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Bridge Treatments for HCC in the Waiting List for Liver Transplantation 肝移植候诊名单中HCC的桥接治疗
Pub Date : 2011-05-30 DOI: 10.2174/1874418401105010044
M. Pompili, Valeria Abbate, E. Nicolardi, F. Ponziani, L. Riccardi, A. Gasbarrini, A. Grieco, A. Avolio, G. Rapaccini
During the past years, several therapeutic procedures have been proposed as bridging treatments in patients with hepatocellular carcinoma waiting for liver transplantation. Resective surgery, transarterial chemoembolization, radiofrequency thermal ablation and percutaneous ethanol injection are the most experienced, with the aim to decrease the rate of drop-out from LT waiting list, and the risk of HCC recurrence after transplant. Indeed, for patients within the Milan criteria, a time on waiting list exceeding 6-12 months is a known risk factor of tumor progression and drop out. For this reason, the application of bridging treatments in these patients might be reasonable and several studies in recent years have documented their usefulness to control tumor progression before the transplant. However, the favourable impact of these treatments on post-transplant patients' survival is still under investigation and the available studies provide controversial results. Bridging therapies have also been used for the downstaging of tumors exceeding the conventional "Milan criteria". Some recent data regarding multimodal sequential therapies seem to report promising results in terms of overall and disease-free survival of treated patients attaining effective downstaging before transplant.
在过去的几年中,已经提出了几种治疗方法作为等待肝移植的肝细胞癌患者的桥接治疗。切除手术、经动脉化疗栓塞、射频热消融和经皮乙醇注射是最有经验的方法,目的是降低肝移植后肝细胞癌的退出率和移植后肝细胞癌复发的风险。事实上,对于符合米兰标准的患者,等待名单上的时间超过6-12个月是肿瘤进展和退出的已知危险因素。因此,在这些患者中应用桥接治疗可能是合理的,近年来的一些研究已经证明了桥接治疗在移植前控制肿瘤进展的有效性。然而,这些治疗对移植后患者生存的有利影响仍在调查中,现有的研究提供了有争议的结果。桥接疗法也被用于降低肿瘤分期超过传统的“米兰标准”。最近一些关于多模式序贯疗法的数据似乎报告了有希望的结果,即接受治疗的患者在移植前达到有效的低分期的总体生存率和无病生存率。
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引用次数: 1
Comparative Efficacy of Amphotericin B Lipid Complex and Liposomal Amphotericin B for the Treatment of Invasive Fungal Infections in HSCT Recipients and other Immunocompromised Patient Populations with Hematologic Malignancies: A Critical Review 两性霉素B脂质复合物和脂质体两性霉素B治疗HSCT受者和其他免疫功能低下的血液系统恶性肿瘤患者侵袭性真菌感染的比较疗效:一项重要综述
Pub Date : 2011-05-18 DOI: 10.2174/1874418401105010023
J. Mehta, J. Blake, C. Craddock
Amphotericin B is an important agent for the treatment of invasive fungal infections in immunocompromised patients because of its broad spectrum. However, its toxicities and the availability of alternative agents limit its application. Lipid-based formulations of amphotericin B, such as amphotericin B lipid complex (ABLC) and liposomal amphotericin B (L-AMB), are less nephrotoxic and as effective as conventional amphotericin B. However, because of their similarities, choosing between the two formulations remains a challenge. The majority of prospective and retrospective comparative studies have shown equivalence in terms of efficacy although some subset analyses favor ABLC over L-AMB. While both drugs penetrate well in the reticuloendothelial system, ABLC gets concentrated in the lungs to a much greater extent. This may have clinical implications because the lungs are the commonest site of invasive fungal infections. L-AMB is associated with less infusion-related adverse effects and less nephrotoxicity than ABLC. ABLC has been shown to be more cost-effective than L-AMB, although this is affected by variable institutional contracts and pricing. The choice between the two drugs should be based upon due consideration of all these factors.
