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术前常规MRI影像学表现及纹理分析对功能性垂体腺瘤术后预后的预测价值术前常规MRI影像学表现及纹理分析对功能性垂体腺瘤术后预后的预测价值
摘要:目的:探究术前常规MRI影像学表现及纹理分析对功能性垂体腺瘤术后预后的预测价值。方法:收集2010年1月至2018年12月山东大学中心医院神经外科收治的功能性垂体腺瘤55例患者的术前常规MRI影像学表现及纹理分析资料,记录手术治疗方式、病理学分型、术后随访及延长期辅助治疗情况等数据。通过Cox比例风险模型分析影响患者预后的相关因素。结果:MRI影像学表现及纹理分析分别为功能性垂体腺瘤预测预后的独立风险因素。MRI表现以病变最大径和肿瘤容积为主要参数,纹理分析以熵和对比度为主要参数。结论:术前常规MRI影像学表现及纹理分析对功能性垂体腺瘤术后预后有着一定的预测价值,可以为患者的临床治疗提供参考。
关键词:MRI影像学表现;纹理分析;功能性垂体腺瘤;预测价值;术后预后
Abstract:Objective:ToexplorethepredictivevalueofpreoperativeroutineMRIimagingandtextureanalysisforthepostoperativeprognosisoffunctionalpituitaryadenoma.Methods:FromJanuary2010toDecember2018,dataof55patientswithfunctionalpituitaryadenomaadmittedtotheDepartmentofNeurosurgery,ShandongUniversityQiluHospitalwerecollected,includingpreoperativeroutineMRIimagingandtextureanalysis,surgicaltreatment,pathologicalclassification,postoperativefollow-upandadjuvanttherapy.Coxproportionalhazardmodelswereusedtoanalyzethefactorsinfluencingpatients'prognosis.Results:MRIimagingandtextureanalysiswereindependentriskfactorsforpredictingtheprognosisoffunctionalpituitaryadenoma.ThemainparametersofMRIpresentationwerethemaximumdiameterofthelesionandtumorvolume,whiletheparametersoftextureanalysiswereentropyandcontrast.Conclusion:PreoperativeroutineMRIimagingandtextureanalysishavecertainpredictivevalueforthepostoperativeprognosisoffunctionalpituitaryadenoma,whichcanprovidereferenceforclinicaltreatmentofpatients.
Keywords:MRIimaging;textureanalysis;functionalpituitaryadenoma;predictivevalue;postoperativeprognosiFunctionalpituitaryadenomasareatypeoftumorthatdevelopsfromthecellsofthepituitarygland.Thesetumorsmayproducehormonesthatcancauseavarietyofsymptoms,includingheadaches,visionproblems,andhormonalimbalances.Thetreatmentoffunctionalpituitaryadenomasusuallyinvolvessurgery,radiationtherapy,ormedication,dependingonthetypeandsizeofthetumor.
PreoperativeimagingwithMRIisastandarddiagnostictoolforfunctionalpituitaryadenomas.Inadditiontoprovidinginformationaboutthelocationandsizeofthetumor,MRIcanalsorevealthecharacteristicsofthetumortissue.Textureanalysisisatechniquethatcanbeusedtoanalyzetheimagedataandextractfeaturesthatmaynotbevisibletothehumaneye.ByanalyzingthetextureoftheMRIimages,researcherscanidentifypatternsandrelationshipsthatmayberelatedtotheprognosisofthepatient.
Inarecentstudy,researchersinvestigatedthepredictivevalueofpreoperativeMRIimagingandtextureanalysisforthepostoperativeprognosisoffunctionalpituitaryadenoma.Thestudyincluded45patientswhounderwentsurgeryforafunctionalpituitaryadenoma.TheresearchersanalyzedtheMRIimagesandperformedtextureanalysisontheimagestoidentifyfeaturesthatmayberelatedtotheprognosisofthepatient.
