introduction to research studies ho
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7/31/2019 Introduction to Research Studies HO
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Introduction to Clinical ResearchAdaptedfromBasicEpidemiology ,WHO(2006)
DavidNarita,MD
AngkorHospitalforChildren
March29th-30th,2011
Steps in starting clinical research
• Formyourquestion• Doresearchaboutyourquestion(getalltheinformation)• Askforadvice/input• Refineyourquestion(hypothesis,aims,ideashowtoconduct,shellofresultstable)• Checkexcitementlevels• Chooseastudy
Observational Studies
DescriptiveStudies• Simpledescriptionofacommunity• Basedon:- Routinelyavailabledatae.g.deathstatistics- Dataobtainedinspecialsurveys- Doesnotshowarelationshipbetweenexposureandeffect
Simplydescribewhatisobservedatagiventime
AnalyticalStudies
• Analyzestherelationshipbetweenhealthstatusandothervariables
Ecological/CorrelationalStudies• Usedtostudygroupsorpopulations(ratherthanindividuals)• Comparingpopulationsindifferentcountries• Comparingthesamepopulationatdifferenttimes• Easytocarryout• Limitations:- Difficulttointerpret- Cannotshowthelinkbetweenindividualexposureanddevelopmentofdisease- Cannotconsiderotherfactorswhichcancontributetodevelopmentofdisease- Ecologicalfallacy(incorrectbelieforidea)- Cannotshowlinkbetweenindividualexposureanddevelopmentofdisease
Cross-sectional/PrevalenceStudies• Measuretheprevalenceofdisease• Exposureanddiseasearemeasuredatthesametime• Cannotdetermineifexposureprecededorfolloweddevelopmentofdisease• Cheapandeasy• Regularcross-sectionalsurveyscanbeusedtoassessthehealthcareneedsofapopulation
Cross-SectionalStudySurvey
Surveyshouldhaveaclearpurposeandneedsto:
- Bewell-designed- Haveanappropriatesampleofsufficientsize- Haveagoodresponserate
Types of Studies
Observational• Descriptive• Analytical- Ecological- Cross-sectional- Case-control- Cohort
Experimental• Randomizedcontrolledtrials• Fieldtrials• Communitytrials
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Case-ControlStudies• Comparespeoplewithadiseaseandpeoplewithoutadiseasetoidentifythe
exposure
• Startbyselecting(choosing)cases-thesampleshouldrepresentallthecasesfromaspecifiedpopulation
• Selectcontrolsfromthesamepopulation
• Casesandcontrolsshouldbeselectedindependentof
exposurestatus
Case-controlstudiesare:
- Cheapandeasy- Usedtoinvestigatecausesofdisease- Bestforrarediseases- Longitudinal(Dataarecollectedfrommorethanonepointintime)- Usuallyretrospective(Diseasestatusisdeterminedfirst,thenexposure)
Determiningexposurestatus
- Askthepatientorcaregiver(retrospectivedata)- Biochemicalmeasurements- Establishedrecordingsystem(e.g.patientchartoremploymentdata)
Theoddsratio(OR)
• Measurestheassociationbetweenanexposureandadisease
• Ratiooftheoddsofexposureamongcasescomparedtocontrols
• IfOR=1,thentheexposureisnotassociatedwiththedisease
• IfOR>1,theexposureisassociatedwithdevelopingthedisease-“ x timesmorelikelytodevelopthediseasethanthosenotexposed”
• IfOR<1,theexposureisassociatedwithNOTdevelopingthedisease(maybeprotective)Cohortstudies
• Alsocalledfollow-upstudies
• Longitudinal• Canberetrospectiveorprospective
• Givesthebestinformationaboutdiseasecausation
• Cantakealongtime• Sometimesneedlargestudypopulation
• Expensive
PunnetSquare
Disease
Yes No Total
Exposure
Yes a b a+b
No c d c+d
Total a+c b+d a+b+c +d
Case-ControlStudy
CohortStudy
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Experimental Studies
• Testtheeffectivenessofanintervention-e.g.newdrug,medicaltreatment,behavioralintervention,etc.
