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Estimating prognosis of gastric neuroendocrine neoplasms using machine learning: A step towards precision medicine. 利用机器学习估计胃神经内分泌肿瘤的预后:迈向精准医学的一步。
IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-12-15 DOI: 10.4251/wjgo.v16.i12.4548
Hong-Niu Wang, Jia-Hao An, Liang Zong

Survival rates following radical surgery for gastric neuroendocrine neoplasms (g-NENs) are low, with high recurrence rates. This fact impacts patient prognosis and complicates postoperative management. Traditional prognostic models, including the Cox proportional hazards (CoxPH) model, have shown limited predictive power for postoperative survival in gastrointestinal neuroectodermal tumor patients. Machine learning methods offer a unique opportunity to analyze complex relationships within datasets, providing tools and methodologies to assess large volumes of high-dimensional, multimodal data generated by biological sciences. These methods show promise in predicting outcomes across various medical disciplines. In the context of g-NENs, utilizing machine learning to predict survival outcomes holds potential for personalized postoperative management strategies. This editorial reviews a study exploring the advantages and effectiveness of the random survival forest (RSF) model, using the lymph node ratio (LNR), in predicting disease-specific survival (DSS) in postoperative g-NEN patients stratified into low-risk and high-risk groups. The findings demonstrate that the RSF model, incorporating LNR, outperformed the CoxPH model in predicting DSS and constitutes an important step towards precision medicine.

胃神经内分泌肿瘤(g-NENs)根治性手术后生存率低,复发率高。这一事实影响患者预后并使术后管理复杂化。传统的预后模型,包括Cox比例风险(Cox proportional hazards, xph)模型,对胃肠道神经外胚层肿瘤患者术后生存的预测能力有限。机器学习方法为分析数据集中的复杂关系提供了独特的机会,为评估生物科学产生的大量高维、多模态数据提供了工具和方法。这些方法在预测各种医学学科的结果方面显示出希望。在g-NENs的背景下,利用机器学习来预测生存结果具有个性化术后管理策略的潜力。这篇文章回顾了一项研究,该研究探讨了随机生存森林(RSF)模型的优势和有效性,该模型使用淋巴结比例(LNR)预测术后g-NEN患者的低危和高危组的疾病特异性生存(DSS)。研究结果表明,纳入LNR的RSF模型在预测DSS方面优于CoxPH模型,是迈向精准医疗的重要一步。
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引用次数: 0
Prognostic utility of gamma-glutamyl transpeptidase to platelet ratio in patients with solitary hepatitis B virus-related hepatocellular carcinoma after hepatectomy. γ -谷氨酰转肽酶与血小板比值在孤立性乙型肝炎病毒相关肝癌患者肝切除术后的预后价值
IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-12-15 DOI: 10.4251/wjgo.v16.i12.4579
Cheng-Kun Yang, Zhong-Liu Wei, Xiao-Qiang Shen, Yu-Xuan Jia, Qiong-Yuan Wu, Yong-Guang Wei, Hao Su, Wei Qin, Xi-Wen Liao, Guang-Zhi Zhu, Tao Peng

Background: The prognostic impact of preoperative gamma-glutamyl transpeptidase to platelet ratio (GPR) levels in patients with solitary hepatitis B virus (HBV)-related hepatocellular carcinoma (HCC) following radical resection has not been established.

Aim: To examine the clinical utility of GPR for prognosis prediction in solitary HBV-related HCC patients.

Methods: A total of 1167 solitary HBV-related HCC patients were retrospectively analyzed. GPR levels were compared with 908 non-HCC individuals. Overall survival (OS) and recurrence-free survival (RFS) were evaluated, and cox proportional hazard model analyses were performed to identify independent risk factors. Differences in characteristics were adjusted by propensity score matching (PSM). Subgroup and stratified survival analyses for HCC risks were performed, and a linear trend of the hazard ratio (HR) according to GPR levels was constructed.

Results: GPR levels of patients with solitary HBV-related HCC were higher than those with hepatic hemangiomas, chronic hepatitis B and healthy control (adjusted P < 0.05). Variable bias was diminished after the PSM balance test. The low GPR group had improved OS (P < 0.001) and RFS (P < 0.001) in the PSM analysis and when combined with other variables. Multivariate cox analyses suggested that low GPR levels were associated with a better OS (HR = 0.5, 95%CI: 0.36-0.7, P < 0.001) and RFS (HR = 0.57, 95%CI: 0.44-0.73, P < 0.001). This same trend was confirmed in subgroup analyses. Prognostic nomograms were constructed and the calibration curves showed that GPR had good survival prediction. Moreover, stratified survival analyses found that GPR > 0.6 was associated with a worse OS and higher recurrence rate (P for trend < 0.001).

