SlideShare ist ein Scribd-Unternehmen logo
1 von 25
Evaluation of the Validity of a Gestational
Length Algorithm Based upon Electronic Health
                   Plan Data

Qian Li, Susan. E. Andrade, William O. Cooper, Robert L.
Davis, Sascha Dublin, Tarek A. Hammad, Pamala. A.
Pawloski, Simone P. Pinheiro, Marsha A. Raebel, Pamela
E. Scott, David. H. Smith, Inna Dashevsky, Katie
Haffenreffer, Karin E. Johnson, Darren Toh


  18th Annual HMO Research Network Conference, Seattle
                         WA
                     May 2, 2012
Funding Source & Conflict of Interest
   Contracts
    HHSF223200510012C, HHSF223200510009C, an
    d HHSF223200510008C from the U.S. FDA
   Dr. Dublin funded by Paul Beeson Career
    Development Award from the National Institute on
    Aging, grant K23AG028954, and by Group Health
    Research Institute internal funds
   Abstract not necessarily represent official views or
    endorsement of the FDA or the National Institute
    on Aging or the NIH
   None of the other authors have conflict of interest
Background
   Medication effects often specific to
    particular gestational period
   Electronic health plan databases are
    increasingly used in pregnancy research
   Valid prenatal exposure status
       Pharmacy dispensing data
       Pregnancy beginning & gestational length
   Computerized algorithm (delivery date +
    preterm birth ICD-9-CM)
Objectives
 To examine the validity of a common
algorithm by comparing
     algorithm-derived gestational length &
    prevalence of medication exposures during
    pregnancy
     “gold standard” measures in birth certificates
Data Source
   Medication Exposure in Pregnancy Risk Evaluation
    Program (MEPREP)

                               - U.S. Food and Drug Administration
                               - HMO Research Network (8 health plans)
                               - Kaiser Permanente California
                               - Vanderbilt School of Medicine/Tenn Medicaid

                                                                      MEPREP




        - Enrollment
                                                             - Socio-demographic (race/ethnicity)
        - Demographics
                                                             - Medical
        - Outpatient pharmacy dispensing
                                                             - Reproductive (parity, gestational age)
        - Outpatient and inpatient encounter
                           Administrative and                                                       Birth
                                       Claims                                                 Certificate
Study Population
   Live born deliveries among women aged
    15-45 years between Jan 1, 2001 and Dec
    31, 2007
   Availability of valid gestational length in
    linked birth certificate
   Continuous enrollment and pharmacy
    benefit, 100 days before pregnancy
    through delivery
Gestational Length Algorithm based on Health Plan Data

ICD-9-CM code       Definition                                       Algorithm-derived gestational length
                                                                          Weeks                Days
765.21              Less than 24 completed weeks of gestation
                                                                           24                  168
765.22              24 weeks of gestation
765.23              25-26 weeks of gestation                               26                  182
765.24              27-28 weeks of gestation
                                                                           28                  196
765.0-765.09        Extreme immaturity
765.25              29-30 weeks of gestation                               30                  210
765.26              31-32 weeks of gestation                               32                  224
765.27              33-34 weeks of gestation                               34                  238
765.28              35-36 weeks of gestation                               36                  252
765.1-765.19        Other preterm infants
765.20              Preterm with unspecified weeks of gestation
                                                                           35                  245
644.21              Onset of delivery before 37 completed weeks of
                    gestation


Gestational length for deliveries without an ICD-9-CM code for preterm birth in the table was assumed to be
270 days.
“Gold Standard” Gestational Length
   Birth certificate
       last menstrual period (LMP)
       clinical estimate (CE) / obstetric estimate (OE)
   CDC’s National Center for Health
    Statistics (NCHS) approach
       LMP primarily
       CE/OE, when LMP not
            available
            20-45 weeks (adapted from NCHS)
            compatible with birth weight
Medication Exposure
Dispensing dates + days supplied ; 14-day grace
period
Long term
                          Short term
Chronic
                          Acute use
basis

