分子生物学
IVD分子诊断
细胞培养与分析
蛋白研究
细胞因子
重组蛋白
抗体
高通量测序建库
病原检测UCF系列
生物医药
工具酶
抑制剂激活剂与常用试剂
仪器
耗材

Uncovering the mechanism of DCLK3 in colorectal cancer progression through WGCNA and machine learning

Yang Lu, Han Yanru, Ji Juanjuan, Wang Yuyu, Yang Fang, Li Wenjing, Guo Xiaohe

Journal:BMC CANCER

IF:4.1

DOI:10.1186/s12885-026-16479-0

PMID:42432583

Published:2026-07-10

research field:肿瘤学分子生物学癌症研究细胞生物学

Abstract

Background Colorectal cancer (CRC) is a prevalent malignant tumor of the digestive tract with high morbidity and mortality rates. Although doublecortin like kinase 3 (DCLK3) is upregulated in CRC and promotes disease progression, its specific mechanisms remain unclear. Methods Core factors of CRC were identified through bioinformatics analysis, weighted gene co-expression network analysis (WGCNA), and machine learning algorithms. The expression level of DCLK3 and ELK1 were evaluated using bioinformatics databases (GSE142279, The Cancer Genome Atlas (TCGA)) and experimental validation (quantitative real-time PCR (qRT-PCR), Western blot). Functional assays (3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay, flow cytometry, Transwell assay, wound healing assay, sphere formation assay, tube formation assay, in vivo model, hematoxylin and eosin staining (HE), and immunohistochemistry (IHC)) and mechanism studies (prediction via Genecards and JASPAR databases, dual-luciferase reporter assay, and chromatin immunoprecipitation (ChIP)) were performed to validate and explore the molecular mechanism of DCLK3 in CRC. Results Bioinformatics analysis combined with WGCNA and machine learning algorithms identified DCLK3 as a core gene. DCLK3 was significantly upregulated in CRC, and its high expression was associated with poorer overall survival in patients. Knockdown of DCLK3 inhibited the proliferation of CRC cells, promoted apoptosis, and suppressed cell invasion, migration, cancer stemness, and angiogenesis. ETS like-1 protein (ELK1) promoted malignant phenotypes in CRC cells by transcriptionally activating DCLK3. Also, in vivo studies demonstrated that ELK1 activated DCLK3 to facilitate CRC tumor growth. Conclusion DCLK3, identified through bioinformatic analysis, promotes CRC progression via its transcriptional activation by the transcription factor ELK1, highlighting its potential as a therapeutic target. Graphical abstract Schematic diagram illustrat

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