Conclusion: Preoperative GPR can serve as a noninvasive indicator to predict the prognosis of patients with solitary HBV-related HCC.

背景:单纯性乙型肝炎病毒(HBV)相关肝细胞癌(HCC)根治性切除术后术前γ -谷氨酰转肽酶与血小板比率(GPR)水平对预后的影响尚未确定。目的:探讨GPR在孤立性hbv相关HCC患者预后预测中的临床应用价值。方法:回顾性分析1167例孤立性hbv相关HCC患者。比较908例非hcc患者的GPR水平。评估总生存期(OS)和无复发生存期(RFS),并进行cox比例风险模型分析以确定独立危险因素。特征差异通过倾向评分匹配(PSM)进行调整。对HCC风险进行亚组和分层生存分析,并根据GPR水平构建风险比(HR)的线性趋势。结果:孤立性hbv相关HCC患者GPR水平高于肝血管瘤、慢性乙型肝炎及健康对照组(经校正P < 0.05)。PSM平衡测试后,可变偏倚减少。低GPR组在PSM分析和结合其他变量时,OS (P < 0.001)和RFS (P < 0.001)均有改善。多因素cox分析显示,低GPR水平与较好的OS (HR = 0.5, 95%CI: 0.36-0.7, P < 0.001)和RFS (HR = 0.57, 95%CI: 0.44-0.73, P < 0.001)相关。在亚组分析中也证实了同样的趋势。构建了预后图,校正曲线显示GPR具有良好的生存预测能力。此外,分层生存分析发现GPR >.6与更差的OS和更高的复发率相关(趋势P < 0.001)。结论:术前GPR可作为预测孤立性hbv相关HCC患者预后的无创指标。
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引用次数: 0
Current efficacy of hepatic arterial infusion chemotherapy in hepatocellular carcinoma. 肝动脉灌注化疗治疗肝癌的疗效观察。
IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-12-15 DOI: 10.4251/wjgo.v16.i12.4766
Douglas Dias E Silva, Mitesh Borad, Pedro Luiz Serrano Uson Junior

Newer systemic therapies for hepatocellular carcinoma (HCC) have led to growing interest in combining hepatic arterial infusion chemotherapy (HAIC) with systemic treatments. To evaluate the effectiveness and safety of HAIC and combination therapies in treating advanced HCC, a network meta-analysis was conducted by Zhou et al. The study included data from 44 articles. HAIC was superior in overall survival (OS), progression-free survival (PFS), and response rates compared to transarterial chemoembolization and sorafenib. Moreover, combinations of HAIC with other treatments and single agents (e.g., lenvatinib, ablation, anti-programmed cell death 1 therapy, radiotherapy) provided better OS and PFS outcomes than HAIC alone. In this editorial, we will discuss the study findings, the strengths and weaknesses of the metanalysis, and future advances in the field of HAIC for advanced HCC.

肝细胞癌(HCC)的较新的全身治疗方法引起了人们对肝动脉输注化疗(HAIC)与全身治疗相结合的兴趣。为了评估HAIC和联合疗法治疗晚期HCC的有效性和安全性,Zhou等人进行了一项网络荟萃分析。该研究包括44篇文章的数据。与经动脉化疗栓塞和索拉非尼相比,HAIC在总生存期(OS)、无进展生存期(PFS)和缓解率方面均优于HAIC。此外,HAIC与其他治疗和单一药物(如lenvatinib、消融、抗程序性细胞死亡1治疗、放疗)联合使用比单独HAIC提供更好的OS和PFS结果。在这篇社论中,我们将讨论研究结果,荟萃分析的优势和劣势,以及HAIC治疗晚期HCC领域的未来进展。
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引用次数: 0
Combinations of lenvatinib and immune checkpoint inhibitors plus transarterial chemoembolization, is it the prime time for unresectable hepatocellular carcinoma? lenvatinib和免疫检查点抑制剂联合经动脉化疗栓塞是不可切除的肝细胞癌的最佳时机吗?
IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-12-15 DOI: 10.4251/wjgo.v16.i12.4753
Natalia Centrone, Pedro Luiz Serrano Uson Junior

Hepatocellular carcinoma (HCC) is a lethal disease and unfortunately, most patients will be diagnosed with unresectable/advanced stages and the overall prognosis is poor. For patients with initially unresectable HCC (uHCC), transarterial chemoembolization (TACE) was the mainstream treatment. Lately, the incorporation of immune checkpoint inhibitors and antiangiogenics for the treatment of metastatic disease has paved the way for significant improvements in the treatment of initially uHCC. In this editorial we will discuss an article that evaluated ICI combinations with lenvatinib and TACE for the treatment of uHCC patients, and highlight future advances in the field.

