cholestasis

胆汁淤积
  • 文章类型: Journal Article
    原发性硬化性胆管炎(PSC)是欧洲肝移植的主要适应症之一,和炎症性肠病(IBD)癌症的主要危险因素。然而,随着IBD的发展,PSC的流行病学将如何变化尚不清楚。这项研究的目的是提供有关英格兰过去和当前PSC和IBD患病率的全国性统计数据,并预测随着时间的推移这可能会如何变化。
    我们访问并分析了一个全国性的基于人口的行政医疗登记处,其中包含自2001年4月1日以来的预期累积数据。这样做,过去和现在的PSC-IBD和仅IBD的患病率是在英格兰18-60岁的人群中确定的,除了年平均百分比变化率(AAPC)之外,2015年1月1日至2020年。过去和当前的患病率数据,除了发病率和无事件生存率的趋势,然后用于预测2021年至2027年之间的未来患病率。
    2015年,先前诊断为IBD的PSC的患病率为每100,000人5.0,当包括PSC后诊断为IBD的患者时,上升到5.7。2020年,患病率上升至7.6(占PSC后IBD发展的8.6),产生8.8的AAPC。2027年,PSC-IBD患病率预测为11.7(95%预测区间[PI]:10.8-12.7),占PSC后发生IBD的13.3(AAPC:6.4;95%PI:5.3-7.5)。相对而言,仅在18-60岁人群中,IBD的患病率从2015年的384.3上升到2020年的538.7(AAPC7.0),预计到2027年将增加到742.5(95%PI:736.4-748.0;AAPC:4.7,95%PI:4.6-4.8)。
    预计PSC-IBD的增长率将超过单独的IBD。需要进一步的研究来了解疾病流行病学的变化,包括IBD中发展(总是进行性)肝病的病因驱动因素,以及病例负担上升对医疗保健资源的影响。
    这项研究得到了GileadSciences提供的无限制资助。
    UNASSIGNED: Primary sclerosing cholangitis (PSC) is one of the leading indications for liver transplantation in Europe, and a major risk factor for cancer in inflammatory bowel disease (IBD). However, it is not known how the epidemiology of PSC will change as that of IBD evolves. The aim of this study is to provide nationwide statistics on the past and current prevalence of PSC and IBD across England, and forecast how this is likely to change over time.
    UNASSIGNED: We accessed and analysed a nationwide population-based administrative healthcare registry, which houses prospectively accrued data since April 1st 2001. In so doing, the past and current prevalence of PSC-IBD and IBD alone was determined among 18-60-year-olds in England, alongside average annual percentage change rates (AAPC), between the 1st of January 2015 and 2020. Past and current prevalence data, alongside trends in incidence and event-free survival rates, were then used to forecast future prevalence between 2021 and 2027.
    UNASSIGNED: In 2015, the prevalence of PSC with prior IBD diagnosis was 5.0 per 100,000 population, rising to 5.7 when including those with IBD diagnosed after PSC. In 2020, prevalence increased to 7.6 (8.6 accounting for IBD developing after PSC), yielding an AAPC of 8.8. In 2027, PSC-IBD prevalence is forecast to be 11.7 (95% prediction interval [PI]: 10.8-12.7), and 13.3 when accounting for IBD developing after PSC (AAPC: 6.4; 95% PI: 5.3-7.5). Comparatively, the prevalence of IBD alone rose among 18-60-year-olds from 384.3 in 2015 to 538.7 in 2020 (AAPC 7.0), and forecast to increase to 742.5 by 2027 (95% PI: 736.4-748.0; AAPC: 4.7, 95% PI: 4.6-4.8).
    UNASSIGNED: The rate of growth in PSC-IBD is predicted to exceed IBD-alone. Further research is needed to understand changes in disease epidemiology, including aetiological drivers of developing (invariably progressive) liver disease in IBD, and the implications of rising case burden on health care resources.
    UNASSIGNED: This study was supported by an unrestricted grant provided by Gilead Sciences.
