gastrointestinal stromal tumor

胃肠道间质瘤
  • 文章类型: Journal Article
    目的:内镜全层切除术(EFTR)治疗粘膜下肿瘤(SMTs)在技术上具有挑战性。这项回顾性研究旨在评估可行性,安全,EFTR对上消化道(GI)SMT的疗效,包括腔外病变.
    方法:我们回顾性调查了2014年1月至2023年8月接受EFTR的232例SMT患者。临床病理特征,程序相关参数,不良事件(AE),并评估所有患者的随访结局.
    结果:整块切除和整块R0切除率分别为98.7%和96.1%,分别。内镜下肿瘤平均大小为17.2±8.7mm,范围从6到50毫米。切除时间和缝合时间分别为49.0±19.4min和22.5±11.6min,分别。总之,39个病灶(16.8%)表现出主要的腔外生长。胃肠道间质瘤(GIST)是主要的病理,占病例总数的78.4%。21例患者(9.1%)出现并发症,包括气胸(1/232,0.43%),胸水(1/232,0.43%),局限性腹膜炎(3/232,1.29%),及发烧(16/232,6.9%)。尽管术后发热的发生率在主要的腔外组(7/39,17.9%)明显高于主要的腔内组(9/193,4.7%,P=0.008),EFTR程序的结局无显著差异.在平均3.7±2.3年的随访期内未观察到复发的实例。
    结论:EFTR被认为是可行的,安全,对切除上消化道SMT有效,包括以腔外生长为主的病变。在前瞻性研究中需要进一步验证。
    OBJECTIVE: Endoscopic full-thickness resection (EFTR) for submucosal tumors (SMTs) has been technically challenging. This retrospective study aimed to evaluate the feasibility, safety, and efficacy of EFTR for upper gastrointestinal (GI) SMTs, including extraluminal lesions.
    METHODS: We retrospectively investigated 232 patients with SMTs who underwent EFTR from January 2014 to August 2023. Clinicopathologic characteristics, procedure-related parameters, adverse events (AEs), and follow-up outcomes were assessed in all patients.
    RESULTS: The en-bloc resection and en-bloc with R0 resection rates were 98.7% and 96.1%, respectively. The average endoscopic tumor size measured 17.2 ± 8.7 mm, ranging from 6 to 50 mm. The resection time and suture time were 49.0 ± 19.4 min and 22.5 ± 11.6 min, respectively. In all, 39 lesions (16.8%) exhibited predominantly extraluminal growth. Gastrointestinal stromal tumors (GISTs) were the predominant pathology, accounting for 78.4% of the cases. Twenty-one patients (9.1%) encountered complications, including pneumothorax (1/232, 0.43%), hydrothorax (1/232, 0.43%), localized peritonitis (3/232, 1.29%), and fever (16/232, 6.9%). Although the incidence of postoperative fever was notably higher in the predominantly extraluminal group (7/39, 17.9%) compared to the predominantly intraluminal group (9/193, 4.7%, P = 0.008), there were no significant differences in outcomes of the EFTR procedure. No instances of recurrence were observed during the mean follow-up period of 3.7 ± 2.3 years.
    CONCLUSIONS: EFTR was found to be feasible, safe, and effective for resecting upper GI SMTs, including lesions with predominantly extraluminal growth. Further validation in a prospective study is warranted.
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  • 文章类型: Journal Article
    背景:胃肠道间质瘤(GIST)患者不依从伊马替尼很常见,这与预后不良和经济负担有关。这项研究的主要目的是调查GIST患者的依从率,并随后开发基于机器学习(ML)和深度学习(DL)技术的模型,以识别相关因素并预测伊马替尼不依从的风险。
    方法:所有符合条件的患者完成四节问卷。数据集预处理后,确定有统计学意义的变量,并进一步进行建模处理.应用六个ML和四个DL算法进行建模,包括极限梯度增强,轻型梯度增压机(LGBM),明确提升,随机森林,支持向量机,人工神经网络,多层感知器,NaiveBayes,TabNet,宽和深。最佳ML模型用于确定预测依从性的潜在因素。
    结果:共招募了397例GIST患者。185例患者(53.4%)无依从性。LGBM表现出优异的性能,实现0.65的平均f1_分数和0.12的标准偏差。伊马替尼的非粘附性预测的主要指标是认知功能,是否进行治疗药物监测(if_TDM),全球健康状况评分,社会支持,和性别。
    结论:本研究是首次使用ML技术预测GIST患者与伊马替尼依从性相关的危险因素的真实世界调查。通过突出潜在因素并确定高危患者,多学科医疗团队可以制定有针对性的策略,有效应对治疗依从性的日常挑战.
