Multi-omics integration and clinical validation identify CKAP2 as a diagnostic biomarker for bladder cancer.

IF 2.8 3区 医学 Q3 ONCOLOGY
Xinxin Li, Jinshan Yang, Jiazi Cha, Hao Xie, Changming Dong, Yufan Yang, Yue Li, Jiahao Guo, Chunhua Lin
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引用次数: 0

Abstract

Background: Bladder cancer (BC) remains a prevalent malignancy with a high recurrence rate; however, the lack of specific biomarkers hinders early detection and effective management. Although Cytoskeleton-Associated Protein 2 (CKAP2) has been implicated in tumorigenesis, its diagnostic value and biological function in BC have not been fully elucidated. This study aimed to identify and rigorously validate CKAP2 as an important diagnostic biomarker using a multi-omics approach integrated with clinical validation.

Methods: Differential expression analysis and machine learning-based feature selection were employed to screen for candidate biomarkers, identifying CKAP2 as a key gene of interest. Mendelian randomization (MR) was used to assess the causal relationship between CKAP2 and BC risk. To evaluate clinical utility, a diagnostic model based on logistic regression was established and validated in an independent real-world cohort of 127 tissue samples, including 50 pairs of matched tumor and adjacent normal tissues, 21 independent tumor tissues, and 6 independent adjacent normal tissues. Additionally, single-cell RNA sequencing (scRNA-seq) and cell-cell communication analyses were performed to dissect the role of CKAP2 within the tumor microenvironment.

Results: CKAP2 expression was significantly upregulated in BC tissues compared to that in normal tissues (log2FoldChange = 1.53, p < 10⁻5). MR analysis provided evidence supporting a potential causal association between elevated CKAP2 expression and increased BC risk. In the external clinical validation, the CKAP2-based model demonstrated exceptional discrimination with an Area Under the Curve (AUC) of 0.931. Calibration curves indicated a high agreement between the predicted and observed probabilities, while Decision Curve Analysis (DCA) confirmed a substantial clinical net benefit. Mechanistically, scRNA-seq localized high CKAP2 expression primarily to cancer cells, and cell-cell communication analysis suggested that CKAP2 may play an important role in modulating tumor-stroma interactions, particularly with fibroblasts.

Conclusion: Our integrated analysis supports the potential utility of CKAP2 as a diagnostic biomarker for BC. By integrating multi-omics analysis, causal inference, and validation in an independent clinical cohort, these results consistently point to CKAP2's diagnostic potential and suggest its involvement in BC progression.

多组学整合和临床验证证实CKAP2是膀胱癌的诊断性生物标志物。
背景:膀胱癌(BC)是一种常见的恶性肿瘤,复发率高;然而,特异性生物标志物的缺乏阻碍了早期发现和有效管理。尽管细胞骨架相关蛋白2 (CKAP2)与肿瘤发生有关,但其在BC中的诊断价值和生物学功能尚未完全阐明。本研究旨在通过多组学方法结合临床验证,鉴定并严格验证CKAP2作为重要的诊断性生物标志物。方法:采用差异表达分析和基于机器学习的特征选择筛选候选生物标志物,确定CKAP2为感兴趣的关键基因。孟德尔随机化(MR)用于评估CKAP2与BC风险之间的因果关系。为了评估临床效用,建立了基于逻辑回归的诊断模型,并在127个组织样本中进行了独立的现实世界队列验证,其中包括50对匹配的肿瘤和邻近正常组织,21对独立的肿瘤组织和6对独立的邻近正常组织。此外,我们还进行了单细胞RNA测序(scRNA-seq)和细胞间通讯分析,以剖析CKAP2在肿瘤微环境中的作用。结果:与正常组织相比,CKAP2在BC组织中的表达明显上调(log2FoldChange = 1.53, p 5)。MR分析提供证据支持CKAP2表达升高与BC风险增加之间的潜在因果关系。在外部临床验证中,基于ckap2的模型具有出色的鉴别能力,曲线下面积(AUC)为0.931。校准曲线显示预测和观察概率之间的高度一致性,而决策曲线分析(DCA)证实了实质性的临床净收益。机制上,scRNA-seq将高CKAP2表达主要定位于癌细胞,细胞间通讯分析表明,CKAP2可能在调节肿瘤-基质相互作用中发挥重要作用,特别是与成纤维细胞的相互作用。结论:我们的综合分析支持CKAP2作为BC诊断生物标志物的潜在效用。通过综合多组学分析、因果推理和独立临床队列验证,这些结果一致地指出CKAP2的诊断潜力,并表明其参与BC的进展。
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来源期刊
CiteScore
4.70
自引率
15.60%
发文量
362
审稿时长
3 months
期刊介绍: World Journal of Surgical Oncology publishes articles related to surgical oncology and its allied subjects, such as epidemiology, cancer research, biomarkers, prevention, pathology, radiology, cancer treatment, clinical trials, multimodality treatment and molecular biology. Emphasis is placed on original research articles. The journal also publishes significant clinical case reports, as well as balanced and timely reviews on selected topics. Oncology is a multidisciplinary super-speciality of which surgical oncology forms an integral component, especially with solid tumors. Surgical oncologists around the world are involved in research extending from detecting the mechanisms underlying the causation of cancer, to its treatment and prevention. The role of a surgical oncologist extends across the whole continuum of care. With continued developments in diagnosis and treatment, the role of a surgical oncologist is ever-changing. Hence, World Journal of Surgical Oncology aims to keep readers abreast with latest developments that will ultimately influence the work of surgical oncologists.
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