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  • 文章类型: Journal Article
    目的:这项研究评估了Kasai门肠吻合术(KPE)后胆道闭锁(BA)的天然肝脏幸存者(NLS)的门静脉高压(PHT)及其预测因素。
    方法:这是一项使用前瞻性收集数据的多中心研究。受试者是KPE后5年保持无移植的患者。通过回归分析和受试者工作特征(ROC)曲线评估了他们的PHT状态,并确定了预测PHT的变量。
    结果:来自东亚的六个中心参与了这项研究,分析了1980年至2018年期间320名KPE受试者。平均随访时间为10.6±6.2年。在KPE之后的第5年,在37.8%的受试者中发现PHT(n=121)。与年龄较大的手术相比,在生命第41天之前进行KPE的患者的PHT百分比最低。KPE后12个月,PHT+ve受试者的胆红素水平较高(27.1±11.7vs12.3±7.9µmol/L,p=0.000),持续性黄疸导致PHT风险较高(OR=12.9[9.2-15.4],p=0.000)。ROC分析表明,KPE后12个月的胆红素水平高于38µmol/L可预测PHT发展(灵敏度:78%,特异性:60%,AUROC:0.75)。
    结论:在BA中,早期的KPE可防止NLS中PHT的发展。在KPE后一年出现持续性胆汁淤积的患者发生这种并发症的风险较高。他们应该得到更加警惕的后续行动。
    方法:三级。
    OBJECTIVE: This study evaluated portal hypertension (PHT) and its predictors among native liver survivors (NLS) of biliary atresia (BA) after Kasai portoenterostomy (KPE).
    METHODS: This was a multicenter study using prospectively collected data. The subjects were patients who remained transplant-free for 5 years after KPE. Their status of PHT was evaluated and variables that predicted PHT were determined by regression analysis and receiver operating characteristic (ROC) curve.
    RESULTS: Six centers from East Asia participated in this study and 320 subjects with KPE between 1980 to 2018 were analyzed. The mean follow-up period was 10.6 ± 6.2 years. At the 5th year after KPE, PHT was found in 37.8% of the subjects (n = 121). Patients with KPE done before day 41 of life had the lowest percentage of PHT compared to operation at older age. At 12 months after KPE, PHT + ve subjects had a higher bilirubin level (27.1 ± 11.7 vs 12.3 ± 7.9 µmol/L, p = 0.000) and persistent jaundice conferred a higher risk for PHT (OR = 12.9 [9.2-15.4], p = 0.000). ROC analysis demonstrated that a bilirubin level above 38 µmol/L at 12 months after KPE predicted PHT development (sensitivity: 78%, specificity: 60%, AUROC: 0.75).
    CONCLUSIONS: In BA, early KPE protects against the development of PHT among NLSs. Patients with persistent cholestasis at one year after KPE are at a higher risk of this complication. They should receive a more vigilant follow-up.
    METHODS: Level III.
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  • 文章类型: Journal Article
    背景:在胆汁淤积患者中,及时准确的鉴别诊断胆道闭锁(BA)非常重要。基质金属蛋白酶-7(MMP-7)作为BA的诊断标记物有很大的希望。本研究旨在探讨年龄特异性血清MMP-7区分BA与其他胆汁淤积性儿科患者的准确性。
    方法:这是一项单中心诊断准确性和验证性研究,包括回顾性和前瞻性队列。使用ELISA试剂盒测量血清MMP-7浓度,在一个年龄为0~365日且无肝胆疾病的健康婴儿队列中调查了其随年龄变化的轨迹(n=284).临床BA诊断基于术中胆道造影和随后的组织学检查。在胆汁淤积患者的回顾性队列(n=318,172BA)中评估了血清MMP-7的年龄特异性截止值的诊断准确性,并在前瞻性队列(n=687,包括395BA)中进行了验证。
    结果:MMP-7浓度随年龄呈非线性下降,在健康新生儿中显示较高的水平,在新生儿胆汁淤积中显示较高的临界值。回顾性队列的ROC曲线下面积(AUROC)为0.967(95%置信区间[CI]:0.946-0.988),18ng/mL的截止值产生93.0%(95CI:88.1-96.3%),93.8%(95CI:88.6-97.1%),94.7%(95CI:90.1-97.5%),灵敏度为91.9%(95CI:86.4-95.8%),特异性,阳性预测值(PPV),和负预测值(NPV),分别。MMP-7的性能在更大的前瞻性队列中成功验证,诊断灵敏度为95.9%(379/395;95%CI:93.5-97.7%),特异性为87.3%(255/292;95%CI:83.0-90.9%),PPV为91.1%(379/416;95%CI:87.9-93.7%),净现值为94.1%(255/271;95%CI:90.6-96.6%),分别。此外,28.1ng/mL的较高截止值达到最佳灵敏度,特异性,PPV,0-30天婴儿的净现值,这是86.4%(95%CI:75.0-94.0%),95.5%(95%CI:77.2-99.9%),98.1%(95%CI:89.7-100%),和72.4%(95%CI:52.8-87.3%),分别。
    结论:血清MMP-7在鉴别BA和非BA胆汁淤积中是准确可靠的,显示了其在BA诊断算法中的潜在应用,并在未来有关BA发病机制的研究中发挥了重要作用。
    BACKGROUND: Prompt and precise differential diagnosis of biliary atresia (BA) among cholestatic patients is of great importance. Matrix metalloproteinase-7 (MMP-7) holds great promise as a diagnostic marker for BA. This study aimed to investigate the accuracy of age-specific serum MMP-7 for discriminating BA from other cholestatic pediatric patients.
