Gastric Cancer

胃癌
  • 文章类型: Journal Article
    越来越多的证据表明线粒体和巨噬细胞极化参与肿瘤的发生和发展。这项研究旨在建立线粒体和巨噬细胞极化相关的分子特征,以通过单细胞和转录数据预测胃癌(GC)的预后。
    最初,通过差异表达分析和加权基因共表达网络分析鉴定与线粒体和巨噬细胞极化相关的候选基因.随后,将候选基因纳入单变量Cox分析和LASSO以获得GC中的预后基因,并创建了风险模型。此外,通过结合风险评分和临床特征筛选独立的预后指标,并创建列线图来预测GC患者的生存率。Further,在单细胞数据分析中,产生了细胞簇和细胞亚群,然后完成伪时间分析。此外,进行了更全面的免疫学分析,以揭示GC与免疫学特征之间的关系。最终,通过公开数据集和qRT-PCR验证预后基因的表达水平。
    包括六个预后基因(GPX3,GJA1,VCAN,RGS2,LOX,和CTHRC1)与线粒体和巨噬细胞极化相关,这在预测GC患者的生存率方面是有效的。根据中位风险评分将GC患者分为高/低风险亚组,高风险亚组的生存率较低。之后,生成了包含风险评分和年龄的列线图,与风险模型相比,它对预测GC生存具有显著的预测价值。免疫学分析显示,高风险亚组中M2巨噬细胞浸润水平较高,风险评分与M2巨噬细胞之间的正相关最强。此外,进一步分析显示,在低危患者中,免疫治疗的结局更好.在单细胞和伪时间分析中,基质细胞被确定为关键细胞,基质C1在三个亚类中存在相对完整的发育轨迹。最终,表达分析显示,RGS2,GJA1,GPX3和VCAN的表达趋势与TCGA-GC数据集的结果一致。
    我们的发现表明,根据六个预后基因构建的新型预后模型可能有助于改善GC患者的个性化预后和治疗。
    UNASSIGNED: Increasing evidence reveals the involvement of mitochondria and macrophage polarisation in tumourigenesis and progression. This study aimed to establish mitochondria and macrophage polarisation-associated molecular signatures to predict prognosis in gastric cancer (GC) by single-cell and transcriptional data.
    UNASSIGNED: Initially, candidate genes associated with mitochondria and macrophage polarisation were identified by differential expression analysis and weighted gene co-expression network analysis. Subsequently, candidate genes were incorporated in univariateCox analysis and LASSO to acquire prognostic genes in GC, and risk model was created. Furthermore, independent prognostic indicators were screened by combining risk score with clinical characteristics, and a nomogram was created to forecast survival in GC patients. Further, in single-cell data analysis, cell clusters and cell subpopulations were yielded, followed by the completion of pseudo-time analysis. Furthermore, a more comprehensive immunological analysis was executed to uncover the relationship between GC and immunological characteristics. Ultimately, expression level of prognostic genes was validated through public datasets and qRT-PCR.
    UNASSIGNED: A risk model including six prognostic genes (GPX3, GJA1, VCAN, RGS2, LOX, and CTHRC1) associated with mitochondria and macrophage polarisation was developed, which was efficient in forecasting the survival of GC patients. The GC patients were categorized into high-/low-risk subgroups in accordance with median risk score, with the high-risk subgroup having lower survival rates. Afterwards, a nomogram incorporating risk score and age was generated, and it had significant predictive value for predicting GC survival with higher predictive accuracy than risk model. Immunological analyses revealed showed higher levels of M2 macrophage infiltration in high-risk subgroup and the strongest positive correlation between risk score and M2 macrophages. Besides, further analyses demonstrated a better outcome for immunotherapy in low-risk patients. In single-cell and pseudo-time analyses, stromal cells were identified as key cells, and a relatively complete developmental trajectory existed for stromal C1 in three subclasses. Ultimately, expression analysis revealed that the expression trend of RGS2, GJA1, GPX3, and VCAN was consistent with the results of the TCGA-GC dataset.
    UNASSIGNED: Our findings demonstrated that a novel prognostic model constructed in accordance with six prognostic genes might facilitate the improvement of personalised prognosis and treatment of GC patients.
