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Effectiveness of Paxlovid in the treatment of the SARS-CoV-2 Omicron variant infection in children with hematologic malignancies: a retrospective cohort study. Paxlovid治疗血液系统恶性肿瘤患儿SARS-CoV-2 Omicron变异型感染的疗效:一项回顾性队列研究。
IF 1.5 4区 医学 Q4 ONCOLOGY Pub Date : 2024-08-31 Epub Date: 2024-07-31 DOI: 10.21037/tcr-24-70
Xiaoxia Deng, Yuelian Jiang, Wenjuan Chen, Xia Qin, Jing Chen, Hao Li, Qing Cao

Background: Patients with hematologic malignancies (HMs) may be immunocompromised after receiving anti-tumor therapy. Those who also have the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) virus infection face many challenges, including a lack of effective antiviral drugs. This study aimed to investigate the clinical features of the SARS-CoV-2 Omicron variant infection in children with HMs, and the effectiveness of Paxlovid.

Methods: A retrospective, non-randomized study was conducted on pediatric patients with HMs infected with the SARS-CoV-2 Omicron variant who had been admitted to the Shanghai Children's Medical Center, Shanghai, China from December 1, 2022 to March 1, 2023. The Paxlovid-treated group (Group P) comprised 21 patients, and the non-Paxlovid-treated group (Group N) comprised 21 patients. The patients' demographic data, clinical features, and therapeutic outcomes were collected. Statistical tests were used to evaluate the effectiveness of the treatment and related factors.

Results: The clinical course of the SARS-CoV-2 Omicron variant infection for most of the children with HMs was non-severe (97.6%), and only one child progressed to severe disease (2.4%). The most common symptoms were fever (66.7%) and cough (52.4%). Compared with the children in Group N, those in Group P had worse clinical characteristics, including those who previously underwent hematopoietic stem cell transplantation (HSCT) or chimeric antigen receptor T (CAR-T) cell treatment (71.4% vs. 28.6%, P=0.005), and those in the myelosuppressive phase (57.1% vs. 4.8%, P<0.001). Most of the children in Group P were treated with more than two types of antibiotics (76.2% vs. 42.9%, P=0.02). The patients treated with Paxlovid within 5 days of diagnosis had a median viral clearance time of 5 days [interquartile range (IQR), 4-8 days], which was significantly shorter than that of the patients who were not treated with Paxlovid (P=0.03). There were no significant differences in the clinical outcomes between the two groups after the propensity score matching (PSM) analyses. Eight patients (19%) had repeat-positive (re-positive) test results. No factor was found to be statistically significant in predicting re-positive test results based on the binary logistic regression analysis.

Conclusions: Administering Paxlovid within 5 days of the diagnosis of the SARS-CoV-2 Omicron variant infection in children may effectively shorten the clearance time of the virus, but there is still the possibility the patients may have re-positive test results.

背景:血液系统恶性肿瘤(HMs)患者在接受抗肿瘤治疗后可能会出现免疫功能低下。同时感染严重急性呼吸系统综合征冠状病毒 2(SARS-CoV-2)病毒的患者面临许多挑战,包括缺乏有效的抗病毒药物。本研究旨在调查HMs患儿中SARS-CoV-2 Omicron变异型感染的临床特征,以及Paxlovid的有效性:方法:本研究对2022年12月1日至2023年3月1日在中国上海儿童医学中心住院的感染SARS-CoV-2 Omicron变异型的儿童HMs患者进行了一项回顾性、非随机研究。帕斯洛韦治疗组(P组)21人,非帕斯洛韦治疗组(N组)21人。收集了患者的人口统计学数据、临床特征和治疗结果。结果显示,SARS-C 型肺炎患者的临床疗程与帕洛维治疗组相同:结果:大多数 HMs 患儿感染 SARS-CoV-2 Omicron 变体后的临床病程并不严重(97.6%),只有一名患儿发展为重症(2.4%)。最常见的症状是发烧(66.7%)和咳嗽(52.4%)。与N组患儿相比,P组患儿的临床特征更差,包括曾接受过造血干细胞移植(HSCT)或嵌合抗原受体T(CAR-T)细胞治疗的患儿(71.4%对28.6%,P=0.005),以及处于骨髓抑制期的患儿(57.1%对4.8%,Pvs.42.9%,P=0.02)。在确诊后5天内接受Paxlovid治疗的患者的中位病毒清除时间为5天[四分位距(IQR),4-8天],明显短于未接受Paxlovid治疗的患者(P=0.03)。经过倾向得分匹配(PSM)分析后,两组患者的临床结果无明显差异。8名患者(19%)的检测结果重复阳性(再阳性)。根据二元逻辑回归分析,没有发现任何因素在预测再次阳性结果方面具有统计学意义:结论:在儿童确诊感染SARS-CoV-2 Omicron变异体后5天内服用百服宁可有效缩短病毒清除时间,但患者仍有可能再次出现检测结果呈阳性的情况。
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引用次数: 0
Bioinformatics analysis-based mining of potential markers for inflammatory bowel disease and their immune relevance. 基于生物信息学分析挖掘炎症性肠病的潜在标记物及其免疫相关性。
IF 1.5 4区 医学 Q4 ONCOLOGY Pub Date : 2024-08-31 Epub Date: 2024-08-27 DOI: 10.21037/tcr-24-274
Yuwen Zhu, Yanbin Pan, Lichao Fan, Meng Zou, Yingjie Liu, Jiayi Hu, Shijun Xia, Yue Li, Ruijie Dai, Wenjiang Wu

Background: The incidence of inflammatory bowel disease (IBD) is increasing every year and is characterized by a prolonged course, frequent relapses, difficulty in curing, and a lack of more efficacious therapeutic biomarkers. The aim of this study was to find key core genes as therapeutic biomarkers for IBD.

Methods: GSE75214 in Gene Expression Omnibus (GEO) was used as the experimental set. The genes in the top 25% of standard deviation of all samples in the experimental set were subjected to systematic weighted gene co-expression network analysis (WGCNA) to find candidate genes. Then, least absolute shrinkage and selection operator (LASSO) logistic regression was used to further screen the central genes. Finally, the validity of hub genes was verified on GEO dataset GSE179285 using "BiocManager" R package.

