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Machine learning for patient selection in corticosteroid decision making in knee osteoarthritis:A feasibility model
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作者 Omar Musbahi Kyriacos Pouris +4 位作者 Savvas Hadjixenophontos Ahmed Al-Saadawi Iris Soteriou Justin PeterCobb Gareth G Jones 《World Journal of Methodology》 2025年第4期232-240,共9页
BACKGROUND Relieving pain is central to the early management of knee osteoarthritis,with a plethora of pharmacological agents licensed for this purpose.Intra-articular corticosteroid injections are a widely used optio... BACKGROUND Relieving pain is central to the early management of knee osteoarthritis,with a plethora of pharmacological agents licensed for this purpose.Intra-articular corticosteroid injections are a widely used option,albeit with variable efficacy.AIM To develop a machine learning(ML)model that predicts which patients will benefit from corticosteroid injections.METHODS Data from two prospective cohort studies[Osteoarthritis(OA)Initiative and Multicentre OA Study]was combined.The primary outcome was patientreported pain score following corticosteroid injection,assessed using the Western Ontario and McMaster Universities OA pain scale,with significant change defined using minimally clinically important difference and meaningful within person change.A ML algorithm was developed,utilizing linear discriminant analysis,to predict symptomatic improvement,and examine the association between pain scores and patient factors by calculating the sensitivity,specificity,positive predictive value,negative predictive value,accuracy,and F2 score.RESULTS A total of 330 patients were included,with a mean age of 63.4(SD:8.3).The mean Western Ontario and McMaster Universities OA pain score was 5.2(SD:4.1),with only 25.5%of patients achieving significant improvement in pain following corticosteroid injection.The ML model generated an accuracy of 67.8%(95%confidence interval:64.6%-70.9%),F1 score of 30.8%,and an area under the curve score of 0.60.CONCLUSION The model demonstrated feasibility to assist clinicians with decision-making in patient selection for corticosteroid injections.Further studies are required to improve the model prior to testing in clinical settings. 展开更多
关键词 Knee osteoarthritis Machine learning Predictive modelling Corticosteroid injection patient selection
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F-18 fluorodeoxyglucose imaging to differentiate the response to cardiac conduction system pacing in patients with pacing induced cardiomyopathy
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作者 Yu ZHANG Xiao-Hong ZHOU +2 位作者 Yang YE Zhong-Ke HUANG Guo-Sheng FU 《Journal of Geriatric Cardiology》 2025年第3期411-414,共4页
Pacing-induced cardiomyopathy (PICM) resultsf rom the detrimental effect of frequent right ventricular pacing.^([1]) The diagnosis relies on a combination of pacing-associated ventricular dyschrony manifested with ECG... Pacing-induced cardiomyopathy (PICM) resultsf rom the detrimental effect of frequent right ventricular pacing.^([1]) The diagnosis relies on a combination of pacing-associated ventricular dyschrony manifested with ECG wide LBBB-pattern QRS duration and clinical assessment, imaging studies. Conduction system pacing (CSP), such as His bundle pacing (HBP)and left bundle branch pacing (LBBP), may help to prevent PICM,^([2]) but the criteria for optimal patient selection remain inadequately defined. 展开更多
关键词 conduction system pacing cardiac conduction system pacing clinical assessment f fluorodeoxyglucose imaging left bundle branch pacing pacing induced cardiomyopathy optimal patient selection imaging studies
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Selection of patients with hepatocellular carcinoma before liver transplantation:need to combine alpha-fetoprotein with morphology? 被引量:2
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作者 Christian Toso Gilles Mentha Pietro Majno 《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS 2010年第5期460-461,共2页
Liver transplantation is the best treatment for selected patients with unresectable hepatocellular carcinoma (HCC). While candidate selection has been historically based on the restrictive Milan
关键词 HCC AFP selection of patients with hepatocellular carcinoma before liver transplantation