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  • 文章类型: Journal Article
    背景:腹腔镜辅助远端胃切除术(LADG)和完全腹腔镜远端胃切除术(TLDG)的短期和长期结果一直受到Billroth-I各种重建技术的争议,Billroth-II,Roux-en-Y,和Uncut。本研究旨在比较LADG和TLDG的短期和长期结果以及不同吻合的结果。方法:选取2017-2021年南京医科大学第一附属医院胃癌患者。术后并发症根据Clavien-Dindo分级进行分类。排除标准包括异时和同步恶性肿瘤和姑息性手术。采用Kaplan-Meier分析评估两组5年预后。结果:本研究纳入1221例LADG患者,总并发症发生率为17.37%,显著高于TLDG的10.72%。LADG吻合相关并发症的发生率为4.79%,TLDG降低1.13%。对于III-V级并发症和切除的淋巴结,LADG和TLDG没有显着差异。TLDG术后住院时间短于LADG,合并LADG和TLDG后,R-Y的术后停留时间比B-II和Uncut更长。TLDG病例的手术时间短于LADG病例。TLDG组的5年OS没有明显优于LADG组。结论:TLDG在总体并发症发生率方面优于TLDG,吻合相关并发症发生率,LADG的术后停留时间和手术时间。在LADG和TLDG之间没有观察到OS差异。四个吻合没有令人信服的证据表明并发症发生率更高,术后逗留,并互相收集淋巴结。
    Background: The short-term and long-term outcomes of laparoscopic-assisted distal gastrectomy (LADG) and totally laparoscopic distal gastrectomy (TLDG) have been subject to controversy with various reconstruction techniques of Billroth-I, Billroth-II, Roux-en-Y, and Uncut. This study aims to compare the short-term and long-term outcomes of LADG and TLDG as well as the outcomes of different anastomoses. Methods: This study enrolled patients with gastric cancer at the First Affiliated Hospital of Nanjing Medical University (NMUH) between 2017 and 2021. Postoperative complications were classified according to the Clavien-Dindo grade. Exclusion criteria included metachronous and synchronous malignancy and palliative surgery. The Kaplan-Meier analysis was applied to assess 5-year prognosis between two groups. Results: This study included 1221 cases with an overall complication rate of 17.37% for LADG, which was significantly higher than TLDG\'s 10.72%. The incidence of anastomosis-related complications was 4.79% for LADG and 1.13% lower for TLDG. LADG and TLDG did not show significant difference for Grade III-V complications and resected lymph nodes. The postoperative stay was shorter for TLDG than LADG, and R-Y had a longer postoperative stay than B-II and Uncut after combining LADG and TLDG. The operation time was shorter in TLDG cases than that in LADG cases. The 5-year OS of the TLDG group was not significantly better than that of the LADG group. Conclusion: TLDG is superior in overall complication rate, anastomosis-related complication rate, postoperative stay and operation time to LADG. No difference of OS was observed between LADG and TLDG. Four anastomoses had no convincing evidence of being superior in complications rates, post-op stay, and harvested lymph nodes to each other.
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  • 文章类型: Journal Article
    新辅助免疫疗法和化学疗法(NICT)的结合已成为局部晚期胃癌(LAGC)的常用治疗方案。然而,NICT后胃癌根治术(NICT-G)的安全性和有效性仍存在争议.本研究旨在分析影响NICT-G术后并发症(POCs)的危险因素。此外,旨在构建列线图,为预测POCs提供临床参考。
    这项研究包括2020年1月至2024年1月在中国人民解放军总医院第一医学中心接受NICT-G治疗的177名患者。单变量和多变量logistic回归模型用于评估影响POCs的危险因素,并建立了列线图模型。为了评估列线图模型的区分度和准确性,测量受试者工作特征曲线下面积(AUC)和校准曲线.