    BACKGROUND: Nonadherence to imatinib is common in patients with gastrointestinal stromal tumor (GIST), which is associated with poor prognosis and financial burden. The primary aim of this study was to investigate the adherence rate in patients with GIST and subsequently develop a model based on machine learning (ML) and deep learning (DL) techniques to identify the associated factors and predict the risk of imatinib nonadherence.
    METHODS: All eligible patients completed four sections of questionnaires. After the data set was preprocessed, statistically significance variables were identified and further processed to modeling. Six ML and four DL algorithms were applied for modeling, including eXtreme gradient boosting, light gradient boosting machine (LGBM), categorical boosting, random forest, support vector machine, artificial neural network, multilayer perceptron, NaiveBayes, TabNet, and Wide&Deep. The optimal ML model was used to identify potential factors for predicting adherence.
    RESULTS: A total of 397 GIST patients were recruited. Nonadherence was observed in 185 patients (53.4%). LGBM exhibited superior performance, achieving a mean f1_score of 0.65 and standard deviation of 0.12. The predominant indicators for nonadherent prediction of imatinib were cognitive functioning, whether to perform therapeutic drug monitoring (if_TDM), global health status score, social support, and gender.
    CONCLUSIONS: This study represents the first real-world investigation using ML techniques to predict risk factors associated with imatinib nonadherence in patients with GIST. By highlighting the potential factors and identifying high-risk patients, the multidisciplinary medical team can devise targeted strategies to effectively address the daily challenges of treatment adherence.
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  • 文章类型: Journal Article
    背景:伊马替尼(IMA)已被批准作为胃肠道间质瘤(GIST)的主要治疗方法。尽管如此,大约一半的晚期GIST患者在IMA治疗后显示疾病进展.目前,二级和三级药物治疗各种GIST二级突变的疗效在一定程度上受到限制.因此,对于在晚期GIST中广泛阻断继发性耐药突变的激酶抑制剂的研发存在显著的医学需求.Ripreinib(RPT)是一种新的,开关控制酪氨酸激酶抑制剂,可以通过双重作用机制抑制KIT和PDGFRA的不同突变。
    目的:研究有关RPT的文献,以评估有效的,安全,以及针对晚期GIST的成功治疗策略。
    方法:本系统评价和荟萃分析按照系统评价和荟萃分析指南的首选报告项目进行。PubMed,Embase,科克伦,从2003年1月1日至2024年5月1日筛选了WebofScienceandClinicalTrials.gov数据库。
    结果:共纳入4项研究,共有507名患者入组。RPT治疗的晚期GIST的客观缓解率(ORR)为17%(95CI:0.11-0.27),而疾病控制率(DCR)为66%(95CI:0.59-0.73)。不同程度的不良事件总体发生率为97%(95CI:0.93-1),而≥3级不良反应的发生率为42%(95CI:0.28~0.63).敏感性分析显示,省略一些研究并没有产生关于ORR的总体数据的统计学显著差异,DCR,以及3级或更高的不良事件的发生。没有发表偏倚,因为在所有研究中,在Begg的漏斗图中没有观察到明显的不对称性。
    结论:RPT在GIST患者中具有良好的疗效,但不良反应明显,需要加强患者管理,以实现更好的安全性和耐受性。
    BACKGROUND: Imatinib (IMA) has received approval as the primary treatment for gastrointestinal stromal tumors (GIST). Nonetheless, approximately half of the patients with advanced GIST show disease advancement following IMA treatment. Presently, the efficacy of secondary and tertiary medications in addressing various GIST secondary mutations is somewhat restricted. Consequently, there is a significant medical demand for the creation of kinase inhibitors that extensively block secondary drug-resistant mutations in advanced GIST. Ripretinib (RPT) is a new, switch-control tyrosine kinase inhibitors that can suppress different mutations of KIT and PDGFRA via a dual mechanism of action.
    OBJECTIVE: To investigate the literature on RPT to assess an effective, safe, and successful treatment strategy against advanced GIST.
    METHODS: The present systematic review and meta-analysis was performed in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. PubMed, Embase, Cochrane, Web of Science and ClinicalTrials.gov databases were screened from January 1, 2003 to May 1, 2024.