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Selection criteria for preoperative endoscopic retrograde cholangiopancreatography before laparoscopic cholecystectomy and endoscopic treatment of bile duct stones:Results of a retrospective,single center study between 1996-2002 被引量:11
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作者 Laszlo Lakatos Gabor Mester +2 位作者 Gyorgy Reti Attila Nagy Peter Laszlo Lakatos 《World Journal of Gastroenterology》 SCIE CAS CSCD 2004年第23期3495-3499,共5页
AIM: The optimal treatment for bile duct stones (in terms of cost, complications and accuracy) is unclear. The aim of our study was to determine the predictive factors for preoperative endoscopic retrograde cholangiop... AIM: The optimal treatment for bile duct stones (in terms of cost, complications and accuracy) is unclear. The aim of our study was to determine the predictive factors for preoperative endoscopic retrograde cholangiopancreatography (ERCP).METHODS: Patients undergoing preoperative ERCP (≤90 d before laparoscopic cholecystectomy) were evaluated in this retrospective study from the 1^st of January 1996 to the 31^st of December 2002. The indications for ERCP were elevated serum bilirubin, elevated liver function tests (LFT), dilated bile duct (≥8 mm) and/or stone at US examination, coexisting acute pancreatitis and/or acute pancreatitis or jaundice in patient's history. Suspected prognostic factors and the combination of factors were compared to the result of ERCRRESULTS: Two hundred and six preoperative ERCPs were performed during the observed period. The rate of successful cannulation for ERC was (97.1%). Bile duct stones were detected in 81 patients (39.3%), and successfully removed in 79 (97.5%). The number of prognostic factors correlated with the presence of bile duct stones. The positive predictive value for one prognostic factor was 1.2%, for two 43%,for three 72.5%, for four or more 91.4%.CONCLUSION: Based on our data preoperative ERCP is highly recommended in patients with three or more positive factors (high risk patients). In contrast, ERCP is not indicated in patients with zero or one factor (low risk patients).Preoperative ERCP should be offered to patients with two positive factors (moderate risk patients), however the practice should also be based on the local conditions (e.g.skill of the endoscopist, other diagnostic tools). 展开更多
关键词 Cholangiopancreatography Endoscopic Retrograde Cholecystectomy Laparoscopic patient selection Bile Ducts CHOLELITHIASIS Female Humans Male Middle Aged Predictive Value of Tests Preoperative Care Retrospective Studies
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What factors are important to new patients when selecting an orthopedic oncologist?
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作者 Charles A Gusho Vishal Patel +1 位作者 Linus Lee Alan T Blank 《World Journal of Orthopedics》 2022年第5期472-480,共9页
BACKGROUND Understanding how patients choose a provider may improve the overall experience by identifying ways to tailor a clinical practice.AIM To identify factors that patients consider important when choosing an or... BACKGROUND Understanding how patients choose a provider may improve the overall experience by identifying ways to tailor a clinical practice.AIM To identify factors that patients consider important when choosing an orthopedic oncologist.METHODS New patients presenting to an orthopedic oncology clinic within a tertiary academic medical center from January 2019 to August 2020 were invited to complete an anonymous survey.The questionnaire consisted of 27 items including a Likert-type assessment of the importance of selection factors.RESULTS A total of 101 new patients with a median age of 66 years(range,14 years to 91 years)responded.Most were referred by another doctor(n=63,62.4%),and of the referring providers,the most frequent specialty was orthopedic surgery(n=32,51%).Using a Likert-type scale with 1 representing‘least important’and 5 representing‘most important’,the most important factor was the hospital reputation(mean,4.65;SD,0.85).Additional factors of importance were the number of years in practice(3.87±1.3)and a primary care provider referral(3.71±1.6).Patients younger than 40 years old found social media(P=0.016)and internet presence(P=0.035)of their surgeon to be more important than older patients.In contrast,older patients considered care within an academic center to be of greater importance than younger patients(P=0.014).CONCLUSION This investigation suggests a primary care referral,as well as hospital and physician reputation,are among the most important factors when selecting an orthopedic oncologist.Furthermore,social media utilization appears to be more important for younger patients. 展开更多