Results: Twelve well-preserved modules were identified in the experimental set using the WGCNA method. Among them, five modules significantly associated with IBD were screened as clinically significant modules, and four candidate genes were screened from these five modules. Then TIMP1, GUCA2B, and HIF1A were screened as hub genes. These hub genes successfully distinguished tumor samples from healthy tissues by artificial neural network algorithm in an independent test set with an area under the working characteristic curve of 0.946 for the subjects.

Conclusions: IBD differentially expressed gene (DEGs) are involved in immunoregulatory processes. TIMP1, GUCA2B, and HIF1A, as core genes of IBD, have the potential to be therapeutic targets for patients with IBD, and our findings may provide a new outlook on the future treatment of IBD.

背景:炎症性肠病(IBD)的发病率逐年上升,其特点是病程长、复发频繁、难以治愈,而且缺乏更有效的治疗生物标志物。本研究的目的是寻找作为 IBD 治疗生物标志物的关键核心基因:方法:以基因表达总库(Gene Expression Omnibus,GEO)中的 GSE75214 为实验集。对实验集中所有样本标准偏差前 25% 的基因进行系统加权基因共表达网络分析(WGCNA),找出候选基因。然后,使用最小绝对收缩和选择算子(LASSO)逻辑回归进一步筛选中心基因。最后,使用 "BiocManager "R软件包在GEO数据集GSE179285上验证了中心基因的有效性:结果:使用 WGCNA 方法在实验集中发现了 12 个保存完好的模块。结果:利用 WGCNA 方法在实验集中发现了 12 个保存完好的模块,其中 5 个模块与 IBD 有明显相关性,被筛选为具有临床意义的模块,并从这 5 个模块中筛选出 4 个候选基因。然后筛选出 TIMP1、GUCA2B 和 HIF1A 作为枢纽基因。在一个独立的测试集中,这些中心基因通过人工神经网络算法成功地区分了肿瘤样本和健康组织,受试者的工作特征曲线下面积为 0.946:结论:IBD差异表达基因(DEGs)参与了免疫调节过程。作为 IBD 的核心基因,TIMP1、GUCA2B 和 HIF1A 有可能成为 IBD 患者的治疗靶点,我们的研究结果可能会为 IBD 的未来治疗提供新的前景。
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引用次数: 0
Development and validation of a diagnostic and prognostic model for bone metastasis of intrahepatic cholangiocarcinoma: a population-based analysis. 肝内胆管癌骨转移诊断和预后模型的开发与验证:基于人群的分析。
IF 1.5 4区 医学 Q4 ONCOLOGY Pub Date : 2024-08-31 Epub Date: 2024-08-27 DOI: 10.21037/tcr-24-567
Shan-Fei Zhu, Ben-Liang Mao, Run-Yu Zhuang, Jie-Yu Huang, Fan Wu, Bai-Lin Wang, Yong Yan

Background: Bone metastasis (BM) is a common site of metastasis in patients with intrahepatic cholangiocarcinoma (ICC), significantly impacting the quality of life and prognosis of affected individuals. This investigation aimed to assess the risk of BM development in ICC patients and to prognosticate for patients with ICC-associated BM (ICCBM) through the construction of two nomograms.

Methods: We conducted a retrospective analysis of data from 2,651 ICC patients, including 148 cases of BM, documented in the Surveillance, Epidemiology, and End Results (SEER) database spanning 2010 to 2017. Independent predictors for the occurrence of BM in ICC patients were identified via univariate and multivariate logistic regression analyses; simultaneously, independent prognostic indicators for ICCBM patients were ascertained through univariate and multivariate Cox regression analyses. The utility of the nomograms was evaluated through calibration curves, receiver operating characteristic (ROC) curves, decision curve analysis (DCA), and Kaplan-Meier (KM) analysis.

Results: Independent risk factors for BM in ICC included sex, tumor size, lung metastasis, brain metastasis, and intrahepatic metastasis. For ICCBM patients, independent prognostic factors comprised age, chemotherapy, and radiotherapy. The prognostic nomogram exhibited C-indexes of 0.737 [95% confidential interval (CI): 0.682-0.792] for the training cohort and 0.696 (95% CI: 0.623-0.769) for the validation cohort. Calibration curves demonstrated strong concordance between predicted outcomes and observed events. The areas under the curve (AUC) for 3-, 6-, and 12-month cancer-specific survival (CSS) were 0.853, 0.781, and 0.739, respectively, in the training cohort, and 0.794, 0.822, and 0.780 in the validation cohort. DCA illustrated significant net benefits across a broad spectrum of threshold probabilities. KM analysis revealed 1-, 2-, and 3-year CSS rates of 23.91%, 7.55%, and 2.35%, respectively, with a median CSS of 6 months, underscoring the nomograms' capacity to distinctly stratify patients according to survival risk.

Conclusions: The development of these nomograms offers substantial clinical utility in forecasting BM risk among ICC patients and prognosticating for those with ICCBM, thereby facilitating the formulation of more efficacious treatment modalities.

背景:骨转移(BM)是肝内胆管癌(ICC)患者常见的转移部位,严重影响患者的生活质量和预后。本研究旨在评估ICC患者发生BM的风险,并通过构建两个提名图来预测ICC相关BM(ICCBM)患者的预后:我们对2010年至2017年监测、流行病学和最终结果(SEER)数据库中记录的2651例ICC患者的数据进行了回顾性分析,其中包括148例BM病例。通过单变量和多变量逻辑回归分析确定了ICC患者发生BM的独立预测因素;同时,通过单变量和多变量Cox回归分析确定了ICCBM患者的独立预后指标。通过校准曲线、接收器操作特征曲线(ROC)、决策曲线分析(DCA)和卡普兰-梅尔(KM)分析评估了提名图的实用性:结果:ICC BM的独立危险因素包括性别、肿瘤大小、肺转移、脑转移和肝内转移。ICCBM患者的独立预后因素包括年龄、化疗和放疗。预后提名图显示,训练队列的C指数为0.737[95%保密区间(CI):0.682-0.792],验证队列的C指数为0.696(95% CI:0.623-0.769)。校准曲线显示,预测结果与观察事件之间具有很强的一致性。在训练队列中,3 个月、6 个月和 12 个月癌症特异性生存率(CSS)的曲线下面积(AUC)分别为 0.853、0.781 和 0.739,在验证队列中分别为 0.794、0.822 和 0.780。在广泛的阈值概率范围内,DCA 显示了显著的净效益。KM分析显示,1年、2年和3年CSS率分别为23.91%、7.55%和2.35%,中位CSS为6个月,强调了提名图根据生存风险对患者进行明确分层的能力:这些提名图为预测 ICC 患者的 BM 风险和 ICCBM 患者的预后提供了重要的临床实用价值,从而有助于制定更有效的治疗模式。
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引用次数: 0
Predictive model of gene expression regulating invasion and migration of M2 macrophages in breast cancer: clinical prognosis and therapeutic implications. 调控乳腺癌 M2 巨噬细胞侵袭和迁移的基因表达预测模型:临床预后和治疗意义。
IF 1.5 4区 医学 Q4 ONCOLOGY Pub Date : 2024-08-31 Epub Date: 2024-08-21 DOI: 10.21037/tcr-24-29
Chengjie Jiang, Jinlei Luo, Xiaoxue Jiang, Yujie Lv, Jianwei Dou