两性霉素B具有广谱性,是治疗免疫功能低下患者侵袭性真菌感染的重要药物。然而,它的毒性和替代品的可用性限制了它的应用。两性霉素B的脂基制剂,如两性霉素B脂质复合物(ABLC)和脂质体两性霉素B (L-AMB),肾毒性较小,与传统两性霉素B一样有效。然而,由于它们的相似性,在两种制剂之间进行选择仍然是一个挑战。大多数前瞻性和回顾性比较研究显示,在疗效方面是相同的,尽管一些亚组分析更倾向于ABLC而不是L-AMB。虽然这两种药物都能很好地穿透网状内皮系统,但ABLC在肺部的集中程度要大得多。这可能具有临床意义,因为肺部是侵袭性真菌感染最常见的部位。与ABLC相比,L-AMB具有更少的输液相关不良反应和更少的肾毒性。ABLC已被证明比L-AMB更具成本效益,尽管这受到可变机构合同和定价的影响。在这两种药物之间的选择应基于对所有这些因素的适当考虑。
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引用次数: 6
Perioperative Events in Living and Deceased Donor Liver Transplant Recipients: A Case Control Study 活体和已故供肝移植受者围手术期事件:病例对照研究
Pub Date : 2011-02-07 DOI: 10.2174/1874418401105010008
B. Gali, D. Plevak, D. Nagorney, C. Rosen, J. Heimbach, R. Dierkhising, J. Findlay
Living donor liver transplantation (LD) has been implemented as an alternative to deceased donor transplantation (DD). We reviewed the perioperative course of recipients of LD and recipients of DD at our institution with specific aims to compare intraoperative events, early complication rates, resource utilization, and patient survival. Methods: Following Institutional Review Board (IRB) approval, the first forty LD cases were retrospectively matched by age, sex, and primary reason for transplant with controls that underwent DD between June 30, 2000 and January 25, 2005. Preoperative data, intraoperative variables, and immediate postoperative data were collected. Statistical analysis included signed rank test, McNemar's test, Wald statistics, and stratified Cox proportional hazards model. Results: Calculated Model for End Stage Liver Disease (MELD) scores were higher for DD (median 18 vs. 14 with p=0.04). Anesthesia time was longer in LD (median 7.1 vs. 6.5, p=0.02). Hospital length of stay (LOS) was higher in LD (median 12 vs. 8 days, P=0.002). Seven of the 40 (17%) LD were deceased at the time of data collection, as were four (10%) of the DD. Conclusions: Comparison of DD and LD at our institution revealed few significant differences in perioperative variables. LD may have more postoperative complications and longer hospital stays but similar patient survival.
活体供体肝移植(LD)作为一种替代已故供体肝移植(DD)的方法已被实施。我们回顾了我院LD和DD患者的围手术期病程,目的是比较术中事件、早期并发症发生率、资源利用和患者生存率。方法:经机构审查委员会(IRB)批准,将前40例LD患者按年龄、性别和移植主要原因与2000年6月30日至2005年1月25日期间接受DD的对照组进行回顾性匹配。收集术前数据、术中变量和术后即时数据。统计分析包括秩号检验、McNemar检验、Wald统计和分层Cox比例风险模型。结果:DD的终末期肝病计算模型(MELD)评分较高(中位数18比14,p=0.04)。LD患者麻醉时间较长(中位7.1比6.5,p=0.02)。LD患者的住院时间(LOS)较高(中位12天vs. 8天,P=0.002)。在收集数据时,40例LD中有7例(17%)死亡,4例DD(10%)死亡。结论:我院DD和LD的比较显示围手术期变量没有显著差异。LD可能有更多的术后并发症和更长的住院时间,但患者生存率相似。
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引用次数: 1
Glucosamine Activates T Lymphocytes in Healthy Individuals and may Induce GVHD/GVL in Stem Cell Transplanted Recipients 葡萄糖胺激活健康个体的T淋巴细胞,并可能在干细胞移植受体中诱导GVHD/GVL
Pub Date : 2011-02-04 DOI: 10.2174/1874418401105010001
B. Sadeghi, H. Hägglund, M. Remberger, S. Al-Hashmi, Z. Hassan, M. Abedi‐Valugerdi, Moustapha Hassan