关键词 ADVERTISING patient choice selection patient selection QUESTIONNAIRE Practice management Orthopedic oncologist
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Liver transplantation benefits selected patients with hilar cholangiocarcinoma and colorectal liver metastases 被引量:1
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作者 Ji-Qiao Zhu Qiang He Xian-Liang Li 《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS CSCD 2018年第5期385-386,共2页
Hilarcholangiocarcinoma(HCCA)isanaggressivemalignancy with a dismal prognosis. The 5-year survival rate has been reported to range from 39%to 50%if an R0 resection is obtained [1]. Approximately 25%patients with early... Hilarcholangiocarcinoma(HCCA)isanaggressivemalignancy with a dismal prognosis. The 5-year survival rate has been reported to range from 39%to 50%if an R0 resection is obtained [1]. Approximately 25%patients with early stage HCCA of all cases can be treated with radical surgical resection [2], while most patients do not have a chance to receive a surgical procedure due to the advanced stage at the time of diagnosis. The poor prognosis is gen- 展开更多
关键词 Liver transplantation benefits selected patients with hilar cholangiocarcinoma and colorectal liver metastases
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Feasibility of percutaneous coronary intervention via transulnar artery approachin selective patients with coronary heart disease
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作者 傅向华 马宁 +10 位作者 刘君 吴伟力 王燕 郭靖涛 苗青 李世强 谷新顺 姜云发 李亮 郝国桢 张斌 《介入放射学杂志》 CSCD 2003年第S1期-,共2页
Objective To probe the clinic feasibility of percutaneous coronary intervention(PCI) via transulnar artery approach (PCI TRU).Methods Fourty patients with unstable ischemic manifestation(male 34,female 6;age 59.3 ... Objective To probe the clinic feasibility of percutaneous coronary intervention(PCI) via transulnar artery approach (PCI TRU).Methods Fourty patients with unstable ischemic manifestation(male 34,female 6;age 59.3 ±9.10 years)whose radial artery of right hand was thin with a weak pulse that was not suitable to transradial artery PCI while whose ulnar artery was thick with a strong pulse based on their larger diameter in ulnar artery as compared with those in radial artery ( 3.30 ±0.22mm vs 2.43 ±0.33 mm, P <0.05 ) by the investigation of vessel echography,but revesered Allen’s test for radial and ulnar artery was positive,were selected as the subjects for PCI TRU. The radio of ulnar artery versus radial artery was 1.35:1.00 and the time of Allen’s test in ulnar artery side was shorter than that in radial artery side ( 2.70 ±0.36 s vs 4.68 ±0.52s , P <0.05 ) before PCI. The efficiency of PCI TRU was evaluated. The time of manipulative duration for each procedure of PCI TRU was recorded. The time of Allen’s test, luminal diameter (mm) , cross area of vessel lumin (mm 2), blood velocity (Vs max), blood resistance (RI) in ulnar artery and radial artery and the level of blood oxygen in finger (PaO 2、SatO 2) were measured and recorded , respectively , as well were compared quantitatively before and after 1 month of procedure . Results Fourty eight lesion segments of 42 vessels in all patients were angioplasticized successfully via TRU by 6F guiding catheter including 23 segments of type B1 , 14 segments of type B2 and 11 segments of type C. PCI TRU in all of 40 patients was performed successfully. Fourty eight stents were implanted including 2 lesions of intrastent restenosis angioplasticized with cutting balloon technique before re stenting . The average time of manipulative duration of guiding catheters engaging in osicum of target coronary, crossing the vessel lesions of guidewire, dilatation and implantation of stents,and under X ray fluoroscopy were 4.30 ±0.59 min , 2.52 ±0.40min , 2.66 ±0.40 min ,and 25.9 ±0.49 min , respectively, and the total time of the whole procedure was 56.6 ±14.8 min . When the ulnar introducer was taken off, the access site in ulnar artery was suppressed by tourniquet with