肝细胞癌(HCC)是一种致命的疾病,不幸的是,大多数患者将被诊断为不可切除/晚期,整体预后较差。对于最初不可切除的HCC (uHCC)患者,经动脉化疗栓塞(TACE)是主流治疗方法。最近,将免疫检查点抑制剂和抗血管生成药物联合用于转移性疾病的治疗,为早期uHCC治疗的显著改善铺平了道路。在这篇社论中,我们将讨论一篇评估ICI联合lenvatinib和TACE治疗uHCC患者的文章,并强调该领域的未来进展。
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引用次数: 0
Gene targets with therapeutic potential in hepatocellular carcinoma. 具有治疗肝细胞癌潜力的基因靶点。
IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-12-15 DOI: 10.4251/wjgo.v16.i12.4543
Syifaus Shodry, Yuliono Trika Nur Hasan, Iwal Reza Ahdi, Zulvikar Syambani Ulhaq

Hepatocellular carcinoma (HCC) is the third leading cause of cancer-related deaths worldwide. Major treatments include liver transplantation, resection, and chemotherapy, but the 5-year recurrence rate remains high. Late diagnosis often prevents surgical intervention, contributing to poor patient survival rates. Carcinogenesis in HCC involves genetic alterations that drive the transformation of normal cells into malignant ones. Enhancer of zeste homolog 2 (EZH2), a key regulator of cell cycle progression, is frequently upregulated in HCC and is associated with advanced stages and poor prognosis, making it a potential biomarker. Additionally, signal transducer and activator of transcription 3, which binds to EZH2, affects disease staging and outcomes. Targeting EZH2 presents a promising therapeutic strategy. On the other hand, abnormal lipid metabolism is a hallmark of HCC and impacts prognosis. Fatty acid binding protein 5 is highly expressed in HCC tissues and correlates with key oncogenes, suggesting its potential as a biomarker. Other genes such as guanine monophosphate synthase, cell division cycle associated 5, and epidermal growth factor receptor provide insights into the molecular mechanisms of HCC, offering potential as biomarkers and therapeutic targets.

肝细胞癌(HCC)是全球癌症相关死亡的第三大原因。主要治疗包括肝移植、切除和化疗,但5年复发率仍然很高。晚期诊断往往阻止手术干预,导致患者生存率低。HCC的癌变涉及基因改变,导致正常细胞转化为恶性细胞。zeste同源物增强子2 (Enhancer of zeste homolog 2, EZH2)是细胞周期进程的关键调节因子,在HCC中经常上调,并与晚期和不良预后相关,使其成为潜在的生物标志物。此外,与EZH2结合的信号换能器和转录激活子3影响疾病的分期和预后。靶向EZH2是一种很有前景的治疗策略。另一方面,脂质代谢异常是HCC的标志,影响预后。脂肪酸结合蛋白5在HCC组织中高表达,并与关键癌基因相关,提示其作为生物标志物的潜力。其他基因,如鸟嘌呤单磷酸合成酶、细胞分裂周期相关基因和表皮生长因子受体,为HCC的分子机制提供了新的见解,提供了潜在的生物标志物和治疗靶点。
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引用次数: 0
Signet-ring cell carcinoma of the transverse colon in a 10-year-old girl: A case report. 10岁女童横结肠印戒细胞癌1例。
IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-12-15 DOI: 10.4251/wjgo.v16.i12.4746
Ling Lv, Yuan-Hua Song, Yan Gao, Shuang-Qiong Pu, Zhi-Xiang A, Hong-Fang Wu, Jun Zhou, Yu-Cheng Xie

Background: Signet-ring cell carcinoma (SRCC) is a rare subtype of colorectal cancer. The incidence of primary colonic SRCC is relatively rare in pediatric patients, with a limited number of reported cases currently available. The prognosis for this specific tumor type is unfavorable, and the preoperative diagnosis presents challenges, potentially leading to misdiagnosis. This case report describes the diagnosis of primary SRCC in the colon of a 10-year-old girl.

Case summary: The patient was admitted to the hospital due to abdominal pain and vomiting. A computed tomography scan revealed an irregular mass with soft tissue density in her transverse colon, showing uneven density and multiple calcifications. The patient underwent surgical resection of the affected bowel and lymph node dissection, which was confirmed by pathological examination to be SRCC infiltrating both nerves and the entire intestinal wall. Additionally, tumor thrombus formation was observed in blood vessels and lymphatic vessels, multiple cancerous nodules were found in the omentum, and metastasis to 18 of 26 mesenteric lymph nodes examined. Immunohistochemistry for mismatch repair gene protein demonstrated microsatellite stability. No mutations in KRAS, NRAS, BRAF, or PIK3CA genes were detected through molecular pathology analysis. After surgery, she received standard chemotherapy for 8 cycles without tumor progression or other abnormalities during a 12-month follow-up period.