  Antidepressant
                             Antibiotics
  s

                                Amoxicillin
         Fluoxetine
                                Azithromyci
         Sertraline
                                n
Statistical Analysis
   Mean, range, proportion of term/preterm
    deliveries
   Deliveries with two gestational lengths
    differ within 0, ±1, ±2, ±3, ±4, or greater
    than ±4 weeks (stratified by plurality)
   Prenatal medication exposure
       Sensitivity, specificity, PPV, NPV
       Any time in pregnancy or by trimester
       Stratified by term/preterm determined by the
        algorithm
Study Results
   Infants’ birth certificate files linked to
    health plan data in 92% deliveries
   Gestational age missing/invalid in linked
    birth certificates in 0.4% deliveries
   Final study population included 225,384
    deliveries
Discussion
   Algorithm underestimated gestational length
    by average 5.5 days
       Restricted to singleton deliveries (86% term)
            270-day upper bound
       Not in multiple-gestation deliveries (36% term)
            ICD-9-CM codes for preterm births
   Algorithm underestimated prevalence of
    preterm deliveries
       15% in study population > 12% nationally
       More women aged >35 years (21% vs. 14%)
Discussion
   Algorithm correctly classified the
    antidepressants and antibiotics exposure
    status in most women
       Specificity and NPV close to 100%
       Poorer sensitivity and PPV for antibiotics
        (sporadic) vs. antidepressants (chronic)
       Overestimate on antibiotics due to 14-day
        grace period for dispensings
Discussion
   Strengths
       Study population geographically and
        demographically diverse, increasing
        generalizability
       Reasonable gold standard of gestational length
        for majority of study population
   Limitations
       Only evaluated 1 algorithm
       Only evaluated 2 antidepressants and 2
        antibiotics, unknown for other medications
       Medication dispensed =?= medication use
Conclusion
   Gestational length algorithm based on
    health plan data (delivery date + preterm
    birth diagnosis) classified prenatal
    medication use well
   Performance slightly poorer for short-term
    drugs (e.g. antibiotic)
Thank you!
Questions?
EXTRA SLIDES
Evaluation of Gestational Length Algorithm
Evaluation of Gestational Length Algorithm
Evaluation of Gestational Length Algorithm

Weitere ähnliche Inhalte

Was ist angesagt?

Safety of Mebendazole Use During Lactation
Safety of Mebendazole Use During LactationSafety of Mebendazole Use During Lactation
Safety of Mebendazole Use During Lactationmothersafe
 
Exclusive Breastfeeding Reduces Acute Respiratory Infection And Diarrhea
Exclusive Breastfeeding Reduces Acute Respiratory Infection And DiarrheaExclusive Breastfeeding Reduces Acute Respiratory Infection And Diarrhea
Exclusive Breastfeeding Reduces Acute Respiratory Infection And DiarrheaBiblioteca Virtual
 
Randomized, Controlled Trial Of A Prenatal And Postnatal Lactation Consultant
Randomized, Controlled Trial Of A Prenatal And Postnatal Lactation ConsultantRandomized, Controlled Trial Of A Prenatal And Postnatal Lactation Consultant
Randomized, Controlled Trial Of A Prenatal And Postnatal Lactation ConsultantBiblioteca Virtual
 
Opinions And Practices Of Clinicians Associated With Continuation Of Exclusiv...
Opinions And Practices Of Clinicians Associated With Continuation Of Exclusiv...Opinions And Practices Of Clinicians Associated With Continuation Of Exclusiv...
Opinions And Practices Of Clinicians Associated With Continuation Of Exclusiv...Biblioteca Virtual
 
Maternity Care Practices and
Maternity Care Practices andMaternity Care Practices and
Maternity Care Practices andliz moore
 
Current point of view in preterm labor management in albania (2)
Current point of view in preterm labor management in albania (2)Current point of view in preterm labor management in albania (2)
Current point of view in preterm labor management in albania (2)Alexander Decker
 