no bleeding in the access site and no limitation of physical activation under maintaining infusion of heparin immediately after procedure . There was no significant change in the diameter of ulnar artery and the time of Allen’s test after 1 month of PCI procedure as compared with those before procedure ( 3.22 ±0.48mm vs 3.26 ±0.22 mm , P >0.05 ; 2.96 ±0.98 s vs 2.72 ±0.47 s , P >0.05 ). No significant change was found in the parameters of blood velocity , cross area of vessel lumin, blood resistance and the level of blood oxygen in finger after 1 month of PCI procedure. The average total hospital stay was 5.21 ±0.43 days. Following up 1 month, no complications such as occlusion of ulnar artery, abnormal sensitivity and movement disability were found in right hands in all patients.Conclusions The ulnar artery might be selected as one approach of antebrachial artery for PCI in the patients with coronary heart disease whose radial artery was difficulty as access vessels of PCI, while reversed Allen’s test for radial and ulnar artery are positive and the luminal diameter of ulnar artery was larger than that of radial artery. 展开更多
关键词 河北医科大学第二医院 Feasibility of percutaneous coronary intervention via transulnar artery approachin selective patients with coronary heart disease of with
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Re:Artificial intelligence and varicocelectomy:A new horizon for patient management?A narrative review
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作者 Kareim Khalafalla 《UroPrecision》 2025年第2期71-72,共2页
In this insightful narrative review,Nasrallah et al.[1]explore a timely and emerging concept:the use of artificial intelligence(AI)to improve patient selection and outcome prediction for varicocelectomy,a procedure of... In this insightful narrative review,Nasrallah et al.[1]explore a timely and emerging concept:the use of artificial intelligence(AI)to improve patient selection and outcome prediction for varicocelectomy,a procedure often surrounded by clinical ambiguity.The article delivers a clear and concise synthesis of early but promising applications of machine learning(ML)in the context of male infertility,highlighting the potential for AI to move us beyond traditional parameters like semen analysis and toward more clinically meaningful outcomes. 展开更多
关键词 outcome prediction semen analysis patient selection VARICOCELECTOMY artificial intelligence ai machine learning ml artificial intelligence
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Precise prediction model and simplified scoring system for sustained combined response to interferon-α 被引量:6
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作者 Qian-Guo Mao Ru-Mian Zhang +3 位作者 Jin-Shui Pan Kuang-Nan Fang Jian-Ping Zhu Qing-Yang Hong 《World Journal of Gastroenterology》 SCIE CAS CSCD 2010年第27期3465-3471,共7页
AIM:To establish a predictive algorithm which may serve for selecting optimal candidates for interferon-α(IFN-α) treatment.METHODS:A total of 474 IFN-α treated hepatitis B virus e antigen(HBeAg)-positive patients w... AIM:To establish a predictive algorithm which may serve for selecting optimal candidates for interferon-α(IFN-α) treatment.METHODS:A total of 474 IFN-α treated hepatitis B virus e antigen(HBeAg)-positive patients were enrolled in the present study.The patients' baseline characteristics,such as age,gender,blood tests,activity grading(G) of intrahepatic inflammation,score(S) of liver fibrosis,hepatitis B virus(HBV) DNA and genotype were evaluated;therapy duration and response of each patient at the 24th wk after cessation of IFN-α treatment were also recorded.A predictive algorithm and scoring system for a sustained combined response(CR) to IFN-α therapy were established.About 10% of the patients were randomly drawn as the test set.Responses to IFN-α therapy were divided into CR,partial response(PR) and non-response(NR).The mixed set of PR and NR was recorded as PR+NR.RESULTS:Stratified by therapy duration,the most significant baseline predictive factors were alanine aminotransferase(ALT),HBV DNA level,aspartate aminotransferase(AST),HBV genotype,S,G,age and gender.According to the established model,the accuracies for sustained CR and PR+NR,respectively,were 86.4% and 93.0% for the training set,81.5% and 91.0% for the test set.For the scoring system,the sensitivity and specificity were 78.8% and 80.6%,respectively.There were positive correlations between ALT and AST,and G and S,respectively.CONCLUSION:With these models,practitioners may be able to propose individualized decisions that have an integrated foundation on both evidence-based medicine and personal characteristics. 展开更多
