Bile Ducts, Intrahepatic

胆管,肝内
  • 文章类型: Case Reports
    肝内胆管结石是一种难以治疗的疾病,由于胆道解剖的复杂性,与结肠炎有关,高复发率,潜在的短期和长期并发症,如胆管炎和继发性胆汁性肝硬化。通过导管内途径清除胆管结石可以通过内镜或经皮方式完成。在复杂病例中首选胆道镜引导激光碎石术。手术方法,尽管结果很久,是一个更具侵入性和风险的程序。作者介绍了1例胆道镜检查与经皮激光胆道碎石术作为一种选择,用于治疗由于胆囊切除术后胆管损伤引起的胆道消化吻合术后与胆管狭窄相关的肝内胆管结石疾病。一种安全有效的替代方案,发病率低,随访结果令人满意。
    Intrahepatic biliary stone disease is a difficult condition to treat, due to anatomical complexity of biliary tract, association with colestasis, and high recurrence rates, with potential short- and long-term complications, such as cholangitis and secondary biliary cirrhosis. Removal of biliary stones via intraductal access can be achieved endoscopically or percutaneously, with preference for cholangioscopy-guided laser lithotripsy in complex cases. The surgical approach, despite its prolonged results, is a more invasive and risky procedure. The authors present a case of cholangioscopy with percutaneous laser biliary lithotripsy as an option for the treatment of intrahepatic biliary stone disease associated with biliary stricture following biliodigestive anastomosis due to bile duct injury following cholecystectomy, a safe and effective alternative with low morbidity and satisfactory outcomes in follow-up.
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  • 文章类型: Journal Article
    Objective: To explore the magnetic resonance imaging (MRI) features and classification of intraductal papillary neoplasm of the bile duct (IPNB). Methods: Data from 90 patients with intraductal papillary neoplasm of the bile duct confirmed pathologically between June 2010 and January 2023 were retrospectively analyzed. The image analysis included the shape and location of the tumor, whether bile ducts had dilatation and the degree of dilation, whether there was a history of liver disease, whether there was a history of schistosomiasis, whether there was cancerous transformation, whether there were concurrent bile duct stones, whether there was hepatic lobe atrophy, whether there was hilar or abdominal lymph node enlargement, whether there was invasion of the bile duct wall, whether there was invasion of surrounding blood vessels, whether the tumor appears on T1-and T2 weighted imaging (T(1)WI and T(2)WI), whether the diffusion was limited, whether there was concurrent bleeding, enhancement rate, and whether there was abdominal fluid accumulation. Intraductal papillary neoplasms of the bile duct were divided into four types according to the morphological classification standards: type I (local bile duct dilation), type II (cystic), type III (free tumor), and type IV (dilated bile duct). The differences in the clinical and MRI features of the four groups of lesions were analyzed. Statistical analysis was performed with a t-test, an analysis of variance, and an χ(2)-test according to the different data. Results: Among the 90 cases with hepatic IPNB, there were 31 cases of type I, 15 cases of type II, 16 cases of type III, and 28 cases of type IV, 41 cases of liver left lobe, 11 cases of right and left lobe liver span, 7 cases of liver right lobes, 2 cases of liver caudate lobe, and 13 cases of hepatic hilar. There were statistically significant differences between the four groups (P < 0.05) in terms of age, clinical symptoms, direct bilirubin, γ-glutamyltransferase, whether they were cancerous, whether they were combined with bile duct stones, whether the liver lobes were atrophying, whether there was limited diffusion, intrahepatic bile duct diameter, and common bile duct diameter. However, there were no statistically significant differences among the four groups in gender, location, carbohydrate antigen 19-9, history of liver disease, history of schistosomiasis, carcinoembryonic antigen, alanine aminotransferase, aspartate aminotransferase, total bilirubin, whether hemorrhage was associated, lesion enhancement rate, whether the hilar/retroperitoneal lymph node was enlarged, whether the bile duct wall was invaded, whether blood vessels were invaded, and whether abdominal fluid was accumulated (P > 0.05). Conclusion: MRI manifestations have certain features for different types of intraductal papillary neoplasm of the bile duct tumors; hence, MRI aids in the diagnosis and differential diagnosis of this disease.