Graft versus host disease (GVHD) is the major limiting factor after Hematopoietic stem cell transplantation (HSCT). In this study, we report a HSCT-patient who developed arthritis 10-month after allogeneic sibling transplantation, treated with glucosamine-hydrochloride and developed severe acute GVHD within three weeks after the administration of glucosamine. Another HSCT-recipient with an increase in CD33+cells received one dose of donor lymphocyte infusion (DLI). Due to the lack of DLI and based on our experience from the first case, the patient was treated with glucosamine. No sign of relapse was observed in the second patient despite increased number of CD33+ for more than three years. The glucosamine effect was evaluated in seven individuals given the drug for four weeks. The effect of glucosamine treatment was examined by mixed-lymphocyte-reaction (MLR) and the levels of soluble IL-2 receptor (sIL- 2R), TNF-α and IFN-γ were determined. Glucosamine administration exhibited an enhancement in the allogeneic MLR and an increase in the serum levels of sIL-2R, but a decrease in the serum levels of inflammatory cytokines TNF-α and IFN-γ. We conclude that glucosamine may act as an activator of the immune system. In HSCT-patients, glucosamine-mediated immune activation might result in either beneficial or deleterious outcomes. Thus, precautions should be taken when glucosamine is prescribed to HSCT-patients.
移植物抗宿主病(GVHD)是造血干细胞移植(HSCT)后的主要限制因素。在这项研究中,我们报告了一名hsct患者,他在异基因兄弟姐妹移植10个月后出现关节炎,接受盐酸氨基葡萄糖治疗,并在给予氨基葡萄糖治疗后3周内出现严重急性GVHD。另一名CD33+细胞增加的hsct受体接受了一剂供体淋巴细胞输注(DLI)。由于缺乏DLI,并根据我们从第一例病例的经验,患者接受葡萄糖胺治疗。在第二例患者中,尽管CD33+的数量增加了三年多,但没有观察到复发的迹象。在给药四周的七个人中评估了葡萄糖胺的效果。通过混合淋巴细胞反应(MLR)检测葡萄糖胺治疗的效果,并测定可溶性IL-2受体(sIL- 2R)、TNF-α和IFN-γ的水平。葡萄糖胺可增强同种异体MLR,增加血清sIL-2R水平,但降低血清炎症因子TNF-α和IFN-γ水平。我们得出结论,氨基葡萄糖可能作为免疫系统的激活剂。在hsct患者中,氨基葡萄糖介导的免疫激活可能导致有益或有害的结果。因此,在给hsct患者开葡萄糖胺时应采取预防措施。
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引用次数: 7
Mouse IPK: A Powerful Tool to Partially Characterize Renal Reperfusion and Preservation Injury. 小鼠IPK:部分表征肾再灌注和保存损伤的有力工具。
Pub Date : 2011-01-01 DOI: 10.2174/1874418401105010015
Susanne L Lindell, Natascha Williams, Ilia Brusilovsky, Martin J Mangino

Main problem: The molecular basis of renal preservation injury is not well understood. Since mouse kidney transplantation models are not useful in this setting, a mouse Isolated Perfused Kidney (IPK) model was developed to take advantage of mouse genetic design capabilities for testing complex biological hypothesis regarding mechanisms of preservation injury in transplanted kidneys.

Methods: Mouse kidneys were recovered, preserved, and reperfused in-vitro with an acellular physiological crystalloid buffer containing hypo-physiological oncotic pressure. Outcome variables were measured to predict preservation injury. These included perfusate flow, vascular resistance, VO2, urine output, GFR, proteinuria, LDH release, and edema. The model was tested by subjecting mouse kidneys to cold storage in University of Wisconsin (UW) solution for 24, 48, or 72 hours (time-dependent preservation injury), cold storage in Euro-Collins Solution (solution dependent preservation injury), and exposure to prior warm ischemia (DCD dependent preservation injury).

Results: The model accurately predicted the qualitative and quantitative changes in the readouts based on known responses to preservation injury in kidney transplants in large animals and humans.