    RESULTS: A total of 4 studies were included, with a total of 507 patients enrolled. The objective response rate (ORR) of the RPT-treated advanced GIST was 17% (95%CI: 0.11-0.27), while the disease control rate (DCR) was 66% (95%CI: 0.59-0.73). The overall occurrence of adverse events with varying degrees was 97% (95%CI: 0.93-1), whereas that of grade ≥ 3 adverse reactions was 42% (95%CI: 0.28-0.63). The sensitivity analysis revealed that omitting some studies did not yield statistically notable variances in the aggregate data regarding the ORR, DCR, and the occurrence of adverse events of grade 3 or higher. The publication bias was absent because no significant asymmetry was observed in Begg\'s funnel plot in all studies.
    CONCLUSIONS: RPT has favorable efficacy profiles in GIST patients, but the adverse reactions are obvious, and patient management needs to be strengthened to achieve better safety and tolerability.
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  • 文章类型: Journal Article
    了解胃肠道间质瘤(GIST)患者长期肝转移(LM)结局的决定因素至关重要。我们在手术中建立了肿瘤内微生物组的特征选择模型,在发现(n=74)和验证(n=34)队列中实现0.953和0.897AUC的稳健预测精度,分别。值得注意的是,尽管伊马替尼(AI)辅助治疗的LM发生率显着降低,肿瘤内微生物组对术后LM产生独立更强的影响。采用16S和全长rRNA测序,我们在AI治疗和非AI治疗的患者中,将细胞内希瓦氏菌藻类确定为最重要的LM危险因素。实验验证证实了海藻在GIST中瘤内的存在,以及对GIST细胞的迁移/侵袭促进作用。此外,S.藻类在转移性小鼠模型中促进LM并阻碍AI治疗。我们的发现主张在手术中纳入肿瘤内微生物组评估,并提出海藻作为GIST中LM抑制的治疗靶标。
    Understanding the determinants of long-term liver metastasis (LM) outcomes in gastrointestinal stromal tumor (GIST) patients is crucial. We established the feature selection model of intratumoral microbiome at the surgery, achieving robust predictive accuracies of 0.953 and 0.897 AUCs in discovery (n = 74) and validation (n = 34) cohorts, respectively. Notably, despite the significant reduction in LM occurrence with adjuvant imatinib (AI) treatment, intratumoral microbiome exerted independently stronger effects on post-operative LM. Employing both 16S and full-length rRNA sequencing, we pinpoint intracellular Shewanella algae as a foremost LM risk factor in both AI- and non-AI-treated patients. Experimental validation confirmed S. algae\'s intratumoral presence in GIST, along with migration/invasion-promoting effects on GIST cells. Furthermore, S. algae promoted LM and impeded AI treatment in metastatic mouse models. Our findings advocate for incorporating intratumoral microbiome evaluation at surgery, and propose S. algae as a therapeutic target for LM suppression in GIST.
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  • 文章类型: Journal Article
    伊马替尼引起的皮疹对胃肠道间质瘤患者构成了重大挑战,通常导致治疗中断或停止以及随后的治疗失败。然而,伊马替尼引起胃肠道间质瘤患者皮疹的潜在机制尚不清楚.共有51例患者(27例有皮疹,24例无皮疹)参加了我们的研究。同时收集血液样本,并伴有皮疹的临床表现,同时收集临床相关信息。通过超高效液相色谱-串联质谱法进行伊马替尼浓度和非靶向代谢组学。在年龄上没有显著差异,性别,皮疹组与对照组之间的伊马替尼浓度和白细胞计数。然而,与对照组相比,皮疹组的嗜酸性粒细胞计数较高(P<0.05),淋巴细胞计数较低(P<0.05)。非靶向代谢组学分析发现105种代谢产物具有显著的差异丰度。单变量分析突出显示芥酸酰胺,亚油酰肉碱,和缬氨酸甜菜碱作为潜在的预测标志物(AUC≥0.80)。进一步富集的途径分析揭示了主要的代谢途径,包括鞘脂信号通路,鞘脂代谢,半胱氨酸和蛋氨酸代谢,不饱和脂肪酸的生物合成,精氨酸和脯氨酸代谢,和氨基酸的生物合成。这些发现表明,所选择的差异代谢物可以作为预测和治疗伊马替尼引起的胃肠道间质瘤患者皮疹的基础。
    Imatinib-induced skin rash poses a significant challenge for patients with gastrointestinal stromal tumor, often resulting in treatment interruption or discontinuation and subsequent treatment failure. However, the underlying mechanism of imatinib-induced skin rashes in gastrointestinal stromal tumor patients remains unclear. A total of 51 patients (27 with rash and 24 without rash) were enrolled in our study. Blood samples were collected concomitantly with the onset of clinical manifestations of rashes, and simultaneously collecting clinical relevant information. The imatinib concentration and untargeted metabolomics were performed by ultra-high-performance liquid chromatography-tandem mass spectrometry. There were no significant differences in age, gender, imatinib concentration and white blood cells