Conclusion: Primary colonic SRCC is a rare malignant tumor with atypical clinical symptoms, and timely identification and intervention are crucial for improving the prognosis.

背景:印戒细胞癌(SRCC)是一种罕见的结直肠癌亚型。原发性结肠小细胞癌在儿科患者中的发病率相对较低,目前报道的病例数量有限。这种特殊肿瘤类型的预后是不利的,术前诊断提出了挑战,可能导致误诊。本病例报告描述了一名10岁女孩结肠原发性小细胞癌的诊断。病例总结:患者因腹痛和呕吐入院。计算机断层扫描显示横结肠软组织密度不规则肿块,密度不均,多发钙化。患者行患肠手术切除及淋巴结清扫,病理证实为浸润神经及整个肠壁的SRCC。血管、淋巴管可见肿瘤血栓形成,大网膜可见多发癌结节,26个肠系膜淋巴结中有18个淋巴结转移。错配修复基因蛋白的免疫组化显示微卫星稳定性。分子病理学分析未发现KRAS、NRAS、BRAF、PIK3CA基因突变。术后12个月随访,患者接受标准化疗8周期,无肿瘤进展及其他异常。结论:原发性结肠小细胞癌是一种罕见的恶性肿瘤,临床症状不典型,及时发现和干预对改善预后至关重要。
{"title":"Signet-ring cell carcinoma of the transverse colon in a 10-year-old girl: A case report.","authors":"Ling Lv, Yuan-Hua Song, Yan Gao, Shuang-Qiong Pu, Zhi-Xiang A, Hong-Fang Wu, Jun Zhou, Yu-Cheng Xie","doi":"10.4251/wjgo.v16.i12.4746","DOIUrl":"10.4251/wjgo.v16.i12.4746","url":null,"abstract":"<p><strong>Background: </strong>Signet-ring cell carcinoma (SRCC) is a rare subtype of colorectal cancer. The incidence of primary colonic SRCC is relatively rare in pediatric patients, with a limited number of reported cases currently available. The prognosis for this specific tumor type is unfavorable, and the preoperative diagnosis presents challenges, potentially leading to misdiagnosis. This case report describes the diagnosis of primary SRCC in the colon of a 10-year-old girl.</p><p><strong>Case summary: </strong>The patient was admitted to the hospital due to abdominal pain and vomiting. A computed tomography scan revealed an irregular mass with soft tissue density in her transverse colon, showing uneven density and multiple calcifications. The patient underwent surgical resection of the affected bowel and lymph node dissection, which was confirmed by pathological examination to be SRCC infiltrating both nerves and the entire intestinal wall. Additionally, tumor thrombus formation was observed in blood vessels and lymphatic vessels, multiple cancerous nodules were found in the omentum, and metastasis to 18 of 26 mesenteric lymph nodes examined. Immunohistochemistry for mismatch repair gene protein demonstrated microsatellite stability. No mutations in <i>KRAS</i>, <i>NRAS</i>, <i>BRAF</i>, or <i>PIK3CA</i> genes were detected through molecular pathology analysis. After surgery, she received standard chemotherapy for 8 cycles without tumor progression or other abnormalities during a 12-month follow-up period.</p><p><strong>Conclusion: </strong>Primary colonic SRCC is a rare malignant tumor with atypical clinical symptoms, and timely identification and intervention are crucial for improving the prognosis.</p>","PeriodicalId":23762,"journal":{"name":"World Journal of Gastrointestinal Oncology","volume":"16 12","pages":"4746-4752"},"PeriodicalIF":2.5,"publicationDate":"2024-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11577378/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142829954","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
Risk factors for hepatocellular carcinoma in cirrhosis: A comprehensive analysis from a decade-long study. 肝硬化肝细胞癌的危险因素:一项长达十年的研究的综合分析。
IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-12-15 DOI: 10.4251/wjgo.v16.i12.4625
Da-Qiong Zhou, Jiang-Yu Liu, Feng Zhao, Jing Zhang, Li-Li Liu, Jian-Ru Jia, Zhen-Huan Cao

Background: Cirrhosis is a significant risk factor for the development of hepatocellular carcinoma (HCC). Variability in HCC risk among patients with cirrhosis is notable, particularly when considering the diverse etiologies of cirrhosis.

Aim: To identify specific risk factors contributing to HCC development in patients with cirrhosis.

Methods: This retrospective study analyzed data from cirrhotic patients at Beijing Youan Hospital from January 1, 2012 to September 30, 2022 with at least 6 mo of follow-up. Patient demographics, medical histories, etiologies, and clinical characteristics were examined. Cox regression analysis was used to analyze correlations of the above parameters with hepatocarcinogenesis, while competing risk regression was used to estimate their adjusted hazard ratios accounting for death. The cumulative incidence was plotted over time.