RandomizedControlledTrials(RCT)
• Frequentlyusedtotesttheeffectivenessofnewdrugsormedicaltreatments
• Participantsarerandomlyassignedtoeitheran
intervention(treatment)ora
control(notreatmentorplacebo)group
- Blind:participantsdonotknowwhichgrouptheyareinbutresearchersdo
- Doubleblind:bothparticipantsandresearchersdonotknowwhichgrouptheyarein
FieldTrials
• Involvepeoplewhoaredisease-freeandnon-hospitalizedbutthoughttobeatrisk• Sometimesinvolvesalotofparticipants• Usefulforevaluatinginterventionsthatreduceexposure(eg:Sabinoralpoliovaccine)CommunityTrials
• Treatmentgroupsarecommunities,notindividuals(eg:villagesrandomlyassignedtointerventionorcontrolgroup)
• Usedfordiseaseswhichareinfluencedbysocialconditions• Canbedifficulttocontrolconfoundingfactors• Mostcommonlyusedforhealthpromotioninterventionstochangebehavioreg:CondompromotiontoreduceHIVtransmission,educationtoencouragehealthyeating
ChoosingaStudy
Errors in Research
Randomerror• Thesampleisdifferentfromthepopulationbecauseofchance• 3mainsourcesoferror- Individualbiologicalvariation:Randomvariationthatnaturallyoccurs
Randomized
ControlTrial
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- Samplingerror:Randomerrorsinchoosingparticipants(usuallybecausewedon’thavealargeenoughsample)- Measurementerror:Randomerrorsinmeasuringtheexposureoroutcome–needclearprotocols
Samplesize
• Theeasiestwaytoreducerandomerroristoincreasethesamplesize(thenumberofpeopleinthestudy)
• Epidemiologistsuseformulatodecideonsamplesizebasedon:- Thenecessarylevelofstatisticalsignificance- Howcommonthediseaseisinthecommunity- Thesizeofthegroupstobecompared- Thechanceofmissingarealevent SystematicError
• Resultsdonotshowthetruesituationbecauseofanerror(bias)indatacollection• 2maintypes:- Selectionbias- Measurementbias
SelectionBias• Occursbecausethereisadifferencebetweenthepeoplewhoagreetoparticipateinastudyandthosewhodonot,andbetweenthosewhoremaininastudyandthosewholeaveearlyExamples:Peoplewhoaresickaremorelikelytovolunteertoparticipate
Heavysmokersarelesslikelytorespondtoasurveyonthehealtheffectsof
smoking Peoplewhoareverysickmaynotneedtowithdrawfromthestudy
MeasurementBias• Happenswhentheydonotmeasurecorrectlywhattheyaresupposedtomeasureieindividualmeasurementsorclassificationsofdiseaseorexposurearewrong
• Ifitoccursequallyinbothgroupsbeingcompared,itresultsinanunderestimateofthetruestrengthoftherelationship
RecallBias
• Peoplewhohaveadiseasearemorelikelytoremembertheexposurebecausetheyalreadyknowarelationshipexists
• Biascanexaggerate(makebigger)theeffectoftheexposuree.g.heartpatientsmorelikelytoadmithistoryoflittleexercise
• Orbiascanunderestimatetheeffectoftheexposuree.g.motherslesslikelytoadmittosmokingordrinkingduringpregnancy
ObserverBias• InvestigatorsaskquestionsorinterprettheinformationforcasesandcontrolsdifferentlyConfounding
• Occurswhenthereisasecondexposureinthestudypopulationthatisassociatedwithboththeexposureandtheoutcome
• Importantbecause:- Itcanchangethedirectionofanassociatione.g.somethingthatappearstoprotectapersonfromdiseasemayactuallycausethedisease
- Itcanmakepeoplethinksomethingcausesadiseasewhenitdoesnot• Isnotaproblemiftheconfounderoccurswiththesamefrequencyinbothgroups• Themostcommonconfoundersaresexandage
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Controllingconfounding
Designstage
• Randomization:Randomlyassigningparticipantstoagroupshoulddistributeconfoundersequally(ifthesamplesizeislargeenough)
• Restriction:Limitthestudytoincludepeoplewhohavecertaincharacteristics(eg:non-smokers)
• Matching:Participantsinthe2groupsarematchedforconfoundingvariables(eg:ageandsex)Analysisstage
• Stratification:Groupsareanalysedincategories(strata)oftheconfoundingvariable(eg:measureanassociationwithinagegroupsorbysex)
• Statisticalmodeling:Statisticscanbeusedtomeasuretheassociationsbetweenmanyvariablesandidentifyvariablesthatareconfounders
Validity&Reliability • Validity:whethertheresultsofastudyshowthetruesituation;whetherthetest
measureswhatitissupposedtomeasure- Internalvalidity:Howcorrecttheresultsareforthepopulationunderstudy- Externalvalidity(generalizability):Howmuchtheresultsofastudyapplytothegeneralpopulation
- Astudycanhavehighinternalvaliditybutlowexternalvalidityeg:ifthesamplepopulationdoesnotrepresentthegeneralpopulation
• Reliability:whethertheresultsarerepeatableEthics in Epidemiology
• InformedConsent - Patientshavetherighttowithdrawfromthetrialatanytime- Researchershaveanobligationtothestudyparticipantsandotherswhosehealthmaybeaffectedbytheresults- Theymusttellcommunitieswhattheyaredoingandwhy- Theymustinformcommunitiesoftheirresultsandtheirsignificance(whattheymean)- Allproposalsforstudiesmustbesubmittedtoaninstitutionalethicscommitteebeforeworkbegins
• Confidentiality- Researchersmustrespectpersonalprivacyandconfidentialityatalltimes- Researchersneedtoobtainpermissionbeforeaccessingpatientrecordsandotherinformation
• RespectforHumanRights- Tensioncanarisebetweentheinterestsofagroupandtheinterestsoftheindividual- Needtoassurepeoplethattheirinterestswillbeprotected
• ScientificIntegrity- “Allscientistshavethepotentialtobehaveinanunethicalmanner,perhapsinpartbecauseofthepressuretosucceed.”