count between the rash group and the control group. However, the rash group exhibited a higher eosinophil count (P<0.05) and lower lymphocyte count (P<0.05) compared to the control group. Untargeted metabolomics analysis found that 105 metabolites were significantly differentially abundant. The univariate analysis highlighted erucamide, linoleoylcarnitine, and valine betaine as potential predictive markers (AUC≥0.80). Further enriched pathway analysis revealed primary metabolic pathways, including sphingolipid signaling pathway, sphingolipid metabolism, cysteine and methionine metabolism, biosynthesis of unsaturated fatty acids, arginine and proline metabolism, and biosynthesis of amino acids. These findings suggest that the selected differential metabolites could serve as a foundation for the prediction and management of imatinib-induced skin rash in gastrointestinal stromal tumor patients.
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  • 文章类型: Journal Article
    胃肠道间质瘤(GIST)是最常见的消化道间质瘤。预后取决于主要部位,小肠GIST的预后比胃GIST差。抑制KIT酪氨酸激酶活性的分子靶向药物用于不可切除或复发的GIST。然而,对药物的继发性耐药性通常是获得性的,需要基于其他机制的治疗。以前,我们报道,细胞粘附分子1(CADM1)在大多数小肠GIST中高表达,但在大多数胃GIST中不高表达。在本研究中,我们检查了抗体-药物偶联物(ADC)与抗CADM1抗体和单甲基奥瑞他汀E(抗CAD-ADC)是否对表达CADM1的人GIST细胞显示抗肿瘤作用.本研究中使用的ADC先前用于表达CADM1的人间皮瘤细胞,并在体外显示出对它们的抗肿瘤作用。使用几乎不表达CADM1的胃源GIST-T1细胞系和用高表达CADM1并代表小肠GIST的CADM1cDNA转染的GIST-T1细胞(GIST-T1-CAD细胞)。体外,抗CAD-ADC对GIST-T1-CAD细胞显示出显著的细胞毒活性,但控制ADC没有。抗CAD-ADC和对照ADC均未显示对原始GIST-T1细胞的抗肿瘤作用。当裸鼠皮下注射GIST-T1-CAD细胞时,静脉注射抗CAD-ADC对肿瘤扩大有抑制作用。GIST-T1细胞的肿瘤甚至在抗CAD-ADC注射后仍生长。当GIST-T1-CAD细胞被注射到SCID小鼠的腹腔中时,腹膜内施用抗CAD-ADC显示腹膜肿瘤减少。另一方面,对照ADC给药后腹膜肿瘤生长。通过小鼠的宏观和组织学检查,由于施用抗CAD-ADC而引起的组织和器官损伤并不明显。这些结果表明,在体外和体内小鼠模型中,抗CAD-ADC对表达CADM1的人GIST细胞具有明显的抗肿瘤作用。
    Gastrointestinal stromal tumor (GIST) is the most common mesenchymal tumor of the alimentary tract. The prognosis depends on the primary site, and small intestinal GISTs have a worse prognosis than gastric GISTs. Molecularly targeted drugs to inhibit tyrosine kinase activity of KIT were used for unresectable or recurrent GISTs. However, secondary resistance to the drugs is often acquired, and treatments based on other mechanisms are needed. Previously, we reported that cell adhesion molecule 1 (CADM1) was highly expressed in most of small intestinal GISTs but not in most of gastric GISTs. In the present study, we examined whether the antibody-drug conjugate (ADC) with anti-CADM1 antibody and monomethyl auristatin E (anti-CAD-ADC) shows anti-tumor effect on CADM1-expressing human GIST cells. The ADC adhibited in this study was previously used for CADM1-expressing human mesothelioma cells and showed anti-tumor effect for them in vitro. GIST-T1 cell line of gastric origin which scarcely expresses CADM1 and GIST-T1 cells transfected with CADM1 cDNA (GIST-T1-CAD cells) which highly expresses CADM1 and represents small intestinal GIST were used. In vitro, anti-CAD-ADC showed remarkable cytotoxic activity on GIST-T1-CAD cells, but control ADC did not. Both anti-CAD-ADC and control ADC did not show anti-tumor effect on original GIST-T1 cells. When GIST-T1-CAD cells were subcutaneously injected to the nude mice, intravenous administration of anti-CAD-ADC showed inhibitory effect for tumor enlargement. Tumor of GIST-T1 cells grew even after anti-CAD-ADC injection. When GIST-T1-CAD cells were injected into peritoneal cavity of the SCID mice, intraperitoneal administration of anti-CAD-ADC showed reduction of the peritoneal tumor. On the other hand, peritoneal tumor grew after control ADC administration. Tissue and organ damage due to administration of anti-CAD-ADC was not apparent by macroscopic and histological examinations in mice. These results indicate that anti-CAD-ADC could have apparent anti-tumor effect on CADM1-expressing human GIST cells both in in vitro and in vivo mouse models.
