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通过对结直肠癌的批量和单细胞转录组分析进行综合分析来鉴定脂肪酸氧化相关亚型。

Identification of fatty acid oxidation-related subtypes by integrated analysis of bulk- and single-cell transcriptome profiling in colorectal cancer.

作者信息

Zou Peng, Chen Chengru, Wu Xiaobin

机构信息

Department of Gastrointestinal Surgery, The Eighth Affiliated Hospital of Sun Yat-sen University, Sun Yat-sen University, Shenzhen, China.

Department of Surgery, The University of Hong Kong, Hong Kong, China.

出版信息

J Gastrointest Oncol. 2024 Feb 29;15(1):147-163. doi: 10.21037/jgo-23-833. Epub 2024 Feb 23.

DOI:10.21037/jgo-23-833
PMID:38482228
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10932680/
Abstract

BACKGROUND

As one of the major metabolic reprogramming pathways, fatty acid oxidation (FAO) contributes to rapid progression in tumor cells. Nevertheless, the genomic patterns of patients' FAO levels in colorectal cancer (CRC) remain unknown. Hence, it is crucial to identify the interplay mechanisms of molecular biochemical features of FAO in CRC.

METHODS

Data of patients with CRC were accessed from The Cancer Genome Atlas (TCGA). Unsupervised consensus clustering related to FAO sores was conducted. The differentially expressed genes (DEGs) were screened by clustering according to FAO status polarized in TCGA, followed by the construction of the scores of genes related to FAO (GFAO_Score). Enrichment of FAO and carcinogenesis at the cell level were calculated based on the single-cell RNA (scRNA) sequencing analysis. The clinical values and drug analysis of GFAO_Score were evaluated by external validation cohorts from Gene Expression Omnibus (GEO) datasets.

RESULTS

We classified patients into two distinct FAO clusters which indicated those with lower FAO levels had poor prognosis and high enrichment of carcinogenic-gene pathways. Further, the high FAO-enriched subtypes in epithelial cells revealed carcinogenesis. Three FAO-related genes (, , and ) were screened to construct the GFAO_Score. The high GFAO_Score group leaned toward advanced CRC and unfavorable survival outcomes in the validation cohort. The low GFAO_Score group possessed a better response to immunotherapy and exhibited lower IC50 (50% inhibition concentration) values for certain chemotherapy drugs, such as 5-fluorouracil, irinotecan, oxaliplatin, paclitaxel, and camptothecin.

CONCLUSIONS

FAO patterns vary in patients with CRC. The GFAO_Score might contribute to the precise screening of patients according to metabolism reprogramming and optimization of strategies in clinical practice.

摘要

背景

作为主要的代谢重编程途径之一,脂肪酸氧化(FAO)有助于肿瘤细胞的快速进展。然而,结直肠癌(CRC)患者FAO水平的基因组模式仍不清楚。因此,确定CRC中FAO分子生化特征的相互作用机制至关重要。

方法

从癌症基因组图谱(TCGA)获取CRC患者的数据。进行了与FAO评分相关的无监督共识聚类。根据TCGA中极化的FAO状态进行聚类筛选差异表达基因(DEG),随后构建与FAO相关的基因评分(GFAO_Score)。基于单细胞RNA(scRNA)测序分析计算细胞水平上FAO和致癌作用的富集情况。通过来自基因表达综合数据库(GEO)数据集的外部验证队列评估GFAO_Score的临床价值和药物分析。

结果

我们将患者分为两个不同的FAO簇,这表明FAO水平较低的患者预后较差且致癌基因途径高度富集。此外,上皮细胞中高FAO富集亚型显示出致癌作用。筛选出三个与FAO相关的基因(,和)来构建GFAO_Score。在验证队列中,高GFAO_Score组倾向于晚期CRC和不良生存结果。低GFAO_Score组对免疫疗法有更好的反应,并且对某些化疗药物,如5-氟尿嘧啶、伊立替康、奥沙利铂、紫杉醇和喜树碱,表现出较低的IC50(50%抑制浓度)值。

结论

CRC患者的FAO模式各不相同。GFAO_Score可能有助于根据代谢重编程精确筛选患者,并优化临床实践中的策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/d0984791160f/jgo-15-01-147-f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/01b8e92c7a72/jgo-15-01-147-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/b07049d50841/jgo-15-01-147-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/7ddf7e50002a/jgo-15-01-147-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/643a258599ba/jgo-15-01-147-f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/d0984791160f/jgo-15-01-147-f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/01b8e92c7a72/jgo-15-01-147-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/b07049d50841/jgo-15-01-147-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/7ddf7e50002a/jgo-15-01-147-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/643a258599ba/jgo-15-01-147-f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79c9/10932680/d0984791160f/jgo-15-01-147-f5.jpg

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