Results: Overall, 5417 patients with cirrhosis (median age: 54 years; 65.8% males) were analyzed. Hepatitis B virus (HBV) was the most common etiology (23.3%), with 25% (n = 1352) developing HCC over a 2.9-year follow-up period. Patients with multiple etiologies had the HCC highest incidence (30.3%), followed by those with HBV-related cirrhosis (29.5%). Significant risk factors included male sex, advanced age, hepatitis C virus (HCV) infection, elevated blood ammonia, and low platelet count. Men had a higher 5-year HCC risk than women (37.0% vs 31.5%). HBV, HCV, and HBV/HCV co-infected patients had 5-year risks of HCC of 45.8%, 42.9%, and 48.1%, respectively, compared to 29.5% in nonviral hepatitis cases, highlighting the significant HCC risk from viral hepatitis, especially HBV, and underscores the importance of monitoring these high-risk groups.

Conclusion: In conclusion, HBV-related cirrhosis strongly correlates with HCC, with male sex, older age, viral hepatitis, elevated blood ammonia, and lower albumin and platelet levels increasing the risk of HCC.

背景:肝硬化是肝细胞癌(HCC)发展的重要危险因素。肝硬化患者HCC风险的可变性是值得注意的,特别是考虑到肝硬化的多种病因。目的:确定肝硬化患者HCC发展的特定危险因素。方法:本回顾性研究分析了2012年1月1日至2022年9月30日北京友安医院肝硬化患者的数据,随访时间至少6个月。检查了患者的人口统计学、病史、病因和临床特征。采用Cox回归分析分析上述参数与肝癌发生的相关性,采用竞争风险回归估计考虑死亡的校正风险比。累积发病率随时间绘制。结果:总的来说,5417例肝硬化患者(中位年龄:54岁;65.8%男性)。乙型肝炎病毒(HBV)是最常见的病因(23.3%),在2.9年的随访期间,25% (n = 1352)发生HCC。多种病因的患者HCC发生率最高(30.3%),其次是hbv相关肝硬化(29.5%)。显著的危险因素包括男性、高龄、丙型肝炎病毒(HCV)感染、血氨升高和血小板计数低。男性的5年HCC风险高于女性(37.0% vs 31.5%)。HBV、HCV和HBV/HCV合并感染患者的5年HCC风险分别为45.8%、42.9%和48.1%,而非病毒性肝炎患者的5年HCC风险为29.5%,这突出了病毒性肝炎,特别是HBV的显著HCC风险,并强调了监测这些高危人群的重要性。结论:hbv相关性肝硬化与HCC有较强的相关性,男性、年龄较大、病毒性肝炎、血氨升高、白蛋白和血小板水平降低会增加HCC的发生风险。
{"title":"Risk factors for hepatocellular carcinoma in cirrhosis: A comprehensive analysis from a decade-long study.","authors":"Da-Qiong Zhou, Jiang-Yu Liu, Feng Zhao, Jing Zhang, Li-Li Liu, Jian-Ru Jia, Zhen-Huan Cao","doi":"10.4251/wjgo.v16.i12.4625","DOIUrl":"10.4251/wjgo.v16.i12.4625","url":null,"abstract":"<p><strong>Background: </strong>Cirrhosis is a significant risk factor for the development of hepatocellular carcinoma (HCC). Variability in HCC risk among patients with cirrhosis is notable, particularly when considering the diverse etiologies of cirrhosis.</p><p><strong>Aim: </strong>To identify specific risk factors contributing to HCC development in patients with cirrhosis.</p><p><strong>Methods: </strong>This retrospective study analyzed data from cirrhotic patients at Beijing Youan Hospital from January 1, 2012 to September 30, 2022 with at least 6 mo of follow-up. Patient demographics, medical histories, etiologies, and clinical characteristics were examined. Cox regression analysis was used to analyze correlations of the above parameters with hepatocarcinogenesis, while competing risk regression was used to estimate their adjusted hazard ratios accounting for death. The cumulative incidence was plotted over time.</p><p><strong>Results: </strong>Overall, 5417 patients with cirrhosis (median age: 54 years; 65.8% males) were analyzed. Hepatitis B virus (HBV) was the most common etiology (23.3%), with 25% (<i>n</i> = 1352) developing HCC over a 2.9-year follow-up period. Patients with multiple etiologies had the HCC highest incidence (30.3%), followed by those with HBV-related cirrhosis (29.5%). Significant risk factors included male sex, advanced age, hepatitis C virus (HCV) infection, elevated blood ammonia, and low platelet count. Men had a higher 5-year HCC risk than women (37.0% <i>vs</i> 31.5%). HBV, HCV, and HBV/HCV co-infected patients had 5-year risks of HCC of 45.8%, 42.9%, and 48.1%, respectively, compared to 29.5% in nonviral hepatitis cases, highlighting the significant HCC risk from viral hepatitis, especially HBV, and underscores the importance of monitoring these high-risk groups.</p><p><strong>Conclusion: </strong>In conclusion, HBV-related cirrhosis strongly correlates with HCC, with male sex, older age, viral hepatitis, elevated blood ammonia, and lower albumin and platelet levels increasing the risk of HCC.</p>","PeriodicalId":23762,"journal":{"name":"World Journal of Gastrointestinal Oncology","volume":"16 12","pages":"4625-4635"},"PeriodicalIF":2.5,"publicationDate":"2024-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11577360/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142829948","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
Deep learning model combined with computed tomography features to preoperatively predicting the risk stratification of gastrointestinal stromal tumors. 深度学习模型结合计算机断层特征术前预测胃肠道间质瘤风险分层。
IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-12-15 DOI: 10.4251/wjgo.v16.i12.4663
Yi Li, Yan-Bei Liu, Xu-Bin Li, Xiao-Nan Cui, Dong-Hua Meng, Cong-Cong Yuan, Zhao-Xiang Ye