Conclusion: The mouse IPK accurately predicts many of the variables associated with renal organ preservation injury in the very early phases of reperfusion and may provide an attractive model for studying the molecular basis of renal preservation injury.

主要问题:肾保存损伤的分子基础尚不清楚。由于小鼠肾移植模型在这种情况下是无用的,因此开发了小鼠分离灌注肾(IPK)模型,以利用小鼠遗传设计能力来测试关于移植肾脏保存损伤机制的复杂生物学假设。方法:用含低生理性肿瘤压力的脱细胞生理晶体缓冲液对小鼠肾脏进行修复、保存和体外再灌注。测量结果变量以预测保存损伤。这些指标包括灌注流量、血管阻力、VO2、尿量、GFR、蛋白尿、LDH释放和水肿。通过将小鼠肾脏置于威斯康星大学(UW)溶液中冷藏24、48或72小时(时间依赖性保存损伤),在Euro-Collins溶液中冷藏(溶液依赖性保存损伤),以及暴露于先前的热缺血(DCD依赖性保存损伤)来测试模型。结果:该模型基于已知的大动物和人类肾移植保存损伤反应,准确预测了读数的定性和定量变化。结论:小鼠IPK可准确预测再灌注早期肾器官保存损伤的许多相关变量,为研究肾保存损伤的分子基础提供了一个有吸引力的模型。
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引用次数: 3
The Incidence and Cost of New Onset Hyperlipidemia Claims Among US Wait-Listed and Transplanted Renal Allograft Recipients~!2009-07-15~!2009-11-06~!2010-03-22~! 在美国等待移植的肾移植受者中新发高脂血症的发病率和费用
Pub Date : 2010-03-22 DOI: 10.2174/1874418401004010005
R. Woodward, T. Page, A. Menclova, M. Schnitzler, D. Brennan
Background: Hyperlipidemia increases mortality and is common with kidney-disease. New-onset hyperlipidemia (NOHL) among patients wait-listed and after transplantation may impact costs and graft-survival of patients with kidney disease. Methods: Using the United States Renal Data System, we compared the costs to Medicare associated with or without NOHL in wait-listed patients in the second and first year pre-transplant and transplanted patients in the first and second year post-transplant. We also examined the impact on graft-survival of NOHL. Results: New onset hyperlipidemia was especially expensive when it occurred well before transplantation. When compared with individuals with no hyperlipidemia, patients with early onset hyperlipidemia cost an extra $15,228 in the two years before transplantation and an extra $14,673 in the two years following transplantation. As has been found in prior studies, patients without any NOHL had the worst graft survival rates. Conclusions: Although NOHL was associated with increased pre- and post-transplant costs, patients diagnosed with NOHL between the second year before and second year after transplantation experienced higher graft-survival rates than those without NOHL by 2-years post-transplantation. Prior studies attribute this relationship to inflammation and malnutrition, which result in lower cholesterol levels and worse outcomes.