    目的: 探讨肝内胆管内乳头状肿瘤(IPNB)的磁共振成像(MRI)特征及其分型。 方法: 回顾性分析2010年6月至2023年1月经病理证实的90例IPNB患者的资料,图像分析包括肿瘤的形态、位置、胆管有无扩张及扩张程度、有无肝病史、有无血吸虫病史、是否癌变、是否合并胆管结石、是否存在肝叶萎缩、有无肝门或腹腔淋巴结肿大、是否侵犯胆管壁、是否侵犯周围血管、肿瘤在T(1)加权成像(WI)、T(2)WI图像上的信号特征、是否扩散受限、是否合并出血、强化率、有无腹腔积液,根据形态学分类标准将IPNB分为4型,I型(局部胆管扩张型)、II型(囊肿型)、III型(无肿瘤型)、IV型(胆管扩张型),分析4组病灶的临床及MRI特征差异。据资料不同采用t检验或方差分析、χ(2)检验进行统计学分析。 结果: 90例肝脏IPNB患者中I型31例,II型15例,III型16例,IV型28例;肝左叶41例,肝右叶11例,跨越肝左、右叶7例,肝尾状叶2例,肝门部13例;4组间在年龄、有无临床症状、直接胆红素、γ-谷氨酰转移酶、是否癌变、是否合并胆管结石、肝叶是否萎缩、是否扩散受限、肝内胆管直径、胆总管直径的比较差异有统计学意义(P<0.05);4组间在性别、位置、糖类抗原19-9、有无肝病史、有无血吸虫病史、癌胚抗原、丙氨酸转氨酶、天冬氨酸转氨酶、总胆红素、是否合并出血、病灶强化率、肝门/腹膜后有无肿大淋巴结、是否侵犯胆管壁、是否侵犯血管、有无腹腔积液的比较差异无统计学意义(P>0.05)。 结论: 不同类型的IPNB的MRI表现有一定的特征,MRI有助于该病的诊断与鉴别诊断。.
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  • 文章类型: Journal Article
    Hepatic lymphoepithelioma-like carcinoma (LELC) is an extremely rare malignant tumor characterized by undifferentiated malignant epithelial cells and significant lymphatic infiltration. Hepatic LELC mainly includes lymphoepithelioma-like hepatocellular carcinoma (LEL-HCC) and lymphoepithelioma-like intrahepatic cholangiocarcinoma (LEL-CC). Epstein-Barr virus (EBV) infection is considered as an important factor in LELC carcinogenesis. Since 2005, Xiangya Hospital of Central South University has treated a total of 3 patients with EBV-associated LEL-CC, which all showed liver masses by CT scans. After surgical resection, the EBV encoded RNA (EBER) and CK19 expression in all 3 patients were positive, and pathological examination confirmed EBV-associated LEL-CC. Two patients had a good postoperative prognosis, while 1 patient received relevant immunotherapy and chemotherapy after surgery. Based on the analysis of existing literature, the author believes that hepatic LELC can be included in the classification of liver tumors, which will provide new ideas for the accurate diagnosis and treatment of hepatic LELC.
    肝淋巴上皮瘤样癌(Lymphoepithelioma-like carcinoma,LELC)是一种极其罕见的恶性肿瘤,其特点是未分化的恶性上皮细胞及明显的淋巴浸润。肝LELC主要包括淋巴上皮瘤样肝细胞癌(lymphoepithelioma-like hepatocellular carcinoma,LEL-HCC)和淋巴上皮瘤样肝内胆管癌(lymphoepithelioma-like intrahepatic cholangiocarcinoma,LEL-CC)。EB病毒(Epstein-Barr virus,EBV)感染被认为是LELC癌变的重要因素。中南大学湘雅医院自2005年以来共收治3例EBV相关LEL-CC患者,CT均提示肝脏肿块,经手术切除后,3例患者EBV编码的RNA(EBV-encoded RNA,EBER)和CK19表达均为阳性,病理学证实为EBV相关的LEL-CC。2例患者术后预后良好,1例患者术后接受相关免疫治疗及化学治疗。结合现有文献分析,笔者认为可将肝LELC纳入肝肿瘤的分类,这将为肝LELC的精准诊断及治疗提供新思路。.