    在177名接受NICT-G的患者中,病理完全缓解率和主要病理缓解率分别为15.8%和45.2%,分别,而总体和严重治疗相关不良事件的发生率分别为71.8%和15.8%,分别。此外,43例(24.3%)患者出现总体POC(Clavien-Dindo分类≥II)。单变量和多变量逻辑分析表明,年龄≥70岁,估计失血更多,血小板/淋巴细胞比值(PLR)≤196,中性粒细胞/淋巴细胞比值(NLR)>1.33,非R0切除,体重指数(BMI)<18.5kg/m2是总体POC的独立危险因素(p<0.05)。使用上述变量建立的列线图模型显示,预测POC风险的AUC(95%置信区间[CI])为0.808(95%CI):0.731-0.885。校准曲线表明,列线图的预测曲线与实际POC拟合良好(Hosmer-Lemeshow检验:χ2=5.76,P=0.451)。
    NICT-G中总体POC的独立危险因素是年龄≥70岁,估计失血更多,PLR≤196,NLR>1.33,非R0切除,BMI<18.5kg/m2。基于上述指标建立的列线图模型在预测POC风险方面显示出更好的准确性。
    UNASSIGNED: The combination of neoadjuvant immunotherapy and chemotherapy (NICT) has become a common treatment regimen for locally advanced gastric cancer (LAGC). However, the safety and efficacy of radical gastrectomy following NICT (NICT-G) remain controversial. This study aimed to analyze the risk factors influencing postoperative complications (POCs) after NICT-G. Additionally, it aimed to construct a nomogram to provide a clinical reference for predicting POCs.
    UNASSIGNED: This study included 177 patients who received NICT-G at the Chinese PLA General Hospital First Medical Center from January 2020 to January 2024. Univariable and multivariable logistic regression models were used to evaluate the risk factors influencing POCs, and a nomogram model was constructed. To evaluate the discrimination and accuracy of the nomogram model, the area under the receiver operating characteristic curve (AUC) and the calibration curve were measured.
    UNASSIGNED: In 177 patients who received NICT-G, the pathological complete response and major pathological response rates were 15.8% and 45.2%, respectively, whereas the rates of the overall and severe treatment-related adverse events were 71.8% and 15.8%, respectively. In addition, 43 (24.3%) patients developed overall POCs (Clavien-Dindo classification ≥ II). Univariable and multivariable logistic analyses showed that age ≥70 years, greater estimated blood loss, platelet/lymphocyte ratio (PLR) ≤196, neutrophil/lymphocyte ratio (NLR) >1.33, non-R0 resection, and body mass index (BMI) < 18.5 kg/m2 were independent risk factors for overall POCs (p < 0.05). The nomogram model developed using the abovementioned variables showed that the AUC (95% confidence interval [CI]) was 0.808 (95% CI): 0.731-0.885 in predicting the POC risk. The calibration curves showed that the prediction curve of the nomogram was a good fit for the actual POCs (Hosmer-Lemeshow test: χ2 = 5.76, P = 0.451).
    UNASSIGNED: The independent risk factors for overall POCs in the NICT-G were age ≥ 70 years, greater estimated blood loss, PLR ≤ 196, NLR > 1.33, non-R0 resection, and BMI < 18.5 kg/m2. The nomogram model developed based on the abovementioned indicators showed better accuracy in predicting the POC risk.
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  • 文章类型: Journal Article
    目的:在胃癌细胞中,在抑制胃癌进展的过程中可以产生CAR-T细胞的影响,酪氨酸磷酸酶SHP2的作用可以在这项研究中探索,以及它的分子机制。
    方法:本研究利用裸鼠皮下肿瘤模型评估胃癌进展。蛋白质表达检测使用蛋白质印迹,而Q-PCR检测了MGC-803细胞中lncRNASNHG18和miR-211-5p的表达水平。miR-211-5p和lncRNASNHG18之间的关系可以通过双荧光素酶报告基因分析。通过伤口愈合和transwell实验确定MGC-803细胞的迁移能力,使用CCK-8测定评估细胞增殖。
    结果:SHP2被发现抑制CAR-T细胞对MGC-803细胞的细胞毒作用,抑制MGC-803细胞中ROS/JNK/NFAT4信号通路相关蛋白的表达和CAR-T细胞中miR-211-5p/BRD4轴的表达。此外,扩散,促进MGC-803细胞的侵袭和迁移,miR-211-5p的表达可以被ncRNASNHG18特异性抑制,如下所示:SHP2在胃癌细胞中介导ROS/JNK/NFAT4信号通路,通过CAR-T细胞中的miR-211-5p/BRD4轴,促进胃癌的生长和转移。
    OBJECTIVE: In gastric cancer cells, the influence of CAR T cells can be produced in the process of inhibiting the progression of gastric cancer, and the role of tyrosine phosphatase SHP2 can be explored in this study, along with its molecular mechanisms.