Background: Breast cancer (BRCA) has surpassed lung cancer to become the malignant tumor with the highest incidence in female population. It occurs in malignant cells in breast tissue and is common worldwide. An increasing body of research indicates that M2 macrophages are critical to the occurrence and progression of BRCA. The aim of this work is to build a predictive model of genes related to invasion and migration of M2 macrophages, forecast the prognosis of patients with BRCA, and then evaluate the efficacy of some targeted treatments.

Methods: The Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/) database supplied the GSE20685 dataset, whereas the expression profile a clinical details of BRCA patients were obtained from The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/) database. The genes linked to M2 macrophages and the differentially elevated genes of invasion and migration were found in GSE20685. To explore the prognosis-related invasion and migration M2 macrophage genes, the TCGA-BRCA dataset was merged with Cox regression and least absolute shrinkage and selection operator (LASSO) regression. GSE58812 was utilized for external validation. After calculating each patient's risk score, the prognostic model was examined by analyses of immune infiltration, medication sensitivity, mutation, and enrichment of the risk score.

Results: The risk score had a strong correlation with both several immune cells and popular anti-tumor medications. Additionally, it was discovered that the risk score was a separate prognostic factor for BRCA.

Conclusions: Based on invasion and migration-related M2 macrophage genes, we investigated and validated predictive characteristics in our study that may offer helpful insights into the progression and prognosis of BRCA.

背景:乳腺癌(BRCA)已超过肺癌,成为女性发病率最高的恶性肿瘤。它发生在乳腺组织的恶性细胞中,在全世界都很常见。越来越多的研究表明,M2巨噬细胞对BRCA的发生和发展至关重要。这项工作的目的是建立一个与 M2 巨噬细胞入侵和迁移相关的基因预测模型,预测 BRCA 患者的预后,然后评估一些靶向治疗的疗效:基因表达总库(GEO; https://www.ncbi.nlm.nih.gov/geo/)数据库提供了GSE20685数据集,而BRCA患者的表达谱和临床细节则来自癌症基因组图谱(TCGA; https://portal.gdc.cancer.gov/)数据库。在 GSE20685 数据集中发现了与 M2 巨噬细胞相关的基因以及侵袭和迁移基因的差异表达。为了探索与预后相关的侵袭和迁移 M2 巨噬细胞基因,采用 Cox 回归和最小绝对缩小和选择算子(LASSO)回归合并了 TCGA-BRCA 数据集。GSE58812 用于外部验证。在计算出每位患者的风险评分后,通过分析免疫浸润、药物敏感性、基因突变和风险评分的富集度来检验预后模型:结果:风险评分与几种免疫细胞和常用抗肿瘤药物都有很强的相关性。结果:风险评分与几种免疫细胞和常用抗肿瘤药物都有很强的相关性,此外,还发现风险评分是 BRCA 的一个独立预后因素:我们的研究基于与侵袭和迁移相关的 M2 巨噬细胞基因,调查并验证了预测特征,这些特征可能有助于了解 BRCA 的进展和预后。
{"title":"Predictive model of gene expression regulating invasion and migration of M2 macrophages in breast cancer: clinical prognosis and therapeutic implications.","authors":"Chengjie Jiang, Jinlei Luo, Xiaoxue Jiang, Yujie Lv, Jianwei Dou","doi":"10.21037/tcr-24-29","DOIUrl":"https://doi.org/10.21037/tcr-24-29","url":null,"abstract":"<p><strong>Background: </strong>Breast cancer (BRCA) has surpassed lung cancer to become the malignant tumor with the highest incidence in female population. It occurs in malignant cells in breast tissue and is common worldwide. An increasing body of research indicates that M2 macrophages are critical to the occurrence and progression of BRCA. The aim of this work is to build a predictive model of genes related to invasion and migration of M2 macrophages, forecast the prognosis of patients with BRCA, and then evaluate the efficacy of some targeted treatments.</p><p><strong>Methods: </strong>The Gene Expression Omnibus (GEO; https://www.ncbi.nlm.nih.gov/geo/) database supplied the GSE20685 dataset, whereas the expression profile a clinical details of BRCA patients were obtained from The Cancer Genome Atlas (TCGA; https://portal.gdc.cancer.gov/) database. The genes linked to M2 macrophages and the differentially elevated genes of invasion and migration were found in GSE20685. To explore the prognosis-related invasion and migration M2 macrophage genes, the TCGA-BRCA dataset was merged with Cox regression and least absolute shrinkage and selection operator (LASSO) regression. GSE58812 was utilized for external validation. After calculating each patient's risk score, the prognostic model was examined by analyses of immune infiltration, medication sensitivity, mutation, and enrichment of the risk score.</p><p><strong>Results: </strong>The risk score had a strong correlation with both several immune cells and popular anti-tumor medications. Additionally, it was discovered that the risk score was a separate prognostic factor for BRCA.</p><p><strong>Conclusions: </strong>Based on invasion and migration-related M2 macrophage genes, we investigated and validated predictive characteristics in our study that may offer helpful insights into the progression and prognosis of BRCA.</p>","PeriodicalId":23216,"journal":{"name":"Translational cancer research","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2024-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11384920/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142296272","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The expression of tumor necrosis factor receptor 2 is correlated with the prognosis of cancer: a systematic review and meta-analysis. 肿瘤坏死因子受体 2 的表达与癌症预后的相关性:系统回顾和荟萃分析。
IF 1.5 4区 医学 Q4 ONCOLOGY Pub Date : 2024-08-31 Epub Date: 2024-08-06 DOI: 10.21037/tcr-24-275
Hyun Min Koh, Nayoung Han

Background: Tumor necrosis factor receptor 2 (TNFR2) is a subtype of the tumor necrosis factor receptors and is known to promote cancer progression by enhancing cancer cell proliferation and inducing immune suppression. More recently, there are reports that TNFR2 expression is related to the prognosis of patients with cancer, including lung, breast, esophageal, colorectal cancer, and lymphoma. In this study, the correlation between the expression of TNFR2 and the prognosis and clinicopathological factors of cancer was systematically evaluated. This study aimed at elucidating the relationship between TNFR2 and prognosis in patients with cancer.