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  • 文章类型: Journal Article
    胆管导管内乳头状肿瘤(IPNB)是一种异质性疾病,类似于胰腺导管内乳头状粘液性肿瘤。自2010年以来,这些病变已被认为是胆道三大癌前病变之一。2018年,日本和韩国病理学家达成共识,将IPNB分类为1型和2型IPNB。IPNBs多见于东亚男性患者,与胆石症、血吸虫病等疾病密切相关。从分子遗传学的角度来看,IPNBs表现出早期的遗传变异,1型和2型IPNBs的肿瘤发生可能涉及不同的分子途径。IPNBs的组织学亚型包括胃,肠,胰胆管,或嗜酸细胞亚型,但1型IPNBs通常表现出比2型IPNBs更有规律和组织良好的组织学特征,并且更常见于粘蛋白丰富的肝内胆管。由于这些病变的罕见性以及缺乏特定的临床和实验室特征,影像学对IPNB的术前诊断至关重要,以局部胆管扩张和沿胆管生长为主要影像学特征。手术切除仍然是IPNBs的最佳治疗方法,但是阴性的胆管边缘和肝门淋巴结的切除显着提高了IPNBs患者的术后生存率。
    Intraductal papillary neoplasm of the bile duct (IPNB) is a heterogeneous disease similar to intraductal papillary mucinous neoplasm of the pancreas. These lesions have been recognized as one of the three major precancerous lesions in the biliary tract since 2010. In 2018, Japanese and Korean pathologists reached a consensus, classifying IPNBs into type l and type 2 IPNBs. IPNBs are more prevalent in male patients in East Asia and are closely related to diseases such as cholelithiasis and schistosomiasis. From a molecular genetic perspective, IPNBs exhibit early genetic variations, and different molecular pathways may be involved in the tumorigenesis of type 1 and type 2 IPNBs. The histological subtypes of IPNBs include gastric, intestinal, pancreaticobiliary, or oncocytic subtypes, but type 1 IPNBs typically exhibit more regular and well-organized histological features than type 2 IPNBs and are more commonly found in the intrahepatic bile ducts with abundant mucin. Due to the rarity of these lesions and the absence of specific clinical and laboratory features, imaging is crucial for the preoperative diagnosis of IPNB, with local bile duct dilation and growth along the bile ducts being the main imaging features. Surgical resection remains the optimal treatment for IPNBs, but negative bile duct margins and the removal of lymph nodes in the hepatic hilum significantly improve the postoperative survival rates for patients with IPNBs.
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  • 文章类型: Journal Article
    背景:在原发性硬化性胆管炎(PSC)中,了解提示恶性肿瘤的胆管造影结果很重要,但是由于炎症引起的改变,很难确定是否存在胆管癌。本研究旨在阐明内镜逆行胰胆管造影术中病理标本收集的适当方法,以监测PSC。
    方法:对59例PSC患者进行回顾性观察研究。终点是胆汁细胞学检查和经乳头胆管活检对良性或恶性的诊断表现,活检胆管的胆管造影结果,狭窄和上游胆管的直径,和他们的差异。
    结果:灵敏度(77.8%vs.14.3%,P=0.04),特异性(97.8%vs.83.0%,P=0.04),和准确性(94.5%与74.1%,P=0.007)胆管活检均明显大于胆汁细胞学检查。所有胆管癌伴胆管狭窄患者均表现为显性狭窄(DS)。上游胆管的直径(7.1(4.2-7.2)mmvs.2.1(1.2-4.1)mm,P<0.001)和直径差异(6.6(3.1-7)mm与1.5(0.2-3.6)mm,P<0.001)在胆管癌组中明显高于DS的非胆管癌组。对于直径差异,诊断良性或恶性的最佳临界值为5.1mm(曲线下面积=0.972).
    结论:对于PSC患者,应通过带上游扩张的局部DS进行经胆管活检,以检测胆管癌。特别是当直径差大于5毫米时,应强烈怀疑胆管癌的发展。
    BACKGROUND: In primary sclerosing cholangitis (PSC), it is important to understand the cholangiographic findings suggestive of malignancy, but it is difficult to determine whether cholangiocarcinoma is present due to modifications caused by inflammation. This study aimed to clarify the appropriate method of pathological specimen collection during endoscopic retrograde cholangiopancreatography for surveillance of PSC.
    METHODS: A retrospective observational study was performed on 59 patients with PSC. The endpoints were diagnostic performance for benign or malignant on bile cytology and transpapillary bile duct biopsy, cholangiographic findings of biopsied bile ducts, diameters of the strictures and upstream bile ducts, and their differences.