    METHODS: The research utilized subcutaneous tumor models in nude mice to assess gastric cancer progression. Protein expression was detected using Western blotting, while Q-PCR examined the expression levels of lncRNA SNHG18 and miR-211-5p in MGC-803 cells. The relationship between miR-211-5p and lncRNA SNHG18 can be analyzed by dual luciferase reporter genes. The migratory ability of MGC-803 cells was determined through wound healing and transwell experiments, and cell proliferation was evaluated using a CCK-8 assay.
    RESULTS: SHP2 was found to inhibit the cytotoxic effects of CAR-T cells on MGC-803 cells, and it suppressed the expression of proteins related to the ROS/JNK/NFAT4 signaling pathway in MGC-803 cells and the miR-211-5p/BRD4 axis in CAR-T cells. In addition, the proliferation, invasion and migration of MGC-803 cells were promoted, and the expression of miR-211-5p could be inhibited specifically by ncRNA SNHG18, as shown below:SHP2 in gastric cancer cells mediates the ROS/JNK/NFAT4 signaling pathway and induces lncRNA SNHG18, which, through the miR-211-5p/BRD4 axis in CAR-T cells, promotes gastric cancer growth and metastasis.
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  • 文章类型: Journal Article
    胃癌(GC)是典型的恶性肿瘤,是癌症相关死亡的主要原因。其发病机制涉及多个步骤,包括焦亡,尽管这些步骤仍然不确定。焦亡,也被称为gasdermin介导的程序性坏死,参与肿瘤的各种病理过程,包括GC。伊兰,它编码中性粒细胞弹性蛋白酶,与GC密切相关。此外,ELANE与GC细胞焦亡有关,但这还没有得到证实。因此,在GC中研究ELANE和焦亡之间的联系是有必要的。本研究利用生物信息学和实验来检验ELANE,焦亡,和GC预后。
    GEO和TCGA数据库,以及与焦亡相关的基因,用于鉴定与焦亡相关的差异表达基因(DEGs)。通过初级筛选选择ELANE。使用ELANE的中位数表达水平作为阈值,与解热相关的DEGs分为低ELANE和高ELANE组。根据这两组的DEG,GO,进行KEGG和GSEA分析以阐明ELANE在GC中的作用机制。此外,我们绘制了ROC和Kaplan-Meier曲线来分析ELANE表达的临床和病理特征。应用Nomograms工具来计算ELANE对GC病例的临床结果的预测值。进行免疫组织化学分析以检测GC组织中ELANE的水平,并通过细胞实验验证ELANE是否参与GC细胞的焦亡。最后,研究了ELANE的免疫浸润,和相互作用网络(蛋白质-埃兰,microRNA-ELANE,和小分子药物-ELANE)被构建。
    我们旨在研究ELANE基因在GC中的表达,并研究ELANE基因与GC,焦亡,以及GC患者的预后。来自TCGA-STAD和GSE49051的基因表达数据集的差异表达分析显示,ELANE基因的表达在GC中显著上调。使用STRING网络分析,我们确定了多种蛋白质参与GC的发生和发展,包括ELANE和GSDMC之间的相互作用,gasdermin蛋白家族的成员。生存分析显示ELANE表达水平显著影响总生存(OS),无病生存率(DFS),GC患者的无进展生存期(PFS)。此外,ROC分析表明ELANE可有效区分GC患者与正常对照(AUC=0.812)。免疫组织化学分析显示ELANE在胃癌组织中高表达,且与年龄密切相关,肿瘤分级,和舞台。细胞实验进一步证实ELANE在胃癌细胞中的高表达与细胞凋亡有关。综合分析表明,ELANE可作为GC的潜在预后标志物,在焦亡中起重要作用。
    ELANE高表达与GC患者的不良生存和预后有关。它参与GC的焦亡和免疫浸润。因此,ELANE是GC中焦亡的有希望的预后生物标志物。
    UNASSIGNED: Gastric cancer (GC) is a typical malignant tumor and the main cause of cancer-related deaths. Its pathogenesis involves multiple steps, including pyroptosis, although these steps are still uncertain. Pyroptosis, also known as gasdermin-mediated programmed necrosis, participates in various pathological processes in tumors, including GC. ELANE, which encodes neutrophil elastase, is closely associated with GC. Additionally, ELANE has been implicated in GC cell pyroptosis, but this has not been confirmed. Therefore, investigating the link between ELANE and pyroptosis in GC is warranted. This research uses bioinformatics and experiments to examine the relationship between ELANE, pyroptosis, and GC prognosis.