Background: Gastrointestinal stromal tumors (GIST) are prevalent neoplasm originating from the gastrointestinal mesenchyme. Approximately 50% of GIST patients experience tumor recurrence within 5 years. Thus, there is a pressing need to accurately evaluate risk stratification preoperatively.

Aim: To assess the application of a deep learning model (DLM) combined with computed tomography features for predicting risk stratification of GISTs.

Methods: Preoperative contrast-enhanced computed tomography (CECT) images of 551 GIST patients were retrospectively analyzed. All image features were independently analyzed by two radiologists. Quantitative parameters were statistically analyzed to identify significant predictors of high-risk malignancy. Patients were randomly assigned to the training (n = 386) and validation cohorts (n = 165). A DLM and a combined DLM were established for predicting the GIST risk stratification using convolutional neural network and subsequently evaluated in the validation cohort.

Results: Among the analyzed CECT image features, tumor size, ulceration, and enlarged feeding vessels were identified as significant risk predictors (P < 0.05). In DLM, the overall area under the receiver operating characteristic curve (AUROC) was 0.88, with the accuracy (ACC) and AUROCs for each stratification being 87% and 0.96 for low-risk, 79% and 0.74 for intermediate-risk, and 84% and 0.90 for high-risk, respectively. The overall ACC and AUROC were 84% and 0.94 in the combined model. The ACC and AUROCs for each risk stratification were 92% and 0.97 for low-risk, 87% and 0.83 for intermediate-risk, and 90% and 0.96 for high-risk, respectively. Differences in AUROCs for each risk stratification between the two models were significant (P < 0.05).

Conclusion: A combined DLM with satisfactory performance for preoperatively predicting GIST stratifications was developed using routine computed tomography data, demonstrating superiority compared to DLM.