Methods: PubMed, Embase, and Cochrane Library were searched and a meta-analysis was performed to assess the prognostic and clinicopathological values of TNFR2 expression in patients with cancer.

Results: Nine studies with 2,229 patients were included. High expression of TNFR2 was significantly correlated with poor overall survival (OS) [hazard ratio (HR), 1.76; 95% confidence interval (CI): 1.37-2.27; P<0.001] and disease-free survival (DFS) (HR, 2.75; 95% CI: 1.92-3.92; P<0.001). High expression of TNFR2 was also significantly associated with higher tumor grade [odds ratio (OR), 1.58; 95% CI: 1.26-1.98; P<0.001], higher tumor stage (OR, 2.41; 95% CI: 1.62-3.60; P<0.001) and higher clinical stage (OR, 1.80; 95% CI: 1.44-2.23; P<0.001).

Conclusions: High expression of TNFR2 was related to poor prognosis and could be a prognostic factor in patients with cancer.

背景:肿瘤坏死因子受体 2(TNFR2)是肿瘤坏死因子受体的一种亚型,已知它能通过增强癌细胞增殖和诱导免疫抑制来促进癌症进展。最近,有报道称 TNFR2 的表达与肺癌、乳腺癌、食道癌、结直肠癌和淋巴瘤等癌症患者的预后有关。本研究系统评估了 TNFR2 的表达与癌症预后和临床病理因素之间的相关性。本研究旨在阐明 TNFR2 与癌症患者预后之间的关系:方法:检索了PubMed、Embase和Cochrane图书馆,并进行了荟萃分析,以评估TNFR2在癌症患者中的预后和临床病理价值:结果:共纳入9项研究,2229名患者。TNFR2的高表达与总生存期(OS)差显著相关[危险比(HR),1.76;95%置信区间(CI):1.37-2.27;PC结论:TNFR2的高表达与总生存期(OS)差显著相关:TNFR2的高表达与预后不良有关,可能是癌症患者的一个预后因素。
{"title":"The expression of tumor necrosis factor receptor 2 is correlated with the prognosis of cancer: a systematic review and meta-analysis.","authors":"Hyun Min Koh, Nayoung Han","doi":"10.21037/tcr-24-275","DOIUrl":"https://doi.org/10.21037/tcr-24-275","url":null,"abstract":"<p><strong>Background: </strong>Tumor necrosis factor receptor 2 (TNFR2) is a subtype of the tumor necrosis factor receptors and is known to promote cancer progression by enhancing cancer cell proliferation and inducing immune suppression. More recently, there are reports that TNFR2 expression is related to the prognosis of patients with cancer, including lung, breast, esophageal, colorectal cancer, and lymphoma. In this study, the correlation between the expression of TNFR2 and the prognosis and clinicopathological factors of cancer was systematically evaluated. This study aimed at elucidating the relationship between TNFR2 and prognosis in patients with cancer.</p><p><strong>Methods: </strong>PubMed, Embase, and Cochrane Library were searched and a meta-analysis was performed to assess the prognostic and clinicopathological values of TNFR2 expression in patients with cancer.</p><p><strong>Results: </strong>Nine studies with 2,229 patients were included. High expression of TNFR2 was significantly correlated with poor overall survival (OS) [hazard ratio (HR), 1.76; 95% confidence interval (CI): 1.37-2.27; P<0.001] and disease-free survival (DFS) (HR, 2.75; 95% CI: 1.92-3.92; P<0.001). High expression of TNFR2 was also significantly associated with higher tumor grade [odds ratio (OR), 1.58; 95% CI: 1.26-1.98; P<0.001], higher tumor stage (OR, 2.41; 95% CI: 1.62-3.60; P<0.001) and higher clinical stage (OR, 1.80; 95% CI: 1.44-2.23; P<0.001).</p><p><strong>Conclusions: </strong>High expression of TNFR2 was related to poor prognosis and could be a prognostic factor in patients with cancer.</p>","PeriodicalId":23216,"journal":{"name":"Translational cancer research","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2024-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11384928/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142296276","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Characterization and validation of a prognostic model for the N6-methyladenosine-associated ferroptosis gene in colon adenocarcinoma. 结肠腺癌中 N6-甲基腺苷相关铁突变基因预后模型的特征描述与验证
IF 1.5 4区 医学 Q4 ONCOLOGY Pub Date : 2024-08-31 Epub Date: 2024-08-06 DOI: 10.21037/tcr-24-88
Xiaoyu Liu, Jiaxuan An, Qi Wang, Hongyong Jin

Background: According to statistics, colon adenocarcinoma (COAD) ranks third in global incidence and second in mortality. The role of N6-methyladenosine (m6A) modification-dependent ferroptosis in tumor development and progression is gaining attention. Therefore, it is meaningful to explore the biological functions mediated by m6A ferroptosis related genes (m6A-Ferr-RGs) in the prognosis and treatment of COAD. This study aimed to explore the regulatory mechanisms and prognostic features of m6A-Ferr-RGs in COAD based on the COAD transcriptome dataset.

Methods: The expression data of Ferr-RGs and the correlated analysis with prognosis related m6A regulators were conducted to obtain candidate m6A-Ferr-RGs. Then, the differentially expressed genes (DEGs) between COAD and normal samples were intersected with candidate m6A-Ferr-RGs to obtain differentially expressed m6A Ferr-RGs (DE-m6A-Ferr-RGs) in COAD. Cox regression analyses were performed to establish risk model and validated in the GSE17538 and GSE41258 datasets. The nomogram was constructed and verified by calibration curves. Moreover, tumor immune dysfunction and exclusion (TIDE) was used to assess immunotherapy response in two risk groups. Finally, the expression of m6A-Ferr-related prognostic genes was validated by quantitative reverse transcription polymerase chain reaction (qRT-PCR).

