status-related key genes were identified. Based on the key genes, we built a classification model using random forest and time-dependent receiver operating characteristic (ROC), which reached 0.814. Then, we performed a survival analysis and found ten genes had a significant difference in survival time. Simultaneously, using two sets of 260 patients’ HCC tissue microarrays, we validated two key genes, HOXD9 and HOXD10. Our study indicated that HOXD9 and HOXD10 were overexpressed in HCC patients with MVI compared with patients without MVI, and patients with MVI with HOXD9 and 10 overexpression had a poorer prognosis than patients with MVI with low expression of HOXD9 and 10. Conclusion: We established an accurate TCGA database-based genomics prediction model for preoperative MVI risk and studied the prognostic value of DEGs for HCC patients with MVI. These DEGs that are related to MVI warrant further study regarding the occurrence and development of MVI. Keywords: Hepatocellular carcinoma, Microvascular invasion, TCGA database, Differentially expressed genes, Prognostic valueIntroduction surgical technology, partial hepatectomy and liver trans-Hepatocellular carcinoma (HCC) is the sixth most com- plantation are the most commonly used elective curativemon malignant cancer and the third most common cause treatments [2]. Unfortunately, approximately 70% of HCCof cancer-related death worldwide [1]. With advances in patients have a recurrence within the first 5 years after R0 liver resection [3], which has seriously limited the prog- nosis of HCC patients. It is, therefore, necessary to find*Correspondence: liparislisi@aliyun.com; hmg301@126.com† selective genetic biomarkers that can identify aggressive Jin Wang and Zhi-Wen Ding contributed equally to this work.1 Faculty ofHepato‑Biliary‑Pancreatic Surgery, Chinese People’s Liberation behaviour and predict early tumour recurrence after liverArmy (PLA) General Hospital, 28 Fuxing Road, Beijing100853, China resection and transplantation.Full list of author information is available at the end of the article © The Author(s) 2021. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article ...
Nội dung trích xuất từ tài liệu:
A predictive and prognostic model for hepatocellular carcinoma with microvascular invasion based TCGA database genomicsWangetal. BMC Cancer (2021) 21:1337https://doi.org/10.1186/s12885-021-09047-1 RESEARCH Open AccessA predictive andprognostic modelforhepatocellular carcinoma withmicrovascularinvasion based TCGA database genomicsJinWang1†, Zhi‑WenDing2†, KuangChen1, Yan‑ZheLiu1, NanLi2*and Ming‑GenHu1* Abstract Background: Microvascular invasion (MVI) adversely affects postoperative long-term survival outcomes in patients with hepatocellular carcinoma (HCC). There is no study addressing genetic changes in HCC patients with MVI. We first screened differentially expressed genes (DEGs) in patients with and without MVI based on TCGA data, established a prediction model and explored the prognostic value of DEGs for HCC patients with MVI. Methods: In this paper, gene expression and clinical data of liver cancer patients were downloaded from the TCGA database. The DEG analysis was conducted using DESeq2. Using the least absolute shrinkage and selection operator, MVI-status-related genes were identified. A Kaplan-Meier survival analysis was performed using these genes. Finally, we validated two genes, HOXD9 and HOXD10, using two sets of HCC tissue microarrays from 260 patients. Results: Twenty-three MVI-status-related key genes were identified. Based on the key genes, we built a classification model using random forest and time-dependent receiver operating characteristic (ROC), which reached 0.814. Then, we performed a survival analysis and found ten genes had a significant difference in survival time. Simultaneously, using two sets of 260 patients’ HCC tissue microarrays, we validated two key genes, HOXD9 and HOXD10. Our study indicated that HOXD9 and HOXD10 were overexpressed in HCC patients with MVI compared with patients without MVI, and patients with MVI with HOXD9 and 10 overexpression had a poorer prognosis than patients with MVI with low expression of HOXD9 and 10. Conclusion: We established an accurate TCGA database-based genomics prediction model for preoperative MVI risk and studied the prognostic value of DEGs for HCC patients with MVI. These DEGs that are related to MVI warrant further study regarding the occurrence and development of MVI. Keywords: Hepatocellular carcinoma, Microvascular invasion, TCGA database, Differentially expressed genes, Prognostic valueIntroduction surgical technology, partial hepatectomy and liver trans-Hepatocellular carcinoma (HCC) is the sixth most com- plantation are the most commonly used elective curativemon malignant cancer and the third most common cause treatments [2]. Unfortunately, approximately 70% of HCCof cancer-related death worldwide [1]. With advances in patients have a recurrence within the first 5 years after R0 liver resection [3], which has seriously limited the prog- nosis of HCC patients. It is, therefore, necessary to find*Correspondence: liparislisi@aliyun.com; hmg301@126.com† selective genetic biomarkers that can identify aggressive Jin Wang and Zhi-Wen Ding contributed equally to this work.1 Faculty ofHepato‑Biliary‑Pancreatic Surgery, Chinese People’s Liberation behaviour and predict early tumour recurrence after liverArmy (PLA) General Hospital, 28 Fuxing Road, Beijing100853, China resection and transplantation.Full list of author information is available at the end of the article © The Author(s) 2021. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article ...
Tìm kiếm theo từ khóa liên quan:
BMC Cancer Hepatocellular carcinoma Microvascular invasion TCGA database Differentially expressed genes Prognostic valueTài liệu liên quan:
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