    RESULTS: The sensitivity (77.8% vs. 14.3%, P = 0.04), specificity (97.8% vs. 83.0%, P = 0.04), and accuracy (94.5% vs. 74.1%, P = 0.007) were all significantly greater for bile duct biopsy than for bile cytology. All patients with cholangiocarcinoma with bile duct stricture presented with dominant stricture (DS). The diameter of the upstream bile ducts (7.1 (4.2-7.2) mm vs. 2.1 (1.2-4.1) mm, P < 0.001) and the diameter differences (6.6 (3.1-7) mm vs. 1.5 (0.2-3.6) mm, P < 0.001) were significantly greater in the cholangiocarcinoma group than in the noncholangiocarcinoma group with DS. For diameter differences, the optimal cutoff value for the diagnosis of benign or malignant was 5.1 mm (area under the curve = 0.972).
    CONCLUSIONS: Transpapillary bile duct biopsy should be performed via localized DS with upstream dilation for the detection of cholangiocarcinoma in patients with PSC. Especially when the diameter differences are greater than 5 mm, the development of cholangiocarcinoma should be strongly suspected.
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  • DOI:
    文章类型: Journal Article
    胆管癌(CCA)是一种罕见的胆管上皮癌,在过去的几十年中,其发病率一直在增加。由于晚期诊断及其侵袭性,它与高死亡率有关。已经确定了许多风险因素;有些在某些地区比其他地区更常见。CCA可以根据其解剖位置或宏观生长模式进行分类,后者对成像解释最有用。临床特征可以从阻塞性症状到非特异性症状,比如减肥和不适。成像,特别是MRI/MRCP,对诊断CCA至关重要,分期,和治疗计划。手术加化疗是主要的治疗选择,和其他姑息性治疗方案存在于那些患有不可切除疾病的人身上。
    Cholangiocarcinoma (CCA) is a rare cancer of the bile duct epithelium, and in the last few decades its incidence rate has been increasing. It is associated with a high mortality rate due to late diagnosis and its aggressive nature. Many risk factors have been identified; some are more common in certain regions than others. CCA can be classified according to its anatomical location or macroscopic growth pattern, the latter being most helpful for imaging interpretation. Clinical features can vary from obstructive-like symptoms to nonspecific symptoms, such as weight loss and malaise. Imaging, specifically MRI/MRCP, is crucial in diagnosing CCA, staging, and treatment planning. Surgery with chemotherapy is the mainstay treatment option, and other palliative treatment options exist for those who have unresectable disease.
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  • 文章类型: Journal Article
    术语肝胆管结石描述肝内胆管内胆管结石的存在,在肝管的肺门汇合处上方。这种疾病在亚洲更为普遍,主要是由于社会经济和饮食因素,以及胆道寄生虫的患病率。在上个世纪,由于移民,其全球发病率有所增加。主要病理生理机制涉及胆管炎,胆汁感染和胆道狭窄,创造一个自我维持的循环,使疾病永存,经常以细菌感染反复发作为特征,称为“复发性化脓性胆管炎”综合征。此外,长期的肝胆管结石是肝内胆管癌发展的已知危险因素。各种分类旨在提供临床相关方面的有用见解和治疗指导。有症状的患者和有并发症的患者的管理可能很复杂,依靠一个多学科的肝病专家团队,内窥镜医师,介入放射科医师和肝胆外科医生,主要目标是缓解临床表现并防止更严重并发症的发生。这篇全面的综述提供了对肝胆管结石各个方面的见解,专注于流行病学,病理生理学的新证据,最重要的临床方面,不同的分类系统和当代管理。
    The term hepatolithiasis describes the presence of biliary stones within the intrahepatic bile ducts, above the hilar confluence of the hepatic ducts. The disease is more prevalent in Asia, mainly owing to socioeconomic and dietary factors, as well as the prevalence of biliary parasites. In the last century, owing to migration, its global incidence has increased. The main pathophysiological mechanisms involve cholangitis, bile infection and biliary strictures, creating a self-sustaining cycle that perpetuates the disease, frequently characterised by recurrent episodes of bacterial infection referred to as syndrome of \"recurrent pyogenic cholangitis\". Furthermore, long-standing hepatolithiasis is a known risk factor for development of intrahepatic cholangiocarcinoma. Various classifications have aimed at providing useful insight of clinically relevant aspects and guidance for treatment. The management of symptomatic patients and those with complications can be complex, and relies upon a multidisciplinary team of hepatologists, endoscopists, interventional radiologists and hepatobiliary surgeons, with the main goal being to offer relief from the clinical presentations and prevent the development of more serious complications. This comprehensive review provides insight on various aspects of hepatolithiasis, with a focus on epidemiology, new evidence on pathophysiology, most important clinical aspects, different classification systems and contemporary management.
