Genome-Scale CRISPR-Cas9 Analysis Reveals Tumor Heterogeneity and Identifies NDC80 as Novel Biomarker in HCC.

IF 3.7 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY
Zhipu Liu, Long Liu, Shutong Liu, Yuhao Ba, Anning Zuo, Hui Xu, Yuyuan Zhang, Senyan Wang, Libo Wang, Xinwei Han
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Abstract

Background and aims: Hepatocellular carcinoma (HCC) is a malignant tumor with a poor prognosis and is characterized by severe intratumoral heterogeneity. Identifying key genomic features and more reliable classifications is helpful for clinical management.

Methods: Cancer essential genes (CEGs) were identified using genome-scale CRISPR-Cas9 and univariate Cox regression analyses. Based on gene expression, nonnegative matrix factorization (NMF) was used to generate distinct molecular subtypes. The nearest template prediction (NTP) algorithm was used to validate the accuracy and robust classifications among three independent cohorts, including GSE14520, GSE54236, and ICGC-LIRI. Specifically, potential biomarkers were screened for clinical transformation based on their prognostic characteristics and biological function features. EdU, colony formation, and Transwell assays were utilized to confirm the effect of biomarkers in vitro.

Results: The C1 subtype had the worst prognosis and was characterized by advanced AJCC stages and high genomic instability. The NTP approach confirmed that the molecular subtypes were practical, robust, and reproducible. We further identified NDC80 as a gene specifically expressed in C1 subtype, indicative of prognosis solely for this subtype. Based on overrepresentation analysis (ORA), it was found that the biological function of NDC80 was mainly enriched in proliferation. In vitro cellular assays verified that promoted tumor growth and migration.

Conclusions: Our study identified three robust molecular subtypes and revealed tumor heterogeneity. Meanwhile, the potential biomarker NDC80 served as a characteristic gene of the C1 subtype, correlating with poor prognosis and promoting tumor growth and migration, providing new insights for prognostic treatment strategies in HCC.

基因组级CRISPR-Cas9分析揭示肿瘤异质性并确定NDC80为HCC的新生物标志物
背景与目的:肝细胞癌(HCC)是一种预后较差的恶性肿瘤,具有严重的肿瘤内异质性。确定关键的基因组特征和更可靠的分类有助于临床管理。方法:采用基因组级CRISPR-Cas9和单因素Cox回归分析,鉴定肿瘤必需基因(Cancer essential genes, CEGs)。基于基因表达,采用非负矩阵分解法(NMF)生成不同的分子亚型。采用最接近模板预测(NTP)算法在GSE14520、GSE54236和ICGC-LIRI三个独立队列中验证分类的准确性和鲁棒性。具体而言,根据其预后特征和生物学功能特征筛选潜在的生物标志物进行临床转化。利用EdU、菌落形成和Transwell实验来确认生物标志物的体外作用。结果:C1亚型预后最差,以晚期AJCC分期和高基因组不稳定性为特征。NTP方法证实分子亚型是实用的,稳健的,可重复的。我们进一步确定NDC80是C1亚型特异性表达的基因,仅指示该亚型的预后。通过过代表性分析(overrepresentation analysis, ORA)发现NDC80的生物学功能主要富集于增殖。体外细胞实验证实其促进肿瘤生长和迁移。结论:我们的研究确定了三种强大的分子亚型,并揭示了肿瘤的异质性。同时,潜在的生物标志物NDC80作为C1亚型的特征基因,与不良预后相关,促进肿瘤生长和迁移,为HCC的预后治疗策略提供了新的见解。
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来源期刊
CiteScore
7.90
自引率
2.40%
发文量
326
审稿时长
2.3 months
期刊介绍: Journal of Gastroenterology and Hepatology is produced 12 times per year and publishes peer-reviewed original papers, reviews and editorials concerned with clinical practice and research in the fields of hepatology, gastroenterology and endoscopy. Papers cover the medical, radiological, pathological, biochemical, physiological and historical aspects of the subject areas. All submitted papers are reviewed by at least two referees expert in the field of the submitted paper.
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