背景:高脂血症增加死亡率,在肾脏疾病中很常见。等待移植和移植后患者的新发高脂血症(NOHL)可能影响肾脏疾病患者的成本和移植生存。方法:使用美国肾脏数据系统,我们比较了移植前第二年和第一年的等待名单患者和移植后第一年和第二年的移植患者与医疗保险相关的费用。我们还研究了对NOHL移植物存活的影响。结果:新发高脂血症在移植前发生的代价特别高。与无高脂血症患者相比,早发性高脂血症患者在移植前两年多花费15,228美元,移植后两年多花费14,673美元。正如先前的研究所发现的那样,没有任何NOHL的患者的移植物存活率最差。结论:尽管NOHL与移植前和移植后费用增加有关,但在移植前和移植后第二年诊断为NOHL的患者在移植后2年的移植存活率高于未诊断为NOHL的患者。先前的研究将这种关系归因于炎症和营养不良,这导致胆固醇水平降低,结果更糟。
{"title":"The Incidence and Cost of New Onset Hyperlipidemia Claims Among US Wait-Listed and Transplanted Renal Allograft Recipients~!2009-07-15~!2009-11-06~!2010-03-22~!","authors":"R. Woodward, T. Page, A. Menclova, M. Schnitzler, D. Brennan","doi":"10.2174/1874418401004010005","DOIUrl":"https://doi.org/10.2174/1874418401004010005","url":null,"abstract":"Background: Hyperlipidemia increases mortality and is common with kidney-disease. New-onset hyperlipidemia (NOHL) among patients wait-listed and after transplantation may impact costs and graft-survival of patients with kidney disease. Methods: Using the United States Renal Data System, we compared the costs to Medicare associated with or without NOHL in wait-listed patients in the second and first year pre-transplant and transplanted patients in the first and second year post-transplant. We also examined the impact on graft-survival of NOHL. Results: New onset hyperlipidemia was especially expensive when it occurred well before transplantation. When compared with individuals with no hyperlipidemia, patients with early onset hyperlipidemia cost an extra $15,228 in the two years before transplantation and an extra $14,673 in the two years following transplantation. As has been found in prior studies, patients without any NOHL had the worst graft survival rates. Conclusions: Although NOHL was associated with increased pre- and post-transplant costs, patients diagnosed with NOHL between the second year before and second year after transplantation experienced higher graft-survival rates than those without NOHL by 2-years post-transplantation. Prior studies attribute this relationship to inflammation and malnutrition, which result in lower cholesterol levels and worse outcomes.","PeriodicalId":90368,"journal":{"name":"The open transplantation journal","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2010-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68073292","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Venous Thromboembolic Disease after Lung Transplantation: SpecialFocus on Sirolimus 肺移植后静脉血栓栓塞性疾病:特别关注西罗莫司
Pub Date : 2010-03-18 DOI: 10.2174/1874418401004010001
R. Lingaraju, N. Blumenthal, J. Mendez, O. Hadjiliadis, Jimmy Lee, V. Ahya, J. Christie, R. Kotloff, A. Pochettino, D. Hadjiliadis
Background: Venous thromboembolism (VTE) is common after lung transplantation. We aimed to review our experience with VTE in lung transplant recipients, while paying attention to the use of sirolimus, a novel immunosuppressive agent that may have prothrombotic effects. Methods: A retrospective review of lung transplant recipients at the University of Pennsylvania from 2000 to 2006 was performed. Demographic data, acute and chronic rejection and survival were included. Clinically apparent VTE episodes and sirolimus utilization were noted. Results: 59/278 (21.2%) of patients developed VTE. There were no baseline differences in patients with and without VTE. Patients more than three months post-transplant had a higher rate of VTE on sirolimus vs. off (1.98% vs. 0.32% per month on vs. off sirolimus; p<0.001). Patients with VTE after lung transplantation had worse survival (p=0.001). Conclusions: VTE is a common complication after lung transplantation and patients with VTE have worse post-transplant survival. Sirolimus is associated with increased rate of VTE.