关键词 Chronic hepatitis B INTERFERON-Α patient selection Predictive model Scoring system Treatment outcome
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Ex vivo liver resection followed by autotransplantation in radical resection of gastric cancer liver metastases:A case report 被引量:6
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作者 Hong Wang Cheng-Cheng Zhang +1 位作者 Yan-Jiao Ou Lei-Da Zhang 《World Journal of Clinical Cases》 SCIE 2021年第17期4221-4229,共9页
BACKGROUND Radical resection of gastric cancer liver metastases(GCLM)can increase the 5-year survival rate of GCLM patients.However,patients may lose the theoretical feasibility of surgery due to the critical location... BACKGROUND Radical resection of gastric cancer liver metastases(GCLM)can increase the 5-year survival rate of GCLM patients.However,patients may lose the theoretical feasibility of surgery due to the critical location of liver metastasis in some cases.CASE SUMMARY A 29-year-old woman had a chief complaint of chronic abdominal pain for 1 year.Abdominal computed tomography and magnetic resonance imaging examinations suggested a mass of unknown pathological nature located between the first and second hila and the margin of the lower segment of the right lobe of the liver.The anterior wall of the gastric antrum was unevenly thickened.The diagnosis of(gastric antrum)intramucosal well-differentiated adenocarcinoma was histopathologically confirmed by puncture biopsy with gastroscopy guidance.She underwent radical resection(excision of both gastric tumors and ex vivo liver resection followed by autotransplantation simultaneously)followed by XELOX adjuvant chemotherapy.Without serious postoperative complications,the patient was successfully discharged on the 20th day after the operation.Pathological examination of the excised specimen indicated that gastrectomy with D2 lymph node dissection for primary gastric tumors and R0 resection for liver metastases were achieved.The resected mass was confirmed to be poorly differentiated gastric carcinoma(hepatoid adenocarcinoma with neuroendocrine differentiation)with liver metastases in segments VIII.No recurrence or metastasis within the liver was found during a 7.5-year follow-up review that began 1 mo after surgery.CONCLUSION Application of ex vivo liver resection followed by autotransplantation in radical resection for GCLM can help selected patients with intrahepatic metastases located in complex sites obtain a favorable clinical outcome. 展开更多
关键词 Ex vivo liver resection AUTOTRANSPLANTATION Gastric cancer liver metastases Critical location Selected patients Radical resection Case report
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Development and internal validation of the Comprehensive ALPPS Preoperative Risk Assessment(CAPRA)score:is the patient suitable for Associating Liver Partition and Portal vein ligation for Staged hepatectomy(ALPPS)? 被引量:6
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作者 Ivan Capobianco Karl J.Oldhafer +24 位作者 Mohammed-Hossein Fard-Aghaie Ricardo Robles-Campos Roberto Brusadin Henrik Petrowsky Michael Linecker Arianeb Mehrabi Katrin Hoffmann Jun Li Asmus Heumann Roberto Hernandez-Alejandro Mauro Enrique Tun-Abraham Elio Jovine Matteo Serenari Bergthor Bjornsson Per Sandström Ruslan Alikhanov Mikhail Efanov Paolo Muiesan Andrea Schlegel Thomas M.van Gulik Pim B.Olthof Gregor Alexander Stavrou Lina Maria Serna-Higuita Alfred Königsrainer Silvio Nadalin 《Hepatobiliary Surgery and Nutrition》 SCIE 2022年第1期52-66,I0007,I0008,共17页