    METHODS: This was a single center diagnostic accuracy and validation study including both retrospective and prospective cohorts. Serum MMP-7 concentrations were measured using an ELISA kit, the trajectory of which with age was investigated in a healthy infants cohort aged 0 to 365 days without hepatobiliary diseases (n = 284). Clinical BA diagnosis was based on intraoperative cholangiography and subsequent histological examinations. The diagnostic accuracy of age-specific cutoffs of serum MMP-7 were assessed in a retrospective cohort of cholestatic patients (n = 318, with 172 BA) and validated in a prospective cohort (n = 687, including 395 BA).
    RESULTS: The MMP-7 concentration declines non-linearly with age, showing higher levels in healthy neonates as well as higher cutoff value in neonatal cholestasis. The area under the ROC curve (AUROC) was 0.967 (95% confidence interval [CI]: 0.946-0.988) for the retrospective cohort, and the cutoff of 18 ng/mL yielded 93.0% (95%CI: 88.1-96.3%), 93.8% (95%CI: 88.6-97.1%), 94.7% (95%CI: 90.1-97.5%), and 91.9% (95%CI: 86.4-95.8%) for sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV), respectively. The performance of MMP-7 was successfully validated in the larger prospective cohort, resulting in a diagnostic sensitivity of 95.9% (379/395; 95% CI: 93.5-97.7%), a specificity of 87.3% (255/292; 95% CI: 83.0-90.9%), a PPV of 91.1% (379/416; 95% CI: 87.9-93.7%), and a NPV of 94.1% (255/271; 95% CI: 90.6-96.6%), respectively. Besides, higher cutoff value of 28.1 ng/mL achieved the best sensitivity, specificity, PPV, and NPV for infants aged 0-30 days, which was 86.4% (95% CI: 75.0-94.0%), 95.5% (95% CI: 77.2-99.9%), 98.1% (95% CI: 89.7-100%), and 72.4% (95% CI: 52.8-87.3%), respectively.
    CONCLUSIONS: The serum MMP-7 is accurate and reliable in differentiating BA from non-BA cholestasis, showing its potential application in the diagnostic algorithm for BA and significant role in the future research regarding pathogenesis of BA.
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  • 文章类型: Journal Article
    目的:不可切除壶腹癌(AC)是一种罕见的疾病。内镜胆道支架置入术(EBS)治疗无法切除的AC后复发性胆道梗阻(RBO)的危险因素尚不清楚。在这项研究中,我们旨在评估不可切除的AC患者姑息性EBS后的累积RBO率并确定RBO的危险因素。
    方法:这项多中心回顾性观察研究连续纳入2011年4月至2021年12月期间接受姑息性EBS治疗的不可切除AC患者。通过多变量分析评估姑息性EBS后RBO的累积率和危险因素。
    结果:研究分析包括107例患者,中位年龄为84岁(四分位距79-88岁)。在53和54例患者中放置了塑料支架(PS)和自膨胀金属支架(SEMS),分别。104例(97.2%)患者获得功能成功。其中,RBO发生在62例(59.6%)患者中,在47和15例患者中发生阻塞和完全/部分迁移,分别。RBO的中位时间为190天。多因素分析显示,与SEMS相比,PS与RBO的发生率更高(风险比[HR]2.48;P<0.01),并且EBS后立即出现胆总管结石/污泥是RBO的独立危险因素(HR1.99;P=0.04)。
    结论:在EBS期间使用SEMS与PS相比减少了不可切除AC患者的RBO时间。EBS后立即胆总管结石/污泥是RBO的危险因素。
    OBJECTIVE: Unresectable ampullary cancer (AC) is a rare disease entity. The risk factors for recurrent biliary obstruction (RBO) following endoscopic biliary stenting (EBS) for unresectable AC remain unknown. In this study we aimed to evaluate the cumulative RBO rate and to identify risk factors for RBO following palliative EBS in patients with unresectable AC.