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  • 文章类型: Journal Article
    目前,由于长期证据有限,针对原发性低危胃肠道间质瘤(GIST)推荐的术后监测策略仍存在一些争议.这项研究共招募了532名被诊断为极低风险和低风险GIST的患者,他们在2015年至2021年接受了内镜切除术,其中包括460名极低风险患者和72名低风险患者。描述性统计分析用于评估GIST患者的临床和病理特征,采用Kaplan-Meier方法进行生存分析。结果显示,极低风险和低风险患者的5年无复发生存率分别为98.5%和95.9%,分别。两组的5年疾病特异性生存率均为100%。此外,极低危患者的5年总生存率为99.7%,低危患者的5年总生存率为100%(P=0.69).因此,建议常规随访监测,包括内窥镜监测和成像,对于低风险和低风险的GIST,内镜切除术后可能没有必要.
    Currently, due to limited long-term evidence, there remains some controversy surrounding the recommended postoperative monitoring strategy for primary low-risk gastrointestinal stromal tumors (GISTs). This study recruited a total of 532 patients diagnosed with very low-risk and low-risk GISTs who underwent endoscopic resection from 2015 to 2021, including 460 very low-risk patients and 72 low-risk patients. Descriptive statistical analysis was used to evaluate the clinical and pathological characteristics of GIST patients, and Kaplan-Meier methods were employed for survival analysis. The results showed that the 5-year recurrence-free survival rates for very low-risk and low-risk patients were 98.5% and 95.9%, respectively. The 5-year disease-specific survival rates for both groups were 100%. Additionally, the 5-year overall survival rates were 99.7% for very low-risk patients and 100% for low-risk patients (P = 0.69). Therefore, it is suggested that routine follow-up monitoring, including endoscopic surveillance and imaging, may not be necessary for very low-risk and low-risk GISTs after endoscopic resection.
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  • 文章类型: Journal Article
    胃肠道间质瘤(GIST)是胃肠道最常见的间质衍生肿瘤。它们可以发生在整个胃肠道,通过伊马替尼一线靶向治疗可以改善部分患者的生存时间。然而,伊马替尼治疗有一些局限性.GIST的免疫治疗近年来备受关注,作为GIST微环境中最丰富的细胞之一,M2巨噬细胞在疾病进展中起重要作用。它们具有独特的抗炎和促瘤作用,是免疫治疗的一个靶标。本文综述了不同因素与程序性死亡受体-1/程序性死亡配体-1通路和M2巨噬细胞之间的联系,以重新激活或增强抗肿瘤免疫力,提高伊马替尼疗效。为GIST免疫治疗提供新思路。
    Gastrointestinal stromal tumors (GIST) are the most common mesenchymal-derived tumors of the GI tract. They can occur throughout the GI tract, and the survival time of some patients can be improved by first-line targeted therapy with imatinib. However, there are some limitations with imatinib treatment. Immunotherapy for GIST has attracted much attention in recent years, and as one of the most abundant cells in the GIST microenvironment, M2 macrophages play an important role in disease progression. They have unique anti-inflammatory and pro-tumorigenic effects and are one target for immunotherapy. This review summarizes the connection between different factors and the programmed death receptor-1/programmed death ligand-1 pathway and M2 macrophages to reactivate or enhance anti-tumor immunity and improve imatinib efficacy, and to provide new ideas for GIST immunotherapy.