    UNASSIGNED: The GEO and TCGA databases, along with pyroptosis-related genes, were applied to identify pyroptosis-related differentially expressed genes (DEGs). ELANE was selected via primary screening. Using the median expression level of ELANE as the threshold, pyroptosis-related DEGs were divided into low- and high-ELANE groups. Based on the DEGs in these two groups, GO, KEGG and GSEA analyses were conducted to elucidate the mechanisms of ELANE in GC. Furthermore, we plotted ROC and Kaplan-Meier curves to analyze the clinical and pathological features of ELANE expression. The Nomograms tool was applied to calculate the predictive value of ELANE for the clinical outcomes of GC cases. Immunohistochemical analysis was performed to detect the level of ELANE in GC tissues and to validate whether ELANE was involved in pyroptosis in GC cells through cell experiments. Finally, the immune infiltration of ELANE was investigated, and interaction networks (proteins-ELANE, microRNA-ELANE, and small-molecule drug-ELANE) were constructed.
    UNASSIGNED: We aimed to investigate the expression of the ELANE gene in GC and study the relationship among ELANE, pyroptosis, and the prognosis of patients with GC. Differential expression analysis of gene-expression datasets from TCGA-STAD and GSE49051 revealed that the expression of the ELANE gene was significantly up-regulated in GC. Using STRING network analysis, we identified multiple proteins involved in the occurrence and development of GC, including interactions between ELANE and GSDMC, a member of the gasdermin protein family. Survival analysis showed that ELANE expression levels significantly affected overall survival (OS), disease-free survival (DFS), and progression-free survival (PFS) in patients with GC. Additionally, ROC analysis demonstrated that ELANE was effective in distinguishing GC patients from normal controls (AUC = 0.812). Immunohistochemical analysis showed that ELANE was highly expressed in gastric cancer tissues and was closely related to age, tumor grade, and stage. The cell experiments further confirmed that the high expression of ELANE in gastric cancer cells was associated with pyroptosis. Comprehensive analysis indicated that ELANE could be used as a potential prognostic marker for GC and plays an important role in pyroptosis.
    UNASSIGNED: High ELANE expression is related to poor survival and prognosis of patients with GC. It participates in pyroptosis and immune infiltration in GC. Therefore, ELANE is a promising prognostic biomarker for pyroptosis in GC.