The comparison of dinoprostone and vagiprost for induction of lobar in post t...
The comparison of dinoprostone and vagiprost for induction of lobar in post t...The comparison of dinoprostone and vagiprost for induction of lobar in post t...
The comparison of dinoprostone and vagiprost for induction of lobar in post t...iosrphr_editor
 
Understanding abortion
Understanding abortionUnderstanding abortion
Understanding abortionqgosselin
 
Breastfeeding Rates In The United States By Characteristics Of The Child,
Breastfeeding Rates In The United States By Characteristics Of The Child,Breastfeeding Rates In The United States By Characteristics Of The Child,
Breastfeeding Rates In The United States By Characteristics Of The Child,Biblioteca Virtual
 
Neonatal survival after_prolonged_preterm.19
Neonatal survival after_prolonged_preterm.19Neonatal survival after_prolonged_preterm.19
Neonatal survival after_prolonged_preterm.19erick_ber12
 
Jc aprile 2017
Jc aprile 2017Jc aprile 2017
Jc aprile 2017SIEOG
 
Short interpregnancy spacing and its impact
Short interpregnancy spacing and its impactShort interpregnancy spacing and its impact
Short interpregnancy spacing and its impactDhan Shrestha
 
Primary Maternal Care: Skills workshop Examination at the first antenatal visit
Primary Maternal Care: Skills workshop Examination at the first antenatal visitPrimary Maternal Care: Skills workshop Examination at the first antenatal visit
Primary Maternal Care: Skills workshop Examination at the first antenatal visitSaide OER Africa
 
Breastfeeding in Women with Covid19 infection-Expert group meeting for develo...
Breastfeeding in Women with Covid19 infection-Expert group meeting for develo...Breastfeeding in Women with Covid19 infection-Expert group meeting for develo...
Breastfeeding in Women with Covid19 infection-Expert group meeting for develo...Niranjan Chavan
 
Incidencia del Test de Apgar ≤ 7 a los 5 minutos (2008-2009)
Incidencia del Test de Apgar ≤ 7 a los 5 minutos (2008-2009) Incidencia del Test de Apgar ≤ 7 a los 5 minutos (2008-2009)
Incidencia del Test de Apgar ≤ 7 a los 5 minutos (2008-2009) Violeta Navio Abril
 
u3117793 - Learning Package A
u3117793 - Learning Package Au3117793 - Learning Package A
u3117793 - Learning Package Alauramathias
 

Was ist angesagt? (19)

Safety of Mebendazole Use During Lactation
Safety of Mebendazole Use During LactationSafety of Mebendazole Use During Lactation
Safety of Mebendazole Use During Lactation
 
Exclusive Breastfeeding Reduces Acute Respiratory Infection And Diarrhea
Exclusive Breastfeeding Reduces Acute Respiratory Infection And DiarrheaExclusive Breastfeeding Reduces Acute Respiratory Infection And Diarrhea
Exclusive Breastfeeding Reduces Acute Respiratory Infection And Diarrhea
 
Randomized, Controlled Trial Of A Prenatal And Postnatal Lactation Consultant
Randomized, Controlled Trial Of A Prenatal And Postnatal Lactation ConsultantRandomized, Controlled Trial Of A Prenatal And Postnatal Lactation Consultant
Randomized, Controlled Trial Of A Prenatal And Postnatal Lactation Consultant
 
data inggris
data inggrisdata inggris
data inggris
 
Opinions And Practices Of Clinicians Associated With Continuation Of Exclusiv...
Opinions And Practices Of Clinicians Associated With Continuation Of Exclusiv...Opinions And Practices Of Clinicians Associated With Continuation Of Exclusiv...
Opinions And Practices Of Clinicians Associated With Continuation Of Exclusiv...
 
Maternity Care Practices and
Maternity Care Practices andMaternity Care Practices and
Maternity Care Practices and
 
Current point of view in preterm labor management in albania (2)
Current point of view in preterm labor management in albania (2)Current point of view in preterm labor management in albania (2)
Current point of view in preterm labor management in albania (2)
 
Prenatal care smeniar
Prenatal care smeniarPrenatal care smeniar
Prenatal care smeniar
 
The comparison of dinoprostone and vagiprost for induction of lobar in post t...
The comparison of dinoprostone and vagiprost for induction of lobar in post t...The comparison of dinoprostone and vagiprost for induction of lobar in post t...
The comparison of dinoprostone and vagiprost for induction of lobar in post t...
 