背景:静脉血栓栓塞(VTE)在肺移植术后很常见。我们的目的是回顾我们对肺移植受者静脉血栓栓塞的经验,同时关注西罗莫司的使用,西罗莫司是一种可能具有血栓前作用的新型免疫抑制剂。方法:对2000年至2006年在宾夕法尼亚大学接受肺移植的患者进行回顾性分析。包括人口统计数据、急性和慢性排斥反应和生存率。注意临床明显的静脉血栓栓塞发作和西罗莫司的使用。结果:59/278例(21.2%)患者发生静脉血栓栓塞。有静脉血栓栓塞和没有静脉血栓栓塞的患者没有基线差异。移植后超过3个月的患者服用西罗莫司的静脉血栓栓塞率高于停用西罗莫司(每月1.98% vs 0.32%);p < 0.001)。肺移植后静脉血栓栓塞患者生存率较差(p=0.001)。结论:静脉血栓栓塞是肺移植术后常见的并发症,且静脉血栓栓塞患者术后生存率较差。西罗莫司与静脉血栓栓塞率升高有关。
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引用次数: 8
Heavy Proteinuria as a Manifestation of Acute Allograft Rejection Presenting Early after Kidney Transplantation: A Retrospective, Single- Center Case Series 重度蛋白尿是肾移植术后早期出现的急性同种异体排斥反应的表现:回顾性单中心病例系列
Pub Date : 2009-11-20 DOI: 10.2174/1874418400903010026
R. Neff, R. Jindal, S. A. Whitworth, E. Falta, E. Elster, W. Nelson, K. Abbott, C. Yuan
Abstract : The differential diagnosis of heavy proteinuria presenting early after kidney transplantation has generally included de novo or recurrent glomerulonephritis (GN), whereas proteinuria is thought to be an unusual presentation of acute allograft rejection. We retrospectively analyzed the characteristics of 7 patients who presented with early (median 9 days post-transplant) heavy proteinuria with or without renal failure, in association with the development of new donor anti-HLA antibody. End Stage Renal Disease (ESRD) was due to primary GN in three patients. Mean proteinuria at presentation was 7.46 ? 2.44 gm/24 hours. Donor specific anti-HLA antibody was associated with each episode. Diffuse peritubular C4d staining was noted in three cases. Response to therapy with intravenous immunoglobulin G (IVIg) was good, with mean creatinine of 1.48 ? 0.13 mg% at last follow-up of 2-78 months with resolution of proteinuria, and no graft loss. Based on this series, we recommend screening for proteinuria post transplant in all allograft recipients, not only to detect de-novo or recurrent GN in the allograft, but also to detect antibody mediated rejection.
摘要:肾移植术后早期出现重蛋白尿的鉴别诊断通常包括新生或复发性肾小球肾炎(GN),而蛋白尿被认为是急性同种异体移植排斥反应的一种罕见表现。我们回顾性分析了7例出现早期(移植后中位9天)重度蛋白尿伴或不伴肾功能衰竭的患者的特征,这些患者与新供体hla抗体的产生有关。3例患者终末期肾病(ESRD)是由原发性肾脏病引起的。就诊时平均蛋白尿为7.46 ?2.44克/24小时。每次发作均伴有供体特异性抗hla抗体。弥漫性小管周围C4d染色3例。静脉注射免疫球蛋白G (IVIg)治疗反应良好,平均肌酐为1.48 ?最后随访2-78个月,蛋白尿消退,无移植物丢失,0.13 mg%。基于这一系列,我们建议对所有同种异体移植受者进行移植后蛋白尿筛查,不仅可以检测同种异体移植中新生或复发的GN,还可以检测抗体介导的排斥反应。
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引用次数: 1
Orthotopic Liver Transplantation for Hepatic Adenoma in a Patient with Portal Vein Agenesis 原位肝移植治疗肝腺瘤并发门静脉发育不全1例
Pub Date : 2009-08-27 DOI: 10.2174/1874418400903010022
L. Sibulesky, C. Taner, Darrin L. Willingham, R. Satyanarayana, P. Peiris, M. Krishna, J. Miiller, J. Nguyen
Congenital portal vein agenesis, known as the Abernathy malformation, was first described in 1793. It is associated with focal nodular hyperplasia and adenomas due to abnormal hepatic regeneration secondary to abnormal or absent flow to the liver. We report a case of a 25-year-old Caucasian female with a complicated medical history including idiopathic membranoproliferative glomerulonephritis, hypertension, hyperlipidemia, Sweet's syndrome, acute febrile neutrophilic dermatosis, who incidentally was diagnosed with multiple liver nodules, the largest 14 cm in diameter, arising at the junction of the left and right hepatic lobes. She was also noted to have a congenital absence of the portal vein. There was no evidence of cirrhosis or portal hypertension. Liver function tests and  - fetoprotein were within normal limits. A biopsy of the largest mass revealed hepatocellular adenoma. Because of the size, location, and multiplicity of the lesions, we elected to proceed with orthotopic liver transplantation. She subsequently underwent deceased donor liver transplantation using the piggyback technique. Despite dividing the portal vein shunt after completion of the caval anastomosis and minimizing the portal vein clamp time, her spleen spontaneously ruptured, for which splenectomy was performed. The patient did well postoperatively with good liver function.