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  • 文章类型: Journal Article
    使用酪氨酸激酶抑制剂(TKIs)治疗胃肠道间质瘤(GIST)可显着降低复发风险并延长生存期。免疫治疗已证明对多种实体瘤有效,但其在GIST中的有效性仍不确定。尽管早期临床研究表明患者对免疫治疗具有良好的耐受性,疗效并不理想。因此,确定受益于免疫治疗的GIST患者亚组以及协调免疫治疗和TKI治疗之间的关系是需要探索的关键问题。在这次审查中,我们旨在对相关文献进行回顾性分析,发现GIST患者表现出丰富的肿瘤浸润免疫细胞,在肿瘤的免疫监视和逃避过程中起着关键作用。这篇评论收录了2002年至2023年发表的48篇文章,来自PubMed,EBSCO,和谷歌学者数据库。
    Using Tyrosine Kinase Inhibitors (TKIs) for gastrointestinal stromal tumors (GIST) has significantly reduced the risk of recurrence and prolonged survival. Immunotherapy has demonstrated efficacy in multiple solid tumors, but its effectiveness in GIST remains uncertain. Although early clinical studies indicate good tolerability of immunotherapy in patients, the efficacy is not as desired. Therefore, identifying the subset of GIST patients who benefit from immunotherapy and coordinating the relationship between immunotherapy and TKI treatment are crucial issues to be explored. In this review, we aims to provide a retrospective analysis of relevant literature and find that GIST patients exhibit a rich presence of tumor-infiltrating immune cells, which play critical roles in the immune surveillance and evasion processes of tumors. This review incorporates a selection of 48 articles published between 2002 and 2023, sourced from PubMed, EBSCO, and Google Scholar databases.
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  • 文章类型: Journal Article
    目的:目的是评估和检查来自对比增强CT的影像组学模型在病理证实的胃肠道间质瘤(GIST)患者中,使用亚区域影像组学对Ki-67增殖指数(PI)的预测能力。
    方法:在这项回顾性研究中,纳入3个机构的412例GIST患者(223例来自中心1,106例来自中心2,83例来自中心3).采用K均值方法从感兴趣的肿瘤区域的各个子区域获得放射学特征。采用最小绝对收缩和选择算子(LASSO)回归来识别GIST患者中与Ki-67PI水平相关的特征。然后构建支持向量机(SVM)模型来预测高水平的Ki-67(Ki-67指数>8%),利用培训队列中每个子区域的影像组学特征。
    结果:在特征选择过程之后,获得6、9、9、7个特征,构建基于子区域1、2、3和整个肿瘤的SVM模型,分别。在不同的模型中,由子区域1开发的模型实现了0.880的受试者工作特征曲线下面积(AUC)(95%置信区间[CI]:0.830至0.919),0.852(95%CI:0.770-0.914),训练中0.799(95%CI:0.697-0.879),外部测试集1和2。
    结论:本研究结果表明,基于分区域影像组学特征的SVM模型具有预测GIST患者Ki-67PI水平的潜力。
    OBJECTIVE: The objective was to assess and examine radiomics models derived from contrast-enhanced CT for their predictive capacity using the sub-regional radiomics regarding the Ki-67 proliferation index (PI) in patients with pathologically confirmed gastrointestinal stromal tumors (GIST).
    METHODS: In this retrospective study, a total of 412 GIST patients across three institutions (223 from center 1, 106 from center 2, and 83 from center 3) was enrolled. Radiomic features were derived from various sub-regions of the tumor region of interest employing the K-means approach. The Least Absolute Shrinkage and Selection Operator (LASSO) regression was employed to identify features correlated with Ki-67 PI level in GIST patients. A support vector machine (SVM) model was then constructed to predict the high level of Ki-67 (Ki-67 index >8%), drawing on the radiomics features from each sub-region within the training cohort.
    RESULTS: After features selection process, 6, 9, 9, 7 features were obtained to construct SVM models based on sub-region 1, 2, 3 and the entire tumor, respectively. Among different models, the model developed by the sub-region 1 achieved an area under the receiver operating characteristic curve (AUC) of 0.880 (95% confidence interval [CI]: 0.830 to 0.919), 0.852 (95% CI: 0.770-0.914), 0.799 (95% CI: 0.697-0.879) in the training, external test set 1, and 2, respectively.
    CONCLUSIONS: The results of the present study suggested that SVM model based on the sub-regional radiomics features had the potential of predicting Ki-67 PI level in patients with GIST.
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