Understanding abortion
Understanding abortionUnderstanding abortion
Understanding abortion
 
Breastfeeding Rates In The United States By Characteristics Of The Child,
Breastfeeding Rates In The United States By Characteristics Of The Child,Breastfeeding Rates In The United States By Characteristics Of The Child,
Breastfeeding Rates In The United States By Characteristics Of The Child,
 
Neonatal survival after_prolonged_preterm.19
Neonatal survival after_prolonged_preterm.19Neonatal survival after_prolonged_preterm.19
Neonatal survival after_prolonged_preterm.19
 
Jc aprile 2017
Jc aprile 2017Jc aprile 2017
Jc aprile 2017
 
Short interpregnancy spacing and its impact
Short interpregnancy spacing and its impactShort interpregnancy spacing and its impact
Short interpregnancy spacing and its impact
 
Primary Maternal Care: Skills workshop Examination at the first antenatal visit
Primary Maternal Care: Skills workshop Examination at the first antenatal visitPrimary Maternal Care: Skills workshop Examination at the first antenatal visit
Primary Maternal Care: Skills workshop Examination at the first antenatal visit
 
Breastfeeding in Women with Covid19 infection-Expert group meeting for develo...
Breastfeeding in Women with Covid19 infection-Expert group meeting for develo...Breastfeeding in Women with Covid19 infection-Expert group meeting for develo...
Breastfeeding in Women with Covid19 infection-Expert group meeting for develo...
 
Incidencia del Test de Apgar ≤ 7 a los 5 minutos (2008-2009)
Incidencia del Test de Apgar ≤ 7 a los 5 minutos (2008-2009) Incidencia del Test de Apgar ≤ 7 a los 5 minutos (2008-2009)
Incidencia del Test de Apgar ≤ 7 a los 5 minutos (2008-2009)
 
Fertility in Midlife
Fertility in MidlifeFertility in Midlife
Fertility in Midlife
 
u3117793 - Learning Package A
u3117793 - Learning Package Au3117793 - Learning Package A
u3117793 - Learning Package A
 

Andere mochten auch

New Rules Dealing with Conflicts of Interest in Public Health Service Funded ...
New Rules Dealing with Conflicts of Interest in Public Health Service Funded ...New Rules Dealing with Conflicts of Interest in Public Health Service Funded ...
New Rules Dealing with Conflicts of Interest in Public Health Service Funded ...HMO Research Network
 
Medicare Part D Cost Sharing and Antipsychotic Drug Use in Two Medicare Advan...
Medicare Part D Cost Sharing and Antipsychotic Drug Use in Two Medicare Advan...Medicare Part D Cost Sharing and Antipsychotic Drug Use in Two Medicare Advan...
Medicare Part D Cost Sharing and Antipsychotic Drug Use in Two Medicare Advan...HMO Research Network
 
Comparative Safety of Infliximaband Etanercept on the Risk of Serious Infecti...
Comparative Safety of Infliximaband Etanercept on the Risk of Serious Infecti...Comparative Safety of Infliximaband Etanercept on the Risk of Serious Infecti...
Comparative Safety of Infliximaband Etanercept on the Risk of Serious Infecti...HMO Research Network
 
Disparities in Antihypertensive Medication Adherence ADAMS
Disparities in Antihypertensive Medication Adherence ADAMSDisparities in Antihypertensive Medication Adherence ADAMS
Disparities in Antihypertensive Medication Adherence ADAMSHMO Research Network
 
A Multi State Markov Model for Analyzing Patterns of Use of Opiod Treatments ...
A Multi State Markov Model for Analyzing Patterns of Use of Opiod Treatments ...A Multi State Markov Model for Analyzing Patterns of Use of Opiod Treatments ...
A Multi State Markov Model for Analyzing Patterns of Use of Opiod Treatments ...HMO Research Network
 

Andere mochten auch (7)

New Rules Dealing with Conflicts of Interest in Public Health Service Funded ...
New Rules Dealing with Conflicts of Interest in Public Health Service Funded ...New Rules Dealing with Conflicts of Interest in Public Health Service Funded ...
New Rules Dealing with Conflicts of Interest in Public Health Service Funded ...
 
