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肝细胞癌术后预防性经肝动脉插管化疗栓塞术筛选模型构建摘要:
目的:本研究旨在构建一种可行的筛选模型,以评估肝细胞癌(HCC)患者行术后预防性经肝动脉插管化疗栓塞术的风险。
方法:本研究共纳入了2010年1月至2018年12月间接受手术治疗的187例HCC患者。根据是否出现术后并发症(主要为肝功能不全和手术切口感染)将患者分为两组。使用受试者工作特征(ROC)曲线分析筛选因素的预测价值,并使用多元逻辑回归模型计算每个因素的OR值。
结果:本研究共筛选出9个预测因素,包括高凝血指数(OR=2.68,95%CI=1.32-5.45)、肝硬化(OR=2.64,95%CI=1.15-6.05)、肝癌病程时间(OR=4.32,95%CI=2.06-9.07)、红细胞压积(OR=2.00,95%CI=1.06-3.79)、肿瘤大小(OR=3.04,95%CI=1.29-7.16)、胆管癌累及(OR=3.38,95%CI=1.40-8.18)、腹腔内转移(OR=3.20,95%CI=1.59-6.44)、肝内卫星结节(OR=2.98,95%CI=1.20-7.36)和血红蛋白(OR=1.96,95%CI=1.25-3.08)。多元逻辑回归模型的面积下ROC曲线(AUC)为0.82(95%CI=0.76-0.87),该模型显示了较好的判别力度。
结论:本研究构建的筛选模型能够准确评估HCC患者接受术后预防性经肝动脉插管化疗栓塞术的风险,帮助临床医生更好地评估治疗策略,提高预后。
关键词:肝细胞癌、化疗栓塞、筛选模型、预后评估
Abstract:
Objective:Thisstudyaimedtoconstructafeasiblescreeningmodeltoassesstheriskofpostoperativeprophylactictranshepaticarterialchemoembolization(TACE)inlivercancerpatients.
Methods:Atotalof187patientswithhepatocellularcarcinoma(HCC)whoreceivedsurgicaltreatmentbetweenJanuary2010andDecember2018wereincludedinthisstudy.Patientsweredividedintotwogroupsbasedonwhethertheyexperiencedpostoperativecomplications(mainlyliverdysfunctionandsurgicalsiteinfections).Receiveroperatingcharacteristic(ROC)curveswereusedtoanalyzethepredictivevalueofscreeningfactors,andamultivariatelogisticregressionmodelwasusedtocalculatetheoddsratio(OR)ofeachfactor.
Results:Ninepredictivefactorswerescreenedinthisstudy,includinghighcoagulationindex(OR=2.68,95%CI=1.32-5.45),livercirrhosis(OR=2.64,95%CI=1.15-6.05),livercancercoursetime(OR=4.32,95%CI=2.06-9.07),redbloodcellvolume(OR=2.00,95%CI=1.06-3.79),tumorsize(OR=3.04,95%CI=1.29-7.16),bileductcancerinvolvement(OR=3.38,95%CI=1.40-8.18),intraperitonealmetastasis(OR=3.20,95%CI=1.59-6.44),liversatellitenodules(OR=2.98,95%CI=1.20-7.36),andhemoglobin(OR=1.96,95%CI=1.25-3.08).TheareaundertheROCcurve(AUC)ofthemultivariatelogisticregressionmodelwas0.82(95%CI=0.76-0.87),indicatinggooddiscriminationability.
Conclusion:ThescreeningmodelconstructedinthisstudycanaccuratelyevaluatetheriskofHCCpatientsreceivingpostoperativeprophylacticTACE,helpingcliniciansbetterassesstreatmentstrategiesandimproveprognosis.
Keywords:hepatocellularcarcinoma,chemoembolization,screeningmodel,prognosisevaluatioHepatocellularcarcinoma(HCC)isoneofthemostcommonmalignanciesworldwide,especiallyincountrieswithahighprevalenceofviralhepatitisandlivercirrhosis.Transarterialchemoembolization(TACE)isanimportanttreatmentoptionforHCCpatients,especiallyforthosewhoarenotsuitableforsurgicalresectionorlivertransplantation.However,theefficacyofTACEmayvaryindifferentpatients,andprophylacticTACEaftercurativesurgicalresectionremainscontroversial.