TheresultsofthestudyshowedthatthemaximumdiameterofthelesionandtumorvolumewerethemostimportantparametersoftheMRIpresentationforpredictingthepostoperativeprognosisoffunctionalpituitaryadenoma.Inaddition,theparametersoftextureanalysis,includingentropyandcontrast,werealsofoundtobepredictiveofthepostoperativeprognosis.
Overall,thestudysuggeststhatpreoperativeroutineMRIimagingandtextureanalysiscanprovidevaluableinformationforpredictingthepostoperativeprognosisoffunctionalpituitaryadenoma.Thisinformationcouldbeusedtoguideclinicaltreatmentdecisionsandimproveoutcomesforpatientswiththistypeoftumor.FurtherresearchisneededtoconfirmthesefindingsandtoinvestigatethepotentialclinicalapplicationsoftextureanalysisforothertypesoftumorsInconclusion,functionalpituitaryadenomascanhavevaryingresponsestosurgicaltreatment,andpredictingpostoperativeprognosiscanbedifficult.However,preoperativeMRIimagingandtextureanalysisofferapromisingapproachforimprovingprognosticaccuracy.Byanalyzingthetexturesofthetumorandsurroundingtissues,clinicianscanobtainamoredetailedunderstandingofthetumor'scharacteristics,includingitssize,shape,anddegreeofinvasiveness.Thisinformationcanhelpguidetreatmentdecisions,suchastheextentofresectionandtheneedforadjuvanttherapy.
Itisimportanttonotethattextureanalysisisarelativelynewandevolvingfield,anditsclinicalapplicationsarestillbeingexplored.Furtherresearchisneededtovalidatethefindingsofthisstudyandtoinvestigatethepotentialutilityoftextureanalysisforothertypesoftumors.Additionally,largerstudieswithlongerfollow-upperiodswillbenecessarytofullyevaluatethepredictiveabilityofthesetechniques.
Overall,theuseofpreoperativeMRIimagingandtextureanalysisrepresentsapromisingapproachforimprovingprognosticaccuracyandguidingclinicaldecision-makingforpatientswithfunctionalpituitaryadenomas.Astechnologyandunderstandingoftextureanalysiscontinuetoadvance,itmaybecomeavaluabletoolforimprovingoutcomesforpatientswithavarietyoftumorsInadditiontopituitaryadenomas,textureanalysishasalsoshownpromiseinpredictingoutcomesandguidingtreatmentdecisionsforothertypesofbraintumors,suchasgliomas.Gliomasarethemostcommontypeofprimarybraintumor,andcanrangefromlow-gradetohigh-grademalignancies.
OnestudyanalyzedMRIsofpatientswithglioblastoma,themostaggressivetypeofglioma,andfoundthattexturefeaturesofthetumorsweresignificantlyassociatedwithsurvivaloutcomes.Specifically,tumorswithhigherheterogeneity(variabilityintexture)wereassociatedwithpoorersurvival.Thisinformationcouldpotentiallybeusedtoguidetreatmentdecisions,suchastheuseofmoreaggressivetherapiesforpatientswithtumorsshowinghighheterogeneity.
Textureanalysishasalsobeenexploredasatoolforpredictingresponsetotreatmentingliomas.Onestudyanalyzedpre-treatmentMRIsofpatientswithglioblastomawhoreceivedstandardchemotherapyandradiationtherapy,andfoundthattexturefeaturesofthetumorswereassociatedwithresponsetotreatment.Specifically,tumorswithhigherheterogeneityandlowercontrast(differencesinbrightnessbetweentumorandnormalbraintissue)weremorelikelytoshowapoorresponsetotreatment.
Thesefindingshighlightthepotentialoftextureanalysisasanon-invasivetoolforimprovingprognosticaccuracyandguidingtreatmentdecisionsforpatientswithbraintumors.However,aswithpituitaryadenomas,furtherresearchandvalidationinlarg
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