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  • 文章类型: Journal Article
    全球结直肠癌(CRC)和胃癌(GC)的发病率不断上升,再加上目前化疗药物的疗效有限,优先考虑寻找新的治疗方案。天然物质,通常表现出细胞抑制特性,在这方面有很大的希望。本文综述了三种天然生物碱小檗碱的抗癌特性。血根碱,和白屈菜红碱-抗CRC和GC。体内和体外研究表明,这些物质可以减小肿瘤体积并抑制肿瘤的上皮-间质转化(EMT)。在分子水平上,这些生物碱破坏癌细胞的关键信号通路,包括mTOR,MAPK,EGFR,PI3K/AKT,和NF-κB。此外,它们表现出免疫调节作用,通过凋亡和自噬导致程序性细胞死亡的诱导。值得注意的是,这些物质与经典的细胞抑制剂如环磷酰胺组合时显示出协同作用,5-氟尿嘧啶,西妥昔单抗,还有厄洛替尼.此外,小檗碱已证明能够恢复最初对顺铂GC耐药的个体的敏感性。鉴于这些发现,天然化合物在恶性胃肠道肿瘤的化疗中成为一种有希望的选择,特别是在治疗选择有限的情况下。然而,更多的研究是必要的,以充分了解他们的治疗潜力。
    The rising incidence of colorectal cancer (CRC) and gastric cancer (GC) worldwide, coupled with the limited effectiveness of current chemotherapeutic agents, has prioritized the search for new therapeutic options. Natural substances, which often exhibit cytostatic properties, hold significant promise in this area. This review evaluates the anticancer properties of three natural alkaloids-berberine, sanguinarine, and chelerythrine-against CRC and GC. In vivo and in vitro studies have demonstrated that these substances can reduce tumor volume and inhibit the epithelial-mesenchymal transition (EMT) of tumors. At the molecular level, these alkaloids disrupt key signaling pathways in cancer cells, including mTOR, MAPK, EGFR, PI3K/AKT, and NF-κB. Additionally, they exhibit immunomodulatory effects, leading to the induction of programmed cell death through both apoptosis and autophagy. Notably, these substances have shown synergistic effects when combined with classical cytostatic agents such as cyclophosphamide, 5-fluorouracil, cetuximab, and erlotinib. Furthermore, berberine has demonstrated the ability to restore sensitivity in individuals originally resistant to cisplatin GC. Given these findings, natural compounds emerge as a promising option in the chemotherapy of malignant gastrointestinal tumors, particularly in cases with limited treatment options. However, more research is necessary to fully understand their therapeutic potential.
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  • 文章类型: Journal Article
    瞬时受体电位Vanilloid1(TRPV1)非选择性阳离子通道在胃癌发生中的潜在作用尚不清楚。这项研究的主要目的是与对照组相比,评估胃癌(GC)和前体病变中TRPV1的表达。患者纳入是基于病理学记录的回顾性回顾。患者分为五组:幽门螺杆菌(H.幽门螺杆菌)相关性胃炎伴胃肠上皮化生(GIM)(n=12),慢性萎缩性胃炎(CAG)伴GIM(n=13),幽门螺杆菌相关性胃炎无GIM(n=19),GC(n=6)和对照(n=5)。用免疫组织化学方法测定TRPV1的表达,与对照组相比,幽门螺杆菌相关性胃炎患者的TRPV1表达明显更高(p=0.002)。与没有GIM的患者和对照组相比,在存在GIM的情况下,TRPV1表达甚至更高(p<0.001)。GC患者中TRPV1表达完全丧失。TRPV1表达似乎有助于胃粘膜炎症和GC的前体,在癌症前体病变中显着增加,但在GC中完全消失。这些发现表明TRPV1表达是癌前疾病的潜在标志物和个体化治疗的靶标。纵向研究对于进一步研究TRPV1在胃癌发生中的作用是必要的。
    The potential role of the transient receptor potential Vanilloid 1 (TRPV1) non-selective cation channel in gastric carcinogenesis remains unclear. The main objective of this study was to evaluate TRPV1 expression in gastric cancer (GC) and precursor lesions compared with controls. Patient inclusion was based on a retrospective review of pathology records. Patients were subdivided into five groups: Helicobacter pylori (H. pylori)-associated gastritis with gastric intestinal metaplasia (GIM) (n = 12), chronic atrophic gastritis (CAG) with GIM (n = 13), H. pylori-associated gastritis without GIM (n = 19), GC (n = 6) and controls (n = 5). TRPV1 expression was determined with immunohistochemistry and was significantly higher in patients with H. pylori-associated gastritis compared with controls (p = 0.002). TRPV1 expression was even higher in the presence of GIM compared with patients without GIM and controls (p < 0.001). There was a complete loss of TRPV1 expression in patients with GC. TRPV1 expression seems to contribute to gastric-mucosal inflammation and precursors of GC, which significantly increases in cancer precursor lesions but is completely lost in GC. These findings suggest TRPV1 expression to be a potential marker for precancerous conditions and a target for individualized treatment. Longitudinal studies are necessary to further address the role of TRPV1 in gastric carcinogenesis.