背景:胃肠道间质瘤(GIST)是一种起源于胃肠道间质的常见肿瘤。大约50%的GIST患者在5年内出现肿瘤复发。因此,迫切需要术前准确评估风险分层。目的:评估深度学习模型(DLM)结合计算机断层扫描特征在预测gist风险分层中的应用。方法:回顾性分析551例GIST患者术前对比增强ct (CECT)图像。所有图像特征由两名放射科医生独立分析。对定量参数进行统计分析,以确定高危恶性肿瘤的重要预测因素。患者被随机分配到训练组(n = 386)和验证组(n = 165)。建立DLM和联合DLM,使用卷积神经网络预测GIST风险分层,并随后在验证队列中进行评估。结果:在分析的CECT图像特征中,肿瘤大小、溃疡、供血血管扩张被确定为显著的危险预测因素(P < 0.05)。DLM患者工作特征曲线下面积(AUROC)为0.88,低危组准确率(ACC)和AUROC分别为87%和0.96,中危组为79%和0.74,高危组为84%和0.90。联合模型的总ACC和AUROC分别为84%和0.94。低危组ACC和auroc分别为92%和0.97,中危组87%和0.83,高危组90%和0.96。两种模型各危险层的auroc差异均有统计学意义(P < 0.05)。结论:使用常规计算机断层扫描数据,开发了一种具有满意效果的术前预测GIST分层的联合DLM,与DLM相比具有优势。
{"title":"Deep learning model combined with computed tomography features to preoperatively predicting the risk stratification of gastrointestinal stromal tumors.","authors":"Yi Li, Yan-Bei Liu, Xu-Bin Li, Xiao-Nan Cui, Dong-Hua Meng, Cong-Cong Yuan, Zhao-Xiang Ye","doi":"10.4251/wjgo.v16.i12.4663","DOIUrl":"10.4251/wjgo.v16.i12.4663","url":null,"abstract":"<p><strong>Background: </strong>Gastrointestinal stromal tumors (GIST) are prevalent neoplasm originating from the gastrointestinal mesenchyme. Approximately 50% of GIST patients experience tumor recurrence within 5 years. Thus, there is a pressing need to accurately evaluate risk stratification preoperatively.</p><p><strong>Aim: </strong>To assess the application of a deep learning model (DLM) combined with computed tomography features for predicting risk stratification of GISTs.</p><p><strong>Methods: </strong>Preoperative contrast-enhanced computed tomography (CECT) images of 551 GIST patients were retrospectively analyzed. All image features were independently analyzed by two radiologists. Quantitative parameters were statistically analyzed to identify significant predictors of high-risk malignancy. Patients were randomly assigned to the training (<i>n</i> = 386) and validation cohorts (<i>n</i> = 165). A DLM and a combined DLM were established for predicting the GIST risk stratification using convolutional neural network and subsequently evaluated in the validation cohort.</p><p><strong>Results: </strong>Among the analyzed CECT image features, tumor size, ulceration, and enlarged feeding vessels were identified as significant risk predictors (<i>P</i> < 0.05). In DLM, the overall area under the receiver operating characteristic curve (AUROC) was 0.88, with the accuracy (ACC) and AUROCs for each stratification being 87% and 0.96 for low-risk, 79% and 0.74 for intermediate-risk, and 84% and 0.90 for high-risk, respectively. The overall ACC and AUROC were 84% and 0.94 in the combined model. The ACC and AUROCs for each risk stratification were 92% and 0.97 for low-risk, 87% and 0.83 for intermediate-risk, and 90% and 0.96 for high-risk, respectively. Differences in AUROCs for each risk stratification between the two models were significant (<i>P</i> < 0.05).</p><p><strong>Conclusion: </strong>A combined DLM with satisfactory performance for preoperatively predicting GIST stratifications was developed using routine computed tomography data, demonstrating superiority compared to DLM.</p>","PeriodicalId":23762,"journal":{"name":"World Journal of Gastrointestinal Oncology","volume":"16 12","pages":"4663-4674"},"PeriodicalIF":2.5,"publicationDate":"2024-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11577356/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142830030","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
Enhancing the radiosensitivity of colorectal cancer cells by reducing spermine synthase through promoting autophagy and DNA damage. 通过促进自噬和DNA损伤,降低精胺合酶,增强结直肠癌细胞的放射敏感性。
IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-12-15 DOI: 10.4251/wjgo.v16.i12.4716
Yu-Bin Guo, Yue-Ming Wu, Zhi-Zhao Lin

Background: Colorectal cancer (CRC), the third most common cancer worldwide, has increasingly detrimental effects on human health. Radiotherapy resistance diminishes treatment efficacy. Studies suggest that spermine synthase (SMS) may serve as a potential target to enhance the radiosensitivity.

Aim: To investigate the association between SMS and radiosensitivity in CRC cells, along with a detailed elucidation of the underlying mechanisms.

Methods: Western blot was adopted to assess SMS expression in normal colonic epithelial cells and CRC cell lines. HCT116 cells were transfected with control/SMS-specific shRNA or control/pcDNA3.1-SMS plasmids. Assessments included cell viability, colony formation, and apoptosis via MTT assays, colony formation assays, and flow cytometry. Radiosensitivity was studied in SMS-specific shRNA-transfected HCT116 cells post-4 Gy radiation, evaluating cell viability, colony formation, apoptosis, DNA damage (comet assays), autophagy (immunofluorescence), and mammalian target of rapamycin (mTOR) pathway protein expression (western blot).

Results: Significant up-regulation of SMS expression levels was observed in the CRC cell lines. Upon down-regulation of SMS expression, cellular viability and colony-forming ability were markedly suppressed, concomitant with a notable increase in apoptotic indices. Furthermore, attenuation of SMS expression significantly augmented the sensitivity of HCT116 cells to radiation therapy, evidenced by a pronounced elevation in levels of cellular DNA damage and autophagy. Importantly, down-regulation of SMS corresponded with a marked reduction in the expression levels of proteins associated with the mTOR signaling pathway.

Conclusion: Knocking down SMS attenuates the mTOR signaling pathway, thereby promoting cellular autophagy and DNA damage to enhance the radiosensitivity of CRC cells.