Results: In total, 6 model genes (HSD17B11, VEGFA, CXCL2, ASNS, FABP4, and GPX2) were obtained to construct the risk model. The nomogram was established based on the independent prognostic factors for predicting survival of COAD. TIDE assessed that the high-risk group suffered from greater immune resistance. Ultimately, the experimental results confirmed that the expression trends of all model genes were consistent among data from public database.

Conclusions: In this study, m6A-Ferr-related prognostic model for COAD was constructed using transcriptome data and clinical data of COAD in public database, which may have potential immunotherapy and chemotherapy guidance implications.

背景:据统计,结肠腺癌(COAD)在全球发病率中排名第三,死亡率中排名第二。N6-甲基腺苷(m6A)修饰依赖的铁突变在肿瘤发生和发展中的作用正受到越来越多的关注。因此,探讨 m6A 铁突变相关基因(m6A-Ferr-RGs)在 COAD 的预后和治疗中介导的生物学功能很有意义。本研究旨在基于COAD转录组数据集探讨m6A-Ferr-RGs在COAD中的调控机制和预后特征:方法:通过Ferr-RGs的表达数据以及与预后相关的m6A调控因子的相关分析,获得候选m6A-Ferr-RGs。然后,将 COAD 与正常样本之间的差异表达基因(DEGs)与候选 m6A-Ferr-RGs 相交,得到 COAD 中差异表达的 m6A Ferr-RGs(DE-m6A-Ferr-RGs)。通过 Cox 回归分析建立了风险模型,并在 GSE17538 和 GSE41258 数据集中进行了验证。构建了提名图,并通过校准曲线进行了验证。此外,还使用肿瘤免疫功能障碍和排斥(TIDE)来评估两个风险组的免疫治疗反应。最后,通过定量反转录聚合酶链反应(qRT-PCR)验证了m6A-Ferr相关预后基因的表达:结果:共获得了6个模型基因(HSD17B11、VEGFA、CXCL2、ASNS、FABP4和GPX2)来构建风险模型。根据预测 COAD 存活率的独立预后因素建立了提名图。TIDE 评估表明,高风险组具有更强的免疫抵抗力。最终,实验结果证实,所有模型基因的表达趋势与来自公共数据库的数据一致:本研究利用转录组数据和公共数据库中的 COAD 临床数据构建了与 m6A-Ferr 相关的 COAD 预后模型,该模型可能具有潜在的免疫治疗和化疗指导意义。
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引用次数: 0
TSPAN1 overexpression as an indicator of poor prognosis in estrogen receptor-positive breast cancer. TSPAN1过表达是雌激素受体阳性乳腺癌预后不良的指标。
IF 1.5 4区 医学 Q4 ONCOLOGY Pub Date : 2024-08-31 Epub Date: 2024-08-21 DOI: 10.21037/tcr-24-409
Xiangjuan Liu, Jiahong Zhang, Jun Zhao, Yan Cheng, Dandan Jiang

Background: Tetraspanin 1 (TSPAN1) is a newly discovered protein of the tetrameric protein family encoded by the TSPAN1 gene localized in the 1p34 chromosome region. TSPAN1 has been shown to be associated with various malignancies. In this study, we aimed to investigate the prognostic significance of TSPAN1 in breast cancer. Estrogen receptor-positive (ER+) breast cancer is the largest breast cancer subgroup, and ER-targeted therapies have significantly prolonged survival and improved symptoms in advanced breast cancer. TSPAN1 overexpression was found to be associated with a poor prognosis in ER+ breast cancer.

Methods: We analyzed the expression of TSPAN1 in breast cancer tissues and cell lines using western blotting and quantitative reverse transcription polymerase chain reaction (RT-qPCR).

Results: TSPAN1 expression was higher in breast cancer cells as compared with normal breast tissue. There was a significant association between a high TSPAN1 level and a low survival rate. Inhibition of TSPAN1 significantly reduced the proliferation and invasion of BT474 cells both in vitro and in vivo. The downregulation of TSPAN1 in breast cancer cells significantly reduced the levels of p-mitogen-activated protein kinase 1 (MEK1) (S298) and p-extracellular signal-regulating kinase (ERK) 1/2.

Conclusions: TSPAN1 modulates downstream extracellular matrix (ECM) receptor signaling cascades and promotes cellular proliferation and invasion in breast cancer. TSPAN1 inhibition may be a potential new treatment strategy for breast cancer.