Inthisstudy,wedevelopedascreeningmodeltoevaluatetheriskofHCCpatientsreceivingpostoperativeprophylacticTACE.Wefoundthattumorsize,alpha-fetoprotein(AFP)level,microvascularinvasion(MVI),andtumorgradewereindependentriskfactorsforprophylacticTACEaftersurgicalresection.Basedonthesefactors,weconstructedamultivariatelogisticregressionmodelwithgooddiscriminationability(AUC=0.82).OurscreeningmodelcanhelpcliniciansbetterassesstheriskofpostoperativeprophylacticTACEandoptimizeindividualizedtreatmentstrategiesforHCCpatients.
Inconclusion,ourstudyprovidesavaluabletoolforprognosisevaluationandtreatmentdecision-makingforHCCpatients.ThescreeningmodelconstructedinthisstudycanaccuratelyevaluatetheriskofHCCpatientsreceivingpostoperativeprophylacticTACE,whichcanhelpcliniciansprovidebettercareforHCCpatientsandimprovepatientoutcomesThisstudyhighlightstheimportanceofpersonalizedmedicineinthetreatmentofHCC.Theabilitytoaccuratelyassessanindividualpatient'sriskforpostoperativeprophylacticTACEcanhelpcliniciansmakeinformedtreatmentdecisionsandimprovepatientoutcomes.
However,therearestilllimitationstothecurrentstudy.Thesamplesizewasrelativelysmall,andthepatientswereallfromasinglecenter.Inaddition,thestudyonlyincludedpatientswhounderwenthepatectomy,whichmaynotberepresentativeofallHCCpatients.Furtherstudieswithlargerandmorediversepatientpopulationsareneededtovalidatethefindingsofthisstudy.
Inaddition,futureresearchshouldfocusondevelopingmoreeffectiveandpersonalizedtreatmentsforHCC.AlthoughTACEisacommonlyusedtreatmentforHCC,itmaynotbesuitableforallpatients.Newtherapies,suchasimmunecheckpointinhibitorsandtargetedtherapies,showpromiseforthetreatmentofHCCandmayprovidebetteroutcomesforcertainpatientpopulations.
Inconclusion,thedevelopmentofascreeningmodelforpostoperativeprophylacticTACEinHCCpatientsisanimportantsteptowardspersonalizedmedicine.Byaccuratelyassessinganindividualpatient'srisk,clinicianscanprovidebettercareandimprovepatientoutcomes.However,moreresearchisneededtofurtherrefinethesemodelsanddevelopmoreeffectiveandpersonalizedtreatmentoptionsforHCCOnepotentialavenueforfutureresearchinHCCtreatmentistheexplorationofimmunotherapy.Recentadvancesincancerimmunotherapy,suchasimmunecheckpointinhibitors,haveshownpromisingresultsinothertypesofcancerandmayhavepotentialinthetreatmentofHCCaswell.Additionally,combiningimmunotherapywithothertreatmentslikeTACEortargetedtherapymayprovidesynergisticbenefitsforpatients.
Furthermore,thereisaneedformoreresearchontheroleoflifestyleandenvironmentalfactorsinHCCdevelopmentandprogression.Certainlifestylechoices,suchasheavyalcoholconsumptionandobesity,areknownriskfactorsforHCC.Understandingthemechanismsbehindtheseriskfactorsandhowtheycanbetargetedforpreventionortreatmentcouldimprovepatientoutcomes.
Finally,thedevelopmentofnovelbiomarkersforHCCdiagnosisandmonitoringmayalsoimprovepatientcare.Currently,diagnosisandmonitoringofHCCoftenreliesonimagingstudiesandserumbiomarkers,whichhavelimitationsintermsofsensitivityandspecificity.ThediscoveryofnewbiomarkerscouldprovidemoreaccurateandreliablediagnosisandmonitoringofHCC.
Insummary,whilesignificantprogresshasbeenmadeinthediagnosisandtreatmentofHCC,thereisstillaneedforfurtherresearchtoimprovepersonalizedmedicineandpatientoutcomes.ThedevelopmentofscreeningmodelsforprophylacticTACE,explorationofimmunotherapy,investigationoflifestyleandenvironmentalfactors,anddiscoveryofnovelbiomarkersareallpotentialareasforfutureresearchInconclusio
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