背景:结直肠癌(CRC)是全球第三大常见癌症,对人类健康的危害越来越大。放疗抵抗降低了治疗效果。研究表明精胺合酶(SMS)可能是增强放射敏感性的潜在靶点。目的:研究CRC细胞中SMS与放射敏感性之间的关系,并详细阐明其潜在机制。方法:采用Western blot法检测SMS在正常结肠上皮细胞和结直肠癌细胞系中的表达。用对照/ sms特异性shRNA或对照/pcDNA3.1-SMS质粒转染HCT116细胞。通过MTT测定、菌落形成测定和流式细胞术评估细胞活力、菌落形成和凋亡。研究了4 Gy辐射后sm特异性shrna转染的HCT116细胞的放射敏感性,评估了细胞活力、集落形成、凋亡、DNA损伤(彗星试验)、自噬(免疫荧光)和哺乳动物雷帕霉素靶蛋白(mTOR)途径蛋白表达(western blot)。结果:在结直肠癌细胞系中观察到SMS表达水平显著上调。下调SMS表达后,细胞活力和集落形成能力明显受到抑制,凋亡指数显著升高。此外,SMS表达的衰减显著增强了HCT116细胞对放射治疗的敏感性,细胞DNA损伤和自噬水平的显著升高证明了这一点。重要的是,SMS的下调与与mTOR信号通路相关的蛋白质表达水平的显著降低相对应。结论:敲低SMS可减弱mTOR信号通路,从而促进细胞自噬和DNA损伤,增强CRC细胞的放射敏感性。
{"title":"Enhancing the radiosensitivity of colorectal cancer cells by reducing spermine synthase through promoting autophagy and DNA damage.","authors":"Yu-Bin Guo, Yue-Ming Wu, Zhi-Zhao Lin","doi":"10.4251/wjgo.v16.i12.4716","DOIUrl":"10.4251/wjgo.v16.i12.4716","url":null,"abstract":"<p><strong>Background: </strong>Colorectal cancer (CRC), the third most common cancer worldwide, has increasingly detrimental effects on human health. Radiotherapy resistance diminishes treatment efficacy. Studies suggest that spermine synthase (SMS) may serve as a potential target to enhance the radiosensitivity.</p><p><strong>Aim: </strong>To investigate the association between SMS and radiosensitivity in CRC cells, along with a detailed elucidation of the underlying mechanisms.</p><p><strong>Methods: </strong>Western blot was adopted to assess SMS expression in normal colonic epithelial cells and CRC cell lines. HCT116 cells were transfected with control/SMS-specific shRNA or control/pcDNA3.1-SMS plasmids. Assessments included cell viability, colony formation, and apoptosis <i>via</i> MTT assays, colony formation assays, and flow cytometry. Radiosensitivity was studied in SMS-specific shRNA-transfected HCT116 cells post-4 Gy radiation, evaluating cell viability, colony formation, apoptosis, DNA damage (comet assays), autophagy (immunofluorescence), and mammalian target of rapamycin (mTOR) pathway protein expression (western blot).</p><p><strong>Results: </strong>Significant up-regulation of SMS expression levels was observed in the CRC cell lines. Upon down-regulation of SMS expression, cellular viability and colony-forming ability were markedly suppressed, concomitant with a notable increase in apoptotic indices. Furthermore, attenuation of SMS expression significantly augmented the sensitivity of HCT116 cells to radiation therapy, evidenced by a pronounced elevation in levels of cellular DNA damage and autophagy. Importantly, down-regulation of SMS corresponded with a marked reduction in the expression levels of proteins associated with the mTOR signaling pathway.</p><p><strong>Conclusion: </strong>Knocking down SMS attenuates the mTOR signaling pathway, thereby promoting cellular autophagy and DNA damage to enhance the radiosensitivity of CRC cells.</p>","PeriodicalId":23762,"journal":{"name":"World Journal of Gastrointestinal Oncology","volume":"16 12","pages":"4716-4727"},"PeriodicalIF":2.5,"publicationDate":"2024-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11577379/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142830033","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
Is nutritional status a new indicator to use in clinical practice for colorectal cancer patients? 营养状况是否可作为结直肠癌患者临床应用的新指标?
IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-12-15 DOI: 10.4251/wjgo.v16.i12.4537
Rossana Berardi, Rebecca Chiariotti, Giulia Mentrasti

In this editorial we comment on the interesting article by Liu et al. The topic of discussion is the need for a cost-effective and easy-to-use scoring system for predicting the prognosis of colorectal cancer patients. In this context, nutritional assessment plays a crucial role in the multimodal evaluation of patients. In particular, the controlling nutritional status score was found to be an effective tool in the clinical decision-making process, in order to customize treatment strategies and to improve patient outcomes.

在这篇社论中,我们对Liu等人的有趣文章进行了评论。讨论的主题是需要一个具有成本效益和易于使用的评分系统来预测结直肠癌患者的预后。在这种情况下,营养评估在患者的多模式评估中起着至关重要的作用。特别是,控制营养状况评分被发现是临床决策过程中的有效工具,可以定制治疗策略并改善患者预后。
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World Journal of Gastrointestinal Oncology
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