Background:Preoperative patient selection in Associating Liver Partition and Portal vein ligation for Staged hepatectomy(ALPPS)is not always reliable with currently available scores,particularly in patients with prima... Background:Preoperative patient selection in Associating Liver Partition and Portal vein ligation for Staged hepatectomy(ALPPS)is not always reliable with currently available scores,particularly in patients with primary liver tumor.This study aims to(I)to determine whether comorbidities and patients characteristics are a risk factor in ALPPS and(II)to create a score predicting 90-day mortality preoperatively.Methods:Thirteen high-volume centers participated in this retrospective multicentric study.A risk analysis based on patient characteristics,underlying disease and procedure type was performed to identify risk factors and model the Comprehensive ALPPS Preoperative Risk Assessment(CAPRA)score.A nonparametric receiver operating characteristic analysis was performed to estimate the predictive ability of our score against the Charlson Comorbidity Index(CCI),the age-adjusted CCI(aCCI),the ALPPS risk score before Stage 1(ALPPS-RS1)and Stage 2(ALPPS-RS2).The model was internally validated applying bootstrapping.Results:A total of 451 patients were included.Mortality was 14.4%.The CAPRA score is calculated based on the following formula:(0.1×age)−(2×BSA)+1(in the presence of primary liver tumor)+1(in the presence of severe cardiovascular disease)+2(in the presence of moderate or severe diabetes)+2(in the presence of renal disease)+2(if classic ALPPS is planned).The predictive ability was 0.837 for the CAPRA score,0.443 for CCI,0.519 for aCCI,0.693 for ALPPS-RS1 and 0.807 for ALPPS-RS2.After 1,000 cycles of bootstrapping the C statistic was 0.793.The accuracy plot revealed a cut-off for optimal prediction of postoperative mortality of 4.70.Conclusions:Comorbidities play an important role in ALPPS and should be carefully considered when planning the procedure.By assessing the patient’s preoperative condition in relation to ALPPS,the CAPRA score has a very good ability to predict postoperative mortality. 展开更多
关键词 Associating Liver Partition and Portal vein ligation for Staged hepatectomy(ALPPS) COMORBIDITY mortality prediction model patient selection
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Prognostic factors associated with survival in patients with hepatocellular carcinoma undergoing transarterial chemoembolisation:an Australian multicenter cohort study
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作者 Gauri Mishra Anouk Dev +10 位作者 Eldho Paul William Kemp Ammar Majeed John Lubel Sally Bell Paul Gow Amanda Nicoll Siddharth Sood Alex Thompson Marno Ryan Stuart K.Roberts 《Hepatoma Research》 2021年第1期720-733,共14页
Aim:Transarterial chemoembolisation(TACE)is recommended therapy for intermediate-stage hepatocellular carcinoma(HCC).However,the wide variations in outcomes reflect significant heterogeneity of this patient group.We e... Aim:Transarterial chemoembolisation(TACE)is recommended therapy for intermediate-stage hepatocellular carcinoma(HCC).However,the wide variations in outcomes reflect significant heterogeneity of this patient group.We evaluated the prognostic factors associated with survival in a real-world setting to identify those at high risk of a poor outcome.Methods:Patients with HCC who underwent initial TACE at six tertiary hospitals between 2009 to 2014 were included via an extensive search of hospital databases and electronic medical records.Overall survival(OS)was measured from the date of initial treatment to the date of death or last follow-up.Univariate and multivariate Cox regression analyses were used to assess the effects of baseline variables on post-TACE survival.Results:The majority of the 431 eligible patients were Caucasian(80%),male(87%),with a mean age of 66 years and had alcohol-related cirrhosis(43%).Most were Child-Pugh A(69%)with BCLC stage A(59%)or B(35%)disease,with a median OS of 28 months.On multivariate analysis,pre-treatment ascites(P=0.001)and larger HCC(P<0.001)were associated with worse overall survival,while higher serum albumin(P<0.001)and HBV(P=0.005)were associated with improved survival.Conclusion:Patients with advanced liver disease,including the presence of ascites and lower serum albumin,as well as those with greater tumour burden,have poorer outcomes following TACE treatment.Such findings provide a better understanding of the variation in survival after TACE and are helpful in facilitating selection and timely stage migration of patients undergoing this therapy. 展开更多
关键词 Liver Cancer tumour stage unresectable hepatocellular carcinoma transarterial chemoembolisation treatment allocation patient selection treatment outcomes prognostic factors aetiology of liver disease chronic hepatitis B infection cirrhosis severity
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