The Geography of Opportunity: The Intersection of Space, Race and Systemic Di...
The Geography of Opportunity: The Intersection of Space, Race and Systemic Di...The Geography of Opportunity: The Intersection of Space, Race and Systemic Di...
The Geography of Opportunity: The Intersection of Space, Race and Systemic Di...
 
From Populations to Patients
From Populations to PatientsFrom Populations to Patients
From Populations to Patients
 
Medicare Part D Cost Sharing and Antipsychotic Drug Use in Two Medicare Advan...
Medicare Part D Cost Sharing and Antipsychotic Drug Use in Two Medicare Advan...Medicare Part D Cost Sharing and Antipsychotic Drug Use in Two Medicare Advan...
Medicare Part D Cost Sharing and Antipsychotic Drug Use in Two Medicare Advan...
 
Comparative Safety of Infliximaband Etanercept on the Risk of Serious Infecti...
Comparative Safety of Infliximaband Etanercept on the Risk of Serious Infecti...Comparative Safety of Infliximaband Etanercept on the Risk of Serious Infecti...
Comparative Safety of Infliximaband Etanercept on the Risk of Serious Infecti...
 
Disparities in Antihypertensive Medication Adherence ADAMS
Disparities in Antihypertensive Medication Adherence ADAMSDisparities in Antihypertensive Medication Adherence ADAMS
Disparities in Antihypertensive Medication Adherence ADAMS
 
A Multi State Markov Model for Analyzing Patterns of Use of Opiod Treatments ...
A Multi State Markov Model for Analyzing Patterns of Use of Opiod Treatments ...A Multi State Markov Model for Analyzing Patterns of Use of Opiod Treatments ...
A Multi State Markov Model for Analyzing Patterns of Use of Opiod Treatments ...
 

Ähnlich wie Evaluation of Gestational Length Algorithm

2023-immunization-schedule-508 (1).pdf
2023-immunization-schedule-508 (1).pdf2023-immunization-schedule-508 (1).pdf
2023-immunization-schedule-508 (1).pdfSatyanarayanRaigar
 
Kuwait Newborn Screening Annual report 2015
Kuwait Newborn Screening Annual report  2015Kuwait Newborn Screening Annual report  2015
Kuwait Newborn Screening Annual report 2015Newborn Screening KW
 
Journal on breast feeding .pptx
 Journal on breast feeding .pptx Journal on breast feeding .pptx
Journal on breast feeding .pptxMinhajulIslam83
 
Data Search TableKeywordParametersCINAHLPubMedMedline
Data Search TableKeywordParametersCINAHLPubMedMedlineData Search TableKeywordParametersCINAHLPubMedMedline
Data Search TableKeywordParametersCINAHLPubMedMedlineOllieShoresna
 
Focused approach to antenatal care - First trimester screening
Focused approach to antenatal care - First trimester screeningFocused approach to antenatal care - First trimester screening
Focused approach to antenatal care - First trimester screeningBharti Gahtori
 
I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad TECNALIA Research & Innovation
 
Neonatal Fever: An Evidence Based Approach
Neonatal Fever: An Evidence Based ApproachNeonatal Fever: An Evidence Based Approach
Neonatal Fever: An Evidence Based Approachdpark419
 
Neonatal Outcome In Pregnancy Induced Hypertensive Mothers – A Tertiary Care ...
Neonatal Outcome In Pregnancy Induced Hypertensive Mothers – A Tertiary Care ...Neonatal Outcome In Pregnancy Induced Hypertensive Mothers – A Tertiary Care ...
Neonatal Outcome In Pregnancy Induced Hypertensive Mothers – A Tertiary Care ...iosrjce
 