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    文章类型: Case Reports
    一名91岁的男子有胆囊结石和胆总管结石的胆囊切除术和胆总管造口术史。11年前,肝内结石被发现在后胆管,他不希望接受治疗。随着时间的推移,观察到肝内结石恶化和肝内胆管扩张。91岁,增强腹部CT显示肝门胆管壁增厚,MRCP显示肝门部胆管狭窄。内镜逆行胆管造影显示右肝内胆管无造影,左肝内胆管明显扩张。刷细胞学证实腺癌,导致肝门部胆管癌的诊断。他接受了开放式右叶和尾叶切除术,并进行了胆道重建。组织病理学检查发现肝门部胆管癌,T3N1M0,Ⅲc期,主要位于左右肝管的汇合处。此病例提示肝胆管结石与肝门部胆管癌之间存在潜在关联,强调定期影像学检查对及时手术切除的重要性。早期干预,包括肝切除术,推荐用于治疗肝胆管结石。
    A 91-year-old man had a history of cholecystectomy and choledochostomy for cholecystolithiasis and choledocholithiasis. Eleven years earlier, intrahepatic stones were found in the posterior bile duct, and he did not wish to undergo treatment. Over time, worsening of the intrahepatic stones and dilation of the intrahepatic bile duct were observed. At 91 years old, enhanced abdominal CT revealed wall thickening of the hilar bile duct, and MRCP showed stenosis of the hilar bile duct. Endoscopic retrograde cholangiography showed no contrast in the right intrahepatic bile duct and marked dilation of the left intrahepatic bile duct. Brush cytology confirmed adenocarcinoma, leading to a diagnosis of hilar cholangiocarcinoma. He underwent open right and caudal lobectomy with biliary reconstruction. Histopathological examination revealed a hilar cholangiocarcinoma, T3N1M0, Stage Ⅲc, mainly located at the confluence of the right and left hepatic ducts. This case suggests a potential association between hepatolithiasis and hilar cholangiocarcinoma, emphasizing the importance of regular imaging examinations for timely surgical resection. Early intervention, including liver resection, is recommended for the management of hepatolithiasis.
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  • 文章类型: Review
    背景:胆道上皮内瘤变(BilIN),胆管癌的非侵入性前体,可以表现为恶性转化。由于胆管癌(CCA)可能由于胆管和胆囊的慢性炎症而进展,胆总管囊肿被认为是CCA的前兆。然而,Bilin在儿童中很少被报道,到目前为止。
    方法:我们回顾了患者的医疗记录(<18岁,n=329),从2008年至2022年在Asan医学中心接受了胆总管囊肿切除术。在15例患者中诊断出BilIN。随后对人口统计学进行了分析,外科手术,临床课程,以及这些患者的结果。进行亚组分析和多因素logistic回归检验以确定影响BilIN发生的因素。
    结果:纳入本研究的患者平均年龄为40.1±47.6个月。在15名患者中,诊断出各种等级的Bilin。TodaniI型在80%的患者中普遍存在。手术时的中位年龄为17个月。在平均63.3±94.0个月的随访中,未观察到不良事件,如残余胰内胆总管和肝内胆管结石或胆管癌,表明到目前为止是有利的结果。
    结论:儿童胆总管囊肿可能进展为BilIN。这些结果可以强调早期和全面切除胆总管囊肿的重要性。包括相关病变的切除切缘,以及对患有BilIN或有BilIN风险的患者进行更彻底的术后监测。
    BACKGROUND: Biliary intraepithelial neoplasia (BilIN), a noninvasive precursor of cholangiocarcinoma, can manifest malignant transformation. Since cholangiocarcinoma (CCA) may progress due to chronic inflammation in the bile ducts and gallbladder, choledochal cysts are considered a precursor to CCA. However, BilIN has rarely been reported in children, to date.