    METHODS: This multicenter retrospective observational study enrolled consecutive patients with unresectable AC who had undergone palliative EBS between April 2011 and December 2021. The cumulative rate of and risk factors for RBO following palliative EBS were evaluated via multivariate analysis.
    RESULTS: The study analysis comprised 107 patients with a median age of 84 years (interquartile range 79-88 years). Plastic stents (PSs) and self-expandable metal stents (SEMSs) were placed in 53 and 54 patients, respectively. Functional success was accomplished in 104 (97.2%) patients. Of these, RBO occurred in 62 (59.6%) patients, with obstruction and complete/partial migration occurring in 47 and 15 patients, respectively. The median time to RBO was 190 days. Multivariate analysis showed that PS was associated with a higher rate of RBO compared to SEMS (hazard ratio [HR] 2.48; P < 0.01) and that the presence of common bile duct stones/sludge immediately after EBS was an independent risk factor for RBO (HR 1.99; P = 0.04).
    CONCLUSIONS: The use of SEMS compared to PS during EBS reduced the time to RBO in patients with unresectable AC. Common bile duct stones/sludge immediately after EBS was a risk factor for RBO.
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    背景/目的:胆汁淤积的罕见原因之一可能是胎儿和新生儿溶血病(HDFN)。方法:我们回顾性分析了88例HDFN新生儿胆汁淤积的病历和186例无胆汁淤积的HDFN患儿的病历,并进行了观察,病例控制,回顾性研究。结果:影响胆汁淤积风险的因素是出生胎龄较低(36.83±1.9vs.37.57±1.8,p=0.002),Rh或KiddHDFN(80.7%与53.2%),和需要宫内输血(27.3vs.11.8%)。受试者出生时血红蛋白浓度较低(14.01±3.8vs.16.39±2.8g/dL)和整个住院期间,脐带血总胆红素浓度(4.26±1.8vs.2.39±1.4mg/dL),较高的最大胆红素浓度(15.27±5.8vs.10.24±3.4mg/dL),和更频繁的肝脏超声异常(19.9vs.6.3%)。由于产后输血率较高,他们还需要更长时间的住院(33vs.3.8%),更频繁地需要交换输血(8.8%vs.2.2%),更长时间和更高的光疗风险(94.3vs.59.1%),和更高的免疫球蛋白使用率(55.7vs.8.1%),肠外营养(45.5vs.12.9%),和抗生素(14.8vs.4.8%)。结论:HDFN患儿发生胆汁淤积的危险因素是分娩时胎龄较低,HDFN的Rh和Kidd血清学类型,需要宫内输血.
    Background/Objectives: One of the rare causes of cholestasis may be hemolytic disease of the fetus and newborn (HDFN). Methods: We retrospectively analyzed 88 medical records of HDFN newborns with cholestasis and 186 records of children with HDFN without cholestasis and conducted an observational, case-control, retrospective study. Results: Factors influencing the risk of cholestasis were lower gestational age at birth (36.83 ± 1.9 vs. 37.57 ± 1.8, p = 0.002), Rh or Kidd HDFN (80.7% vs. 53.2%), and the need for intrauterine transfusion (27.3 vs. 11.8%). The subjects had lower hemoglobin concentrations at birth (14.01 ± 3.8 vs. 16.39 ± 2.8 g/dL) and during whole hospital stay, higher cord blood total bilirubin concentration (4.26 ± 1.8 vs. 2.39 ± 1.4 mg/dL), higher maximum bilirubin concentration (15.27 ± 5.8 vs. 10.24 ± 3.4 mg/dL), and more frequent liver ultrasound abnormalities (19.9 vs. 6.3%). They also required more extended hospitalization due to higher rates of postnatal blood transfusion (33 vs. 3.8%), more frequent need for exchange transfusion (8.8% vs. 2.2%), more extended time and higher risk of phototherapy (94.3 vs. 59.1%), and higher usage of immunoglobulins (55.7 vs. 8.1%), parenteral nutrition (45.5 vs. 12.9%), and antibiotics (14.8 vs. 4.8%). Conclusions: The risk factors for cholestasis in children with HDFN are lower gestational age at delivery, Rh and Kidd serological type of HDFN, and the need for intrauterine transfusions.