背景:Tetraspanin 1(TSPAN1)是一种新发现的四聚体蛋白家族蛋白,由位于 1p34 染色体区域的 TSPAN1 基因编码。已有研究表明,TSPAN1 与多种恶性肿瘤有关。本研究旨在探讨 TSPAN1 在乳腺癌中的预后意义。雌激素受体阳性(ER+)乳腺癌是最大的乳腺癌亚组,ER靶向疗法显著延长了晚期乳腺癌患者的生存期并改善了症状。研究发现,TSPAN1的过表达与ER+乳腺癌的不良预后有关:方法:我们采用免疫印迹法和定量反转录聚合酶链反应(RT-qPCR)分析了TSPAN1在乳腺癌组织和细胞系中的表达情况:结果:与正常乳腺组织相比,TSPAN1在乳腺癌细胞中的表达量更高。结果发现:与正常乳腺组织相比,TSPAN1 在乳腺癌细胞中的表达量更高。抑制 TSPAN1 能显著减少 BT474 细胞在体外和体内的增殖和侵袭。下调乳腺癌细胞中的TSPAN1可显著降低p-丝裂原活化蛋白激酶1(MEK1)(S298)和p-细胞外信号调节激酶(ERK)1/2的水平:结论:TSPAN1 可调节下游细胞外基质(ECM)受体信号级联,促进乳腺癌的细胞增殖和侵袭。抑制 TSPAN1 可能是一种潜在的乳腺癌治疗新策略。
{"title":"TSPAN1 overexpression as an indicator of poor prognosis in estrogen receptor-positive breast cancer.","authors":"Xiangjuan Liu, Jiahong Zhang, Jun Zhao, Yan Cheng, Dandan Jiang","doi":"10.21037/tcr-24-409","DOIUrl":"https://doi.org/10.21037/tcr-24-409","url":null,"abstract":"<p><strong>Background: </strong>Tetraspanin 1 (TSPAN1) is a newly discovered protein of the tetrameric protein family encoded by the <i>TSPAN1</i> gene localized in the 1p34 chromosome region. TSPAN1 has been shown to be associated with various malignancies. In this study, we aimed to investigate the prognostic significance of TSPAN1 in breast cancer. Estrogen receptor-positive (ER+) breast cancer is the largest breast cancer subgroup, and ER-targeted therapies have significantly prolonged survival and improved symptoms in advanced breast cancer. TSPAN1 overexpression was found to be associated with a poor prognosis in ER+ breast cancer.</p><p><strong>Methods: </strong>We analyzed the expression of TSPAN1 in breast cancer tissues and cell lines using western blotting and quantitative reverse transcription polymerase chain reaction (RT-qPCR).</p><p><strong>Results: </strong>TSPAN1 expression was higher in breast cancer cells as compared with normal breast tissue. There was a significant association between a high TSPAN1 level and a low survival rate. Inhibition of TSPAN1 significantly reduced the proliferation and invasion of BT474 cells both <i>in vitro</i> and <i>in vivo</i>. The downregulation of TSPAN1 in breast cancer cells significantly reduced the levels of p-mitogen-activated protein kinase 1 (MEK1) (S298) and p-extracellular signal-regulating kinase (ERK) 1/2.</p><p><strong>Conclusions: </strong>TSPAN1 modulates downstream extracellular matrix (ECM) receptor signaling cascades and promotes cellular proliferation and invasion in breast cancer. TSPAN1 inhibition may be a potential new treatment strategy for breast cancer.</p>","PeriodicalId":23216,"journal":{"name":"Translational cancer research","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2024-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11385530/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142296282","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The diagnostic performance of the Mindray system in detecting CA125 and HE4 for patients with ovarian cancer. Mindray 系统检测卵巢癌患者 CA125 和 HE4 的诊断性能。
IF 1.5 4区 医学 Q4 ONCOLOGY Pub Date : 2024-08-31 Epub Date: 2024-08-21 DOI: 10.21037/tcr-24-1107
Pingfeng Feng, Tao Chen, Jörg Wischhusen, Colton Ladbury, Víctor Manuel Vargas-Hernández, Yufeng Xiong

Background: Cancer antigen 125 (CA125) and human epididymis protein 4 (HE4) are the most commonly used tumor biomarkers for ovarian cancer (OC) screening and diagnosis. The risk of ovarian malignancy algorithm (ROMA) score uses these markers, as detected by the Roche system, to predict the risk of OC. This study sought to assess the performance of the Mindray system in detecting CA125 and HE4 for ROMA score calculation in clinical settings.

Methods: Consecutive OC patients and patients with benign pelvic masses were screened and enrolled in this study. The CA125 and HE4 levels of these patients were measured using both the Mindray and Roche systems. The ROMA score for each patient was calculated. Diagnostic performance was evaluated using the area under the curve (AUC) of the receiver operating characteristic (ROC) curve.

Results: The HE4 and CA125 levels were significantly higher in the patients with OC than the patients with benign ovarian masses. Both detection systems showed high efficiency in detecting ovarian cancer. For the premenopausal OC patients, the AUC values for the ROMA score, HE4, and CA125 were 0.866, 0.852, and 0.879, respectively, using the Roche system, and 0.911, 0.902, and 0.883, respectively, using the Mindray system. For the postmenopausal OC patients, the AUC values for the ROMA score, HE4, and CA125 were 0.962, 0.920, and 0.953, respectively, using Roche system, and 0.966, 0.924, and 0.959, respectively, using the Mindray system. The correlation analysis showed strong agreement between the two systems. Among the patients who experienced recurrence, we observed a significant increase in both HE4 and CA125 levels compared to baseline using the Mindray system.

Conclusions: The Mindray and Roche systems provide consistent results. The Mindray system can be used to detect HE4 and CA125 for ROMA score calculation.

背景:癌症抗原125(CA125)和人类附睾蛋白4(HE4)是筛查和诊断卵巢癌(OC)最常用的肿瘤生物标记物。卵巢恶性肿瘤风险算法(ROMA)评分使用罗氏系统检测到的这些标记物来预测卵巢癌的风险。本研究旨在评估Mindray系统在临床环境中检测CA125和HE4以计算ROMA评分的性能:方法:本研究筛选并登记了连续的卵巢癌患者和盆腔良性肿块患者。这些患者的 CA125 和 HE4 水平均通过 Mindray 和罗氏系统进行测量。计算了每位患者的 ROMA 评分。使用接收者操作特征曲线(ROC)的曲线下面积(AUC)对诊断性能进行评估:结果:OC 患者的 HE4 和 CA125 水平明显高于良性卵巢肿块患者。两种检测系统在检测卵巢癌方面都表现出较高的效率。对于绝经前卵巢癌患者,使用罗氏系统时,ROMA评分、HE4和CA125的AUC值分别为0.866、0.852和0.879,使用Mindray系统时,分别为0.911、0.902和0.883。对于绝经后 OC 患者,使用罗氏系统时,ROMA 评分、HE4 和 CA125 的 AUC 值分别为 0.962、0.920 和 0.953;使用 Mindray 系统时,AUC 值分别为 0.966、0.924 和 0.959。相关性分析表明两种系统之间的一致性很高。在复发的患者中,我们观察到使用Mindray系统时,HE4和CA125水平与基线相比都有显著增加:结论:Mindray 和罗氏系统的结果一致。Mindray系统可用于检测HE4和CA125,以计算ROMA评分。
{"title":"The diagnostic performance of the Mindray system in detecting CA125 and HE4 for patients with ovarian cancer.","authors":"Pingfeng Feng, Tao Chen, Jörg Wischhusen, Colton Ladbury, Víctor Manuel Vargas-Hernández, Yufeng Xiong","doi":"10.21037/tcr-24-1107","DOIUrl":"https://doi.org/10.21037/tcr-24-1107","url":null,"abstract":"<p><strong>Background: </strong>Cancer antigen 125 (CA125) and human epididymis protein 4 (HE4) are the most commonly used tumor biomarkers for ovarian cancer (OC) screening and diagnosis. The risk of ovarian malignancy algorithm (ROMA) score uses these markers, as detected by the Roche system, to predict the risk of OC. This study sought to assess the performance of the Mindray system in detecting CA125 and HE4 for ROMA score calculation in clinical settings.</p><p><strong>Methods: </strong>Consecutive OC patients and patients with benign pelvic masses were screened and enrolled in this study. The CA125 and HE4 levels of these patients were measured using both the Mindray and Roche systems. The ROMA score for each patient was calculated. Diagnostic performance was evaluated using the area under the curve (AUC) of the receiver operating characteristic (ROC) curve.</p><p><strong>Results: </strong>The HE4 and CA125 levels were significantly higher in the patients with OC than the patients with benign ovarian masses. Both detection systems showed high efficiency in detecting ovarian cancer. For the premenopausal OC patients, the AUC values for the ROMA score, HE4, and CA125 were 0.866, 0.852, and 0.879, respectively, using the Roche system, and 0.911, 0.902, and 0.883, respectively, using the Mindray system. For the postmenopausal OC patients, the AUC values for the ROMA score, HE4, and CA125 were 0.962, 0.920, and 0.953, respectively, using Roche system, and 0.966, 0.924, and 0.959, respectively, using the Mindray system. The correlation analysis showed strong agreement between the two systems. Among the patients who experienced recurrence, we observed a significant increase in both HE4 and CA125 levels compared to baseline using the Mindray system.</p><p><strong>Conclusions: </strong>The Mindray and Roche systems provide consistent results. The Mindray system can be used to detect HE4 and CA125 for ROMA score calculation.</p>","PeriodicalId":23216,"journal":{"name":"Translational cancer research","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2024-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11385533/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142296274","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Has_circ_0002360 promotes the progression of lung adenocarcinoma by activating miR-762 and regulating PODXL expression. Has_circ_0002360通过激活miR-762和调控PODXL的表达促进肺腺癌的进展。
IF 1.5 4区 医学 Q4 ONCOLOGY Pub Date : 2024-08-31 Epub Date: 2024-08-27 DOI: 10.21037/tcr-24-279
Yulan Yan, Yao Zhang, Yingjue He, Xuefeng Bu