    METHODS: We reviewed medical records of patients (< 18 years of age, n = 329) who underwent choledochal cyst excision at Asan Medical Center from 2008 to 2022. BilIN was diagnosed in 15 patients. Subsequent analyses were performed of the demographics, surgical procedures, clinical course, and outcomes in these patients. Subgroup analysis and multivariate logistic regression test were performed to identify factors influencing BilIN occurrence.
    RESULTS: The mean age of the patients included in our study was 40.1 ± 47.6 months. In 15 patients, BilIN of various grades was diagnosed. Todani type I was prevalent in 80% of the patients. The median age at surgery was 17 months. During a mean follow-up of 63.3 ± 94.0 months, no adverse events such as stone formation in the remnant intrapancreatic common bile duct and intrahepatic duct or cholangiocarcinoma were observed, indicating a favorable outcome until now.
    CONCLUSIONS: The potential progression of choledochal cysts to BilIN in children was demonstrated. These results could underscore the importance of early and comprehensive excision of choledochal cysts, including resection margins for associated lesions and more thorough postoperative surveillance in patients with or at risk of BilIN.
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  • 文章类型: Journal Article
    目的:预测肝内胆管癌(ICC)的淋巴结转移(LNM)对治疗方案和预后至关重要。我们旨在开发和验证基于机器学习(ML)的ICC患者LNM预测模型。
    方法:共纳入2007年1月至2019年1月的345例临床病理特征证实为ICC的患者。通过最小绝对收缩和选择算子(LASSO)和逻辑分析确定LNM的预测因子。选定的变量用于通过六种ML算法开发LNM的预测模型,包括Logistic回归(LR),梯度增压机(GBM),极端梯度提升(XGB),随机森林(RF),决策树(DT),多层感知器(MLP)。我们应用了10倍交叉验证作为内部验证,并计算了接收器工作特征(ROC)曲线下面积的平均值,以测量所有模型的性能。应用特征选择方法来识别每个模型中预测因子的重要性。热图用于研究特征的相关性。最后,我们使用性能最佳的模型建立了一个网络计算器。
    结果:在多变量逻辑回归分析中,因素包括酒精性肝病(ALD),吸烟,边界,直径,和白细胞(WBC)被确定为ICC患者LNM的独立预测因子。在内部验证中,6个模型的AUC平均值为0.820~0.908.XGB模型被确定为最佳模型,平均AUC为0.908。最后,我们通过XGB模型建立了一个网络计算器,这对临床医生计算LNM的可能性很有用。
    结论:提出的基于ML的预测模型在预测ICC患者的LNM方面具有良好的性能。XGB表现最好。基于ML算法的网络计算器有望帮助临床医生预测LNM并制定个性化医疗计划。
    OBJECTIVE: Prediction of lymph node metastasis (LNM) for intrahepatic cholangiocarcinoma (ICC) is critical for the treatment regimen and prognosis. We aim to develop and validate machine learning (ML)-based predictive models for LNM in patients with ICC.
    METHODS: A total of 345 patients with clinicopathological characteristics confirmed ICC from Jan 2007 to Jan 2019 were enrolled. The predictors of LNM were identified by the least absolute shrinkage and selection operator (LASSO) and logistic analysis. The selected variables were used for developing prediction models for LNM by six ML algorithms, including Logistic regression (LR), Gradient boosting machine (GBM), Extreme gradient boosting (XGB), Random Forest (RF), Decision tree (DT), Multilayer perceptron (MLP). We applied 10-fold cross validation as internal validation and calculated the average of the areas under the receiver operating characteristic (ROC) curve to measure the performance of all models. A feature selection approach was applied to identify importance of predictors in each model. The heat map was used to investigate the correlation of features. Finally, we established a web calculator using the best-performing model.
    RESULTS: In multivariate logistic regression analysis, factors including alcoholic liver disease (ALD), smoking, boundary, diameter, and white blood cell (WBC) were identified as independent predictors for LNM in patients with ICC. In internal validation, the average values of AUC of six models ranged from 0.820 to 0.908. The XGB model was identified as the best model, the average AUC was 0.908. Finally, we established a web calculator by XGB model, which was useful for clinicians to calculate the likelihood of LNM.
    CONCLUSIONS: The proposed ML-based predicted models had a good performance to predict LNM of patients with ICC. XGB performed best. A web calculator based on the ML algorithm showed promise in assisting clinicians to predict LNM and developed individualized medical plans.
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