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  • 文章类型: Journal Article
    我们研究了计算机断层扫描(CT)图像数据的影像组学是否能够区分CT上不可见的骨转移瘤与未受影响的骨骼,使用病理证实的骨转移作为参考标准,胃癌患者。在这项回顾性研究中,96名患者(平均年龄,58.4±13.3年;范围,包括28-85岁),经病理证实的骨骨转移。数据集分为三个特征集:(1)感兴趣区域(ROI)中衰减的平均值和标准偏差值,(2)从相同的ROI中提取放射学特征,(3)(1)和(2)的组合特征。使用这些特征集开发和评估了五种机器学习模型,并对其预测性能进行了评估。在外部验证组中验证了测试集中表现最好的模型的预测性能(基于曲线下面积[AUC]值)。应用于联合影像组学和衰减数据集的随机森林分类器在预测胃癌患者的骨髓转移方面取得了最高的性能(AUC,0.96),仅使用影像组学或衰减数据集的性能优于模型。即使在病理阳性CT阴性组中,该模型表现出最佳性能(AUC,0.93)。模型的性能已在内部和外部验证队列中进行了验证,始终如一地证明了出色的预测准确性。来自CT图像的放射学特征可以作为预测胃癌患者骨髓转移的有效成像生物标志物。这些发现表明,通过在随访期间常规评估腹骨盆CT图像,它们在诊断和预测骨髓转移方面的临床应用潜力巨大。
    We investigated whether radiomics of computed tomography (CT) image data enables the differentiation of bone metastases not visible on CT from unaffected bone, using pathologically confirmed bone metastasis as the reference standard, in patients with gastric cancer. In this retrospective study, 96 patients (mean age, 58.4 ± 13.3 years; range, 28-85 years) with pathologically confirmed bone metastasis in iliac bones were included. The dataset was categorized into three feature sets: (1) mean and standard deviation values of attenuation in the region of interest (ROI), (2) radiomic features extracted from the same ROI, and (3) combined features of (1) and (2). Five machine learning models were developed and evaluated using these feature sets, and their predictive performance was assessed. The predictive performance of the best-performing model in the test set (based on the area under the curve [AUC] value) was validated in the external validation group. A Random Forest classifier applied to the combined radiomics and attenuation dataset achieved the highest performance in predicting bone marrow metastasis in patients with gastric cancer (AUC, 0.96), outperforming models using only radiomics or attenuation datasets. Even in the pathology-positive CT-negative group, the model demonstrated the best performance (AUC, 0.93). The model\'s performance was validated both internally and with an external validation cohort, consistently demonstrating excellent predictive accuracy. Radiomic features derived from CT images can serve as effective imaging biomarkers for predicting bone marrow metastasis in patients with gastric cancer. These findings indicate promising potential for their clinical utility in diagnosing and predicting bone marrow metastasis through routine evaluation of abdominopelvic CT images during follow-up.