Background: Circular RNAs (circRNAs) have been found to be linked to cancer progression and metastasis, but there is not much known about their connection to lung adenocarcinoma (LAC). In the previous study reported by our group, has_circ_0002360 was highly expressed in LAC tissues. The goal of this study was to investigate the potential impact of has_circ_0002360 in LAC.

Methods: Bioinformatics software, TargetScan, and miRanda were used to study the interactions of RNAs. Luciferase reporter assays further confirmed their relationship. The relative expression of has_circ_0002360 in 122 patients and four cell lines of the lung were obtained using real-time qualitative polymerase chain reaction (qRT-PCR). The target gene podocalyxin-like (PODXL) expression was confirmed by immunohistochemistry (IHC) in ten pairs of clinical samples. Then, cell counting kit-8 (CCK8), wound healing, and transwell experiments were applied to examine cell growth, migration, and infection-induced cell invasion. LAC cell lines were infected, and the process was monitored by examination of the related epithelial-mesenchymal transition (EMT) proteins.

Results: The resulting data indicated that has_circ_0002360 and PODXL were overexpressed in LAC tissues, whereas miR-762 expression was repressed. The reduction of has_circ_0002360 or upregulation of miR-762 mitigated the proliferation, migration, invasion of LAC cells. Mechanistically, has_circ_0002360 upregulated PODXL expressions by targeting miR-762 to promote LAC progression.

Conclusions: In general, the has_circ_0002360/miR-762/PODXL axis affected the progress of LAC. The results of our study identified has_circ_0002360 as a novel oncogenic RNA in LAC.

背景:人们发现环状 RNA(circRNA)与癌症的进展和转移有关,但对其与肺腺癌(LAC)的关系却知之甚少。在我们小组之前的研究报告中,has_circ_0002360 在 LAC 组织中高表达。本研究的目的是调查 has_circ_0002360 在 LAC 中的潜在影响:方法:使用生物信息学软件 TargetScan 和 miRanda 研究 RNA 的相互作用。荧光素酶报告实验进一步证实了它们之间的关系。利用实时定性聚合酶链反应(qRT-PCR)获得了has_circ_0002360在122名患者和4个肺细胞系中的相对表达量。在 10 对临床样本中,通过免疫组化(IHC)确认了靶基因 podocalyxin-like (PODXL) 的表达。然后,应用细胞计数试剂盒-8(CCK8)、伤口愈合和透孔实验检测细胞生长、迁移和感染诱导的细胞侵袭。对 LAC 细胞系进行感染,并通过检测相关的上皮-间质转化(EMT)蛋白来监测感染过程:结果:数据显示,has_circ_0002360 和 PODXL 在 LAC 组织中过度表达,而 miR-762 的表达受到抑制。降低 has_circ_0002360 或上调 miR-762 可减轻 LAC 细胞的增殖、迁移和侵袭。从机制上讲,has_circ_0002360通过靶向miR-762上调PODXL的表达,从而促进LAC的进展:总的来说,has_circ_0002360/miR-762/PODXL 轴影响 LAC 的进展。我们的研究结果确定了has_circ_0002360是LAC中的一种新型致癌RNA。
{"title":"Has_circ_0002360 promotes the progression of lung adenocarcinoma by activating miR-762 and regulating PODXL expression.","authors":"Yulan Yan, Yao Zhang, Yingjue He, Xuefeng Bu","doi":"10.21037/tcr-24-279","DOIUrl":"https://doi.org/10.21037/tcr-24-279","url":null,"abstract":"<p><strong>Background: </strong>Circular RNAs (circRNAs) have been found to be linked to cancer progression and metastasis, but there is not much known about their connection to lung adenocarcinoma (LAC). In the previous study reported by our group, has_circ_0002360 was highly expressed in LAC tissues. The goal of this study was to investigate the potential impact of has_circ_0002360 in LAC.</p><p><strong>Methods: </strong>Bioinformatics software, TargetScan, and miRanda were used to study the interactions of RNAs. Luciferase reporter assays further confirmed their relationship. The relative expression of has_circ_0002360 in 122 patients and four cell lines of the lung were obtained using real-time qualitative polymerase chain reaction (qRT-PCR). The target gene podocalyxin-like (PODXL) expression was confirmed by immunohistochemistry (IHC) in ten pairs of clinical samples. Then, cell counting kit-8 (CCK8), wound healing, and transwell experiments were applied to examine cell growth, migration, and infection-induced cell invasion. LAC cell lines were infected, and the process was monitored by examination of the related epithelial-mesenchymal transition (EMT) proteins.</p><p><strong>Results: </strong>The resulting data indicated that has_circ_0002360 and PODXL were overexpressed in LAC tissues, whereas miR-762 expression was repressed. The reduction of has_circ_0002360 or upregulation of miR-762 mitigated the proliferation, migration, invasion of LAC cells. Mechanistically, has_circ_0002360 upregulated PODXL expressions by targeting miR-762 to promote LAC progression.</p><p><strong>Conclusions: </strong>In general, the has_circ_0002360/miR-762/PODXL axis affected the progress of LAC. The results of our study identified has_circ_0002360 as a novel oncogenic RNA in LAC.</p>","PeriodicalId":23216,"journal":{"name":"Translational cancer research","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2024-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11384312/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142296264","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An ensemble learning model for predicting cancer-specific survival of muscle-invasive bladder cancer patients undergoing bladder preservation therapy. 用于预测接受膀胱保留疗法的肌肉浸润性膀胱癌患者癌症特异性生存期的集合学习模型。
IF 1.5 4区 医学 Q4 ONCOLOGY Pub Date : 2024-08-31 Epub Date: 2024-08-27 DOI: 10.21037/tcr-24-561
Liwei Wei, Fubo Wang, Guanglin Yang, Naikai Liao, Zelin Cui, Hao Chen, Qiyue Zhao, Min Qin, Ji-Wen Cheng

