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基于机器学习和体外验证,抗原加工和呈递相关特征衍生的 BNIP3 是骨肉瘤中的一个新的癌基因和免疫治疗决定因素。

Antigen processing and presentation-related signature-derived BNIP3 is a novel oncogene and immunotherapy determinant in osteosarcoma based on machine learning and in vitro validation.

机构信息

Department of Orthopedics, The Third Xiangya Hospital, Central South University, Changsha, China.

Center of Clinical Pharmacology, The Third Xiangya Hospital, Central South University, Changsha, China.

出版信息

J Gene Med. 2024 Jan;26(1):e3586. doi: 10.1002/jgm.3586. Epub 2023 Sep 1.

Abstract

BACKGROUND

In recent decades, osteosarcoma has remained the most prevalent kind of malignant tumor. An important and crucial factor in immunotherapy is antigen processing and presentation (APP). The specific functions and pathogenic processes of APP in osteosarcoma have not, however, been studied.

METHODS

Patients with osteosarcoma were divided into groups using APP-related genes. Machine learning was used to further build the APP-related score. Investigated in-depth were the prognostic relevance of the score, mutation features, immunological aspects, and pharmacological prediction performance. Investigations of the prognostic utility, immunological traits, drug prediction effectiveness and immunotherapy prediction of BNIP3 were performed in-depth.

RESULTS

Investigations by cell counting kit-8, Transwell and 5-ethynyl-2-deoxyuridine (EdU) demonstrated that BNIP3 is an osteosarcoma tumor accelerator. The osteosarcoma gene BNIP3 may promote macrophage migration. The APP-related score shows potential for clinical use.

CONCLUSIONS

It was anticipated that more in vitro and in vivo studies would confirm BNIP3's tumorigenic and immunogenic processes in osteosarcoma.

摘要

背景

近几十年来,骨肉瘤仍然是最常见的恶性肿瘤。抗原加工和呈递(APP)是免疫治疗的一个重要关键因素。然而,APP 在骨肉瘤中的具体功能和发病过程尚未得到研究。

方法

使用 APP 相关基因将骨肉瘤患者分为几组。使用机器学习进一步构建 APP 相关评分。深入研究评分的预后相关性、突变特征、免疫学方面和药物预测性能。深入研究 BNIP3 的预后实用性、免疫学特性、药物预测效果和免疫治疗预测。

结果

细胞计数试剂盒-8、Transwell 和 5-乙炔基-2-脱氧尿苷(EdU)的研究表明 BNIP3 是骨肉瘤肿瘤促进剂。骨肉瘤基因 BNIP3 可能促进巨噬细胞迁移。APP 相关评分具有临床应用潜力。

结论

预计更多的体外和体内研究将证实 BNIP3 在骨肉瘤中的致瘤和免疫过程。

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