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    胆汁淤积的特征在于胆汁酸的肝积累。胆汁淤积的临床表现仅发生在一小部分暴露个体中。本研究旨在开发一种新的方法方法(NAM)来预测药物诱导的胆汁淤积,这是由于药物诱导的肝胆汁酸外排抑制和由此产生的胆汁酸积累。为此,一组药物的肝脏浓度通过基于生理学的动力学(PBK)药物模型预测.它们对肝胆汁酸流出的影响被纳入胆汁酸的PBK模型。预测的胆汁酸积累被用作药物胆汁淤积效力的量度。已知所选药物在原代悬浮培养肝细胞的测定中抑制肝胆汁酸流出,罕见,或无胆汁淤积发生率。常见的胆汁淤积药物包括阿托伐他汀,氯丙嗪,环孢菌素,格列美脲,酮康唑,还有Ritonavir.药物的胆汁淤积发生率似乎不能通过其抑制肝胆汁酸流出的Ki来充分预测,而是通过PBK模型的AUC预测治疗剂量水平高于此Ki的内部肝脏药物浓度。药物清除较慢的人,一个更大的胆汁酸池,胆盐出口泵(BSEP)丰度降低,或给予高于治疗剂量水平的药物发生胆汁淤积的风险较高。结果提供了使用基于PBK的NAM进行胆汁淤积风险优先排序的原理证明,这是转运蛋白抑制和个体风险因素识别的结果。
    Cholestasis is characterized by hepatic accumulation of bile acids. Clinical manifestation of cholestasis only occurs in a small proportion of exposed individuals. The present study aims to develop a new approach methodology (NAM) to predict drug-induced cholestasis as a result of drug-induced hepatic bile acid efflux inhibition and the resulting bile acid accumulation. To this end, hepatic concentrations of a panel of drugs were predicted by a generic physiologically based kinetic (PBK) drug model. Their effects on hepatic bile acid efflux were incorporated in a PBK model for bile acids. The predicted bile acid accumulation was used as a measure for a drug\'s cholestatic potency. The selected drugs were known to inhibit hepatic bile acid efflux in an assay with primary suspension-cultured hepatocytes and classified as common, rare, or no for cholestasis incidence. Common cholestasis drugs included were atorvastatin, chlorpromazine, cyclosporine, glimepiride, ketoconazole, and ritonavir. The cholestasis incidence of the drugs appeared not to be adequately predicted by their Ki for inhibition of hepatic bile acid efflux, but rather by the AUC of the PBK model predicted internal hepatic drug concentration at therapeutic dose level above this Ki. People with slower drug clearance, a larger bile acid pool, reduced bile salt export pump (BSEP) abundance, or given higher than therapeutic dose levels were predicted to be at higher risk to develop drug-induced cholestasis. The results provide a proof-of-principle of using a PBK-based NAM for cholestasis risk prioritization as a result of transporter inhibition and identification of individual risk factors.
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  • 文章类型: Journal Article
    目的:内镜下多层塑料支架是肝移植(LT)后吻合口胆管狭窄(ABS)的一线治疗方法。完全覆盖的自膨胀金属支架(FCSEMS)最近已被用于有利的结果,但长期治疗结果仍然是ABS的一个问题.我们评估了FCSEMS对LT术后难治性ABS的长期治疗效果。
    方法:我们回顾了在Asan医学中心前瞻性收集和维护的内镜逆行胆道造影数据库,以检索在2009年8月至2019年8月期间在MPS放置失败后接受内镜FCSEMS放置的连续LT后ABS病例。
    结果:本研究共纳入34例患者。所有科目都取得了技术成功(100%)。中位支架置入时间为3.1个月(IQR2.7-6.1)。26例患者获得了狭窄解决(临床成功率为76.5%,95%置信区间62-91)。3例患者出现早期不良事件(8.8%),包括远端支架迁移。9例患者(26.5%)发生晚期不良事件,包括胆管炎(n=7,20.6%)和无症状的远端支架移位(n=2,5.9%)。中位随访期为57.9个月(IQR51.9-64.3)。26例临床成功患者中有3例发生狭窄复发(11.5%)。
    结论:FCSEMS放置似乎是难治性ABS的有效和明智的干预措施,因为它可以长期提供持续的狭窄改善。
    OBJECTIVE: Endoscopic multiple plastic stents are an established first-line treatment for anastomotic biliary stricture (ABS) management after liver transplantation (LT). Fully covered self-expandable metallic stents (FCSEMSs) have recently been used with favorable outcomes, but long-term treatment outcomes remain an issue for ABS. We evaluated the long-term outcomes of FCSEMS for the management of refractory ABS after LT.