先天性门静脉发育不全,称为阿伯内西畸形,于1793年首次被描述。它与局灶性结节增生和腺瘤有关,这是由继发于肝脏异常或缺乏血流引起的肝脏再生异常引起的。我们报告一例25岁的白人女性,其复杂的病史包括特发性膜增生性肾小球肾炎,高血压,高脂血症,Sweet综合征,急性发热性中性粒细胞皮肤病,她偶然被诊断为多发肝结节,最大的直径为14厘米,出现在左右肝叶交界处。她也被注意到先天性门静脉缺失。没有肝硬化或门静脉高压症的证据。肝功能检查和-胎儿蛋白均在正常范围内。最大肿块的活检显示为肝细胞腺瘤。由于病变的大小、位置和多样性,我们选择进行原位肝移植。随后,她接受了使用背驮式技术的已故供体肝移植。尽管在完成腔静脉吻合后分割门静脉分流,并尽量减少门静脉夹持时间,但她的脾脏自发性破裂,并行脾切除术。患者术后情况良好,肝功能良好。
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引用次数: 2
Predicting Early Transplant Failure: Neural Network Versus Logistic Regression Models 预测早期移植失败:神经网络与逻辑回归模型
Pub Date : 2009-05-18 DOI: 10.2174/1874418400903010014
V. Ibañez, E. Pareja, A. Serrano, V. Jj, Santiago Pérez, José D. Martín, F. Sanjuán, R. López, J. Mir
Cox's proportional hazard model or logistic regression model has been the classical mathematical approach to predict transplant results, but artificial neural networks may offer better results. In order to compare both methods, a logis- tic regression and a neural network model were generated to predict early transplant failure assessed at 90 days. Methods: Medical charts from 701 liver transplant patients were used as generation cohort, collecting variables from do- nor, recipient and operative data. The discrimination capacity of the models was measured through the area under their ROC curves. Models were validated by applying them to a second cohort of 170 patients (validation cohort), although af- terwards it was enlarged to 246 patients in order to increase statistical power. Results: For the generation sample, ROC curves were 75% for logistic regression and 96% for neural network (� 2 = 44,60. p<0,00001). Applied to the whole validation sample these values dropped to 68.7 % for logistic regression and 69.9 % for neural network (� 2 = 0.026. p: 0,87). However, when models where applied to the validation cohort in cumulative groups of 50 patients two aspects became evident: 1) predictions worsened for patients who were more distant in time from the generation cohort; 2) for the first hundred patients in validation cohort, neural network was clearly superior to logistic re- gression model (93 % vs 76 %; � 2 = 10.52. p:0,001). Conclusions: Our results suggest that, provided with the same information and for a limited period of time, neural net- works may offer better diagnostic performances than with logistic regression models.
Cox比例风险模型或逻辑回归模型一直是预测移植结果的经典数学方法,但人工神经网络可能提供更好的结果。为了比较这两种方法,我们使用逻辑回归和神经网络模型来预测90天的早期移植失败。方法:采用701例肝移植患者的病历作为世代队列,收集未行肝移植、接受肝移植和手术数据的变量。模型的判别能力通过其ROC曲线下的面积来衡量。通过将模型应用于第二组170例患者(验证组)来验证模型,尽管后来将其扩大到246例患者,以增加统计效力。结果:对生成样本,逻辑回归的ROC曲线为75%,神经网络的ROC曲线为96% (χ 2 = 44,60)。p < 0, 00001)。应用于整个验证样本,逻辑回归的这些值降至68.7%,神经网络的这些值降至69.9%(2 = 0.026)。p: 0, 87)。然而,当将模型应用于50例患者累积组的验证队列时,两个方面变得明显:1)离代队列时间较远的患者的预测更差;2)对于验证队列的前100例患者,神经网络明显优于logistic回归模型(93% vs 76%;2 = 10.52。p: 0001)。结论:我们的研究结果表明,在提供相同的信息和有限的时间内,神经网络可能比逻辑回归模型提供更好的诊断性能。
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引用次数: 5
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