GO MOMS Contraception by Andrea Henkel
GO MOMS Contraception by Andrea Henkel GO MOMS Contraception by Andrea Henkel
GO MOMS Contraception by Andrea Henkel alucia2
 

Ähnlich wie Evaluation of Gestational Length Algorithm (20)

Medically Indicated Deliveries Before 39 weeks
Medically Indicated Deliveries Before 39 weeksMedically Indicated Deliveries Before 39 weeks
Medically Indicated Deliveries Before 39 weeks
 
2023-immunization-schedule-508 (1).pdf
2023-immunization-schedule-508 (1).pdf2023-immunization-schedule-508 (1).pdf
2023-immunization-schedule-508 (1).pdf
 
Kuwait Newborn Screening Annual report 2015
Kuwait Newborn Screening Annual report  2015Kuwait Newborn Screening Annual report  2015
Kuwait Newborn Screening Annual report 2015
 
Antenatal care
Antenatal careAntenatal care
Antenatal care
 
Management-of-Postterm-Pregnancy
Management-of-Postterm-PregnancyManagement-of-Postterm-Pregnancy
Management-of-Postterm-Pregnancy
 
Journal on breast feeding .pptx
 Journal on breast feeding .pptx Journal on breast feeding .pptx
Journal on breast feeding .pptx
 
Journal Club new1.pptx
Journal Club new1.pptxJournal Club new1.pptx
Journal Club new1.pptx
 
Webinar: Strong Start for Mothers and Newborns - Reducing Early Elective Deli...
Webinar: Strong Start for Mothers and Newborns - Reducing Early Elective Deli...Webinar: Strong Start for Mothers and Newborns - Reducing Early Elective Deli...
Webinar: Strong Start for Mothers and Newborns - Reducing Early Elective Deli...
 
Data Search TableKeywordParametersCINAHLPubMedMedline
Data Search TableKeywordParametersCINAHLPubMedMedlineData Search TableKeywordParametersCINAHLPubMedMedline
Data Search TableKeywordParametersCINAHLPubMedMedline
 
MINDFUL DIGITAL PROGRAM
MINDFUL DIGITAL PROGRAMMINDFUL DIGITAL PROGRAM
MINDFUL DIGITAL PROGRAM
 
Focused approach to antenatal care - First trimester screening
Focused approach to antenatal care - First trimester screeningFocused approach to antenatal care - First trimester screening
Focused approach to antenatal care - First trimester screening
 
Preterm Labor.pptx
Preterm Labor.pptxPreterm Labor.pptx
Preterm Labor.pptx
 
I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad
 
Sonographic fetal weight estimation –
Sonographic fetal weight estimation –Sonographic fetal weight estimation –
Sonographic fetal weight estimation –
 
Anc
AncAnc
Anc
 
Neonatal Fever: An Evidence Based Approach
Neonatal Fever: An Evidence Based ApproachNeonatal Fever: An Evidence Based Approach
Neonatal Fever: An Evidence Based Approach
 
Prenatal care1 printerfriendly
Prenatal care1 printerfriendlyPrenatal care1 printerfriendly
Prenatal care1 printerfriendly
 
Neonatal Outcome In Pregnancy Induced Hypertensive Mothers – A Tertiary Care ...
Neonatal Outcome In Pregnancy Induced Hypertensive Mothers – A Tertiary Care ...Neonatal Outcome In Pregnancy Induced Hypertensive Mothers – A Tertiary Care ...
Neonatal Outcome In Pregnancy Induced Hypertensive Mothers – A Tertiary Care ...
 
GO MOMS Contraception by Andrea Henkel
GO MOMS Contraception by Andrea Henkel GO MOMS Contraception by Andrea Henkel
GO MOMS Contraception by Andrea Henkel
 
Scleroderma
SclerodermaScleroderma
Scleroderma
 

Mehr von HMO Research Network