    METHODS: We reviewed the prospectively collected and maintained endoscopic retrograde cholangiography database at Asan Medical Center to retrieve consecutive post-LT ABS cases that underwent an endoscopic FCSEMS placement between August 2009 and August 2019 after MPS placement failure.
    RESULTS: A total of 34 patients were enrolled in this study. Technical success had been achieved in all subjects (100%). The median stent placement duration was 3.1 months (IQR 2.7-6.1). Stricture resolution was achieved in 26 patients (clinical success 76.5%, 95% confidence interval 62-91). Early adverse events developed in 3 patients (8.8%), including distal stent migration. Late adverse events occurred in 9 patients (26.5%), including cholangitis (n = 7, 20.6%) and asymptomatic distal stent migration (n = 2, 5.9%). The median follow-up period was 57.9 months (IQR 51.9-64.3). Stricture recurrence occurred in 3 of 26 patients who achieved clinical success (11.5%).
    CONCLUSIONS: FCSEMS placement appears to be an effective and advisable intervention for refractory ABS as it can provide persistent stricture improvement over the long-term.
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  • 文章类型: Journal Article
    胆汁淤积,以胆汁流阻塞为特征,在新生儿和婴儿中引起重大关注。会导致黄疸,体重增加不足,和肝功能障碍。然而,在这些出现胆汁淤积的年轻患者中,区分胆道闭锁(BA)和非胆道闭锁构成了巨大的挑战。鉴于其临床表现相似。为此,我们的研究试图构建一个筛查模型,旨在预测BA患者的结局.在这项研究中,我们介绍了一个包装器特征选择模型,称为bWFMVO-SVM-FS,其中融合了基于水流的多逆优化器(WFMVO)和支持向量机(SVM)技术。最初,WFMVO以11种最先进的算法为基准,在IEEECEC2017和IEEECEC2022基准测试函数上验证的模型中搜索优化的特征子集的效率。随后,开发的bWFMVO-SVM-FS模型用于分析来自新华医院和上海儿童医院的870例连续登记的新生儿和婴儿胆汁淤积(诊断为BA或非BA)病例,都隶属于上海交通大学。结果强调了模型的显着预测能力,准确率为92.639%,特异性为88.865%。γ-谷氨酰转移酶,三角线标志,体重,异常胆囊,粪便颜色与BA婴儿的早期症状高度相关。此外,利用这五个重要特征增强了机器学习模型对医疗专业人员的性能结果的可解释性,从而促进更有效的临床决策。
    Cholestasis, characterized by the obstruction of bile flow, poses a significant concern in neonates and infants. It can result in jaundice, inadequate weight gain, and liver dysfunction. However, distinguishing between biliary atresia (BA) and non-biliary atresia in these young patients presenting with cholestasis poses a formidable challenge, given the similarity in their clinical manifestations. To this end, our study endeavors to construct a screening model aimed at prognosticating outcomes in cases of BA. Within this study, we introduce a wrapper feature selection model denoted as bWFMVO-SVM-FS, which amalgamates the water flow-based multi-verse optimizer (WFMVO) and support vector machine (SVM) technology. Initially, WFMVO is benchmarked against eleven state-of-the-art algorithms, with its efficiency in searching for optimized feature subsets within the model validated on IEEE CEC 2017 and IEEE CEC 2022 benchmark functions. Subsequently, the developed bWFMVO-SVM-FS model is employed to analyze a cohort of 870 consecutively registered cases of neonates and infants with cholestasis (diagnosed as either BA or non-BA) from Xinhua Hospital and Shanghai Children\'s Hospital, both affiliated with Shanghai Jiao Tong University. The results underscore the remarkable predictive capacity of the model, achieving an accuracy of 92.639 % and specificity of 88.865 %. Gamma-glutamyl transferase, triangular cord sign, weight, abnormal gallbladder, and stool color emerge as highly correlated with early symptoms in BA infants. Furthermore, leveraging these five significant features enhances the interpretability of the machine learning model\'s performance outcomes for medical professionals, thereby facilitating more effective clinical decision-making.
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