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  • 文章类型: Journal Article
    胃癌(GC)是导致死亡的主要原因,这种病理通常在晚期得到诊断。开发侵入性较低且具有成本效益的检测测试对于降低GC患者的死亡率和增加预期寿命至关重要。我们评估了胃癌干细胞标志物CD54/ICAM1的潜在靶向性,用miRNA检测血液样品中的GC。分析包括79份血液样本,38名来自GC患者,41名来自健康捐赠者,谁参加了INCan,墨西哥市.从血浆中获得总RNA,并进行RT-PCR和qPCR以获得每个miRNA的相对表达。在GC患者和健康供体的血浆中检测到相同水平的Hsa-miR-335-5p。ROC曲线分析表明该miRNA不是GC分子诊断的候选物。我们没有观察到hsa-miR-335-5p的表达与临床变量之间的相关性;然而,Kaplan-Meier分析表明,存活超过12个月的患者,hsa-miR-335-5p的低表达与较好的预后相关.评估一组更大的miRNA会很方便,包括在有限数量的细胞类型中表达或具有少量靶标的miRNA,获得更具体的候选人,以开发用于GC诊断/预后的可靠测试。
    Gastric cancer (GC) is a leading cause of death, and this pathology often receives a diagnosis in an advanced stage. The development of a less invasive and cost-effective test for detection is essential for decreasing the mortality rate and increasing the life expectancy of GC patients. We evaluated the potential targeting of CD54/ICAM1, a marker of gastric cancer stem cells, with miRNAs to detect GC in blood samples. The analyses included 79 blood samples, 38 from GC patients and 41 from healthy donors, who attended INCan, México City. The total RNA was obtained from the blood plasma, and RT-PCR and qPCR were performed to obtain the relative expression of each miRNA. Hsa-miR-335-5p was detected in the plasma of GC patients and healthy donors at the same levels. The ROC curve analyses indicated that this miRNA was not a candidate for the molecular diagnosis of GC. We did not observe a correlation between the expression of hsa-miR-335-5p and clinical variables; however, the Kaplan-Meier analyses indicated that, in patients who survived more than 12 months, a lower expression of hsa-miR-335-5p was correlated with a better prognosis. It would be convenient to evaluate a larger panel of miRNAs, including miRNAs expressed in a limited number of cell types or with a low number targets, to obtain more specific candidates for developing a robust test for the diagnosis/prognosis of GC.
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  • 文章类型: Journal Article
    背景:食道,胃食管,胃恶性肿瘤通常在局部晚期诊断,建议采用多模式治疗以增加生存机会。然而,考虑到治疗反应的显著差异,明确必须完善患者分层.这篇叙述性综述的目的是探索现有证据和影像组学在改善胃胃癌分期和预测治疗反应方面的潜力。
    方法:本文的参考文献是通过MEDLINE(PubMed)和Scopus搜索确定的,其术语为“radiomics”,\"纹理分析\",“食道癌”,“胃食管结合部癌”,“食管胃结合部癌”,“胃癌”,“胃癌”,\"暂存\",和“治疗反应”,直至2024年5月。
    结果:在所有成像方式下,Radiomics被证明可有效改善食管癌和胃癌的疾病分期和治疗反应预测(TC,MRI,和18F-FDGPET/CT)。关于影像组学应用于胃食管交界处癌的文献资料非常匮乏。与单一放射学方法相比,当整合不同的成像模式时,以及与仅使用放射组学签名相比,将临床与放射组学特征相结合时,放射组学模型表现更好。
    结论:影像组学在局部晚期胃腺癌患者的非侵入性分期和预测术前治疗反应方面具有潜力。作为未来的视角,将分子亚组分析纳入临床和影像学特征甚至可能提高这些预测和预后模型的有效性.
    BACKGROUND: Oesophageal, gastroesophageal, and gastric malignancies are often diagnosed at locally advanced stage and multimodal therapy is recommended to increase the chances of survival. However, given the significant variation in treatment response, there is a clear imperative to refine patient stratification. The aim of this narrative review was to explore the existing evidence and the potential of radiomics to improve staging and prediction of treatment response of oesogastric cancers.
    METHODS: The references for this review article were identified via MEDLINE (PubMed) and Scopus searches with the terms \"radiomics\", \"texture analysis\", \"oesophageal cancer\", \"gastroesophageal junction cancer\", \"oesophagogastric junction cancer\", \"gastric cancer\", \"stomach cancer\", \"staging\", and \"treatment response\" until May 2024.
    RESULTS: Radiomics proved to be effective in improving disease staging and prediction of treatment response for both oesophageal and gastric cancer with all imaging modalities (TC, MRI, and 18F-FDG PET/CT). The literature data on the application of radiomics to gastroesophageal junction cancer are very scarce. Radiomics models perform better when integrating different imaging modalities compared to a single radiology method and when combining clinical to radiomics features compared to only a radiomics signature.
    CONCLUSIONS: Radiomics shows potential in noninvasive staging and predicting response to preoperative therapy among patients with locally advanced oesogastric cancer. As a future perspective, the incorporation of molecular subgroup analysis to clinical and radiomic features may even increase the effectiveness of these predictive and prognostic models.
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