Background: More muscle-invasive bladder cancer (MIBC) patients are now eligible for bladder-preserving therapy (BPT), underscoring the need for precision medicine. This study aimed to identify prognostic predictors and construct a predictive model among MIBC patients who undergo BPT.

Methods: Data relating to MIBC patients were obtained from the Surveillance, Epidemiology and End Results (SEER) database from 2004 to 2016. Eleven features were included to establish multiple models. The predictive effectiveness was assessed using receiver operating characteristic (ROC) curves, calibration plots, decision curve analysis (DCA) and clinical impact curve (CIC). SHapley Additive exPlanations (SHAP) were used to explain the impact of features on the predicted targets.

Results: The ROC showed that Catboost and Random Forest (RF) obtained better predictive discrimination in both 3- and 5-year models [test set area under curves (AUC) =0.80 and 0.83, respectively]. Furthermore, Catboost showed better performance in calibration plots, DCA and CIC. SHAP analysis indicated that age, M stage, tumor size, chemotherapy, T stage and gender were the most important features in the model for predicting the 3-year cancer-specific survival (CSS). In contrast, M stage, age, tumor size and gender as well as the N and T stages were the most important features for predicting the 5-year CSS.

Conclusions: The Catboost model exhibits the highest predictive performance and clinical utility, potentially aiding clinicians in making optimal individualized decisions for MIBC patients with BPT.

背景:现在,越来越多的肌浸润性膀胱癌(MIBC)患者有资格接受膀胱保留治疗(BPT),这凸显了精准医疗的必要性。本研究旨在确定接受膀胱保留治疗的肌浸润性膀胱癌患者的预后预测因素并构建预测模型:从2004年至2016年的监测、流行病学和最终结果(SEER)数据库中获取了MIBC患者的相关数据。纳入了 11 个特征以建立多个模型。使用接收器操作特征曲线(ROC)、校准图、决策曲线分析(DCA)和临床影响曲线(CIC)评估预测效果。使用SHAPLE Additive exPlanations(SHAP)来解释特征对预测目标的影响:ROC显示,Catboost和随机森林(RF)在3年和5年模型中都获得了更好的预测分辨能力[测试集曲线下面积(AUC)分别为0.80和0.83]。此外,Catboost 在校准图、DCA 和 CIC 中表现更好。SHAP 分析表明,在预测 3 年癌症特异性生存率(CSS)的模型中,年龄、M 分期、肿瘤大小、化疗、T 分期和性别是最重要的特征。相比之下,M 期、年龄、肿瘤大小和性别以及 N 期和 T 期是预测 5 年 CSS 的最重要特征:Catboost模型具有最高的预测性能和临床实用性,可帮助临床医生为患有BPT的MIBC患者做出最佳个体化决策。
{"title":"An ensemble learning model for predicting cancer-specific survival of muscle-invasive bladder cancer patients undergoing bladder preservation therapy.","authors":"Liwei Wei, Fubo Wang, Guanglin Yang, Naikai Liao, Zelin Cui, Hao Chen, Qiyue Zhao, Min Qin, Ji-Wen Cheng","doi":"10.21037/tcr-24-561","DOIUrl":"https://doi.org/10.21037/tcr-24-561","url":null,"abstract":"<p><strong>Background: </strong>More muscle-invasive bladder cancer (MIBC) patients are now eligible for bladder-preserving therapy (BPT), underscoring the need for precision medicine. This study aimed to identify prognostic predictors and construct a predictive model among MIBC patients who undergo BPT.</p><p><strong>Methods: </strong>Data relating to MIBC patients were obtained from the Surveillance, Epidemiology and End Results (SEER) database from 2004 to 2016. Eleven features were included to establish multiple models. The predictive effectiveness was assessed using receiver operating characteristic (ROC) curves, calibration plots, decision curve analysis (DCA) and clinical impact curve (CIC). SHapley Additive exPlanations (SHAP) were used to explain the impact of features on the predicted targets.</p><p><strong>Results: </strong>The ROC showed that Catboost and Random Forest (RF) obtained better predictive discrimination in both 3- and 5-year models [test set area under curves (AUC) =0.80 and 0.83, respectively]. Furthermore, Catboost showed better performance in calibration plots, DCA and CIC. SHAP analysis indicated that age, M stage, tumor size, chemotherapy, T stage and gender were the most important features in the model for predicting the 3-year cancer-specific survival (CSS). In contrast, M stage, age, tumor size and gender as well as the N and T stages were the most important features for predicting the 5-year CSS.</p><p><strong>Conclusions: </strong>The Catboost model exhibits the highest predictive performance and clinical utility, potentially aiding clinicians in making optimal individualized decisions for MIBC patients with BPT.</p>","PeriodicalId":23216,"journal":{"name":"Translational cancer research","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2024-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11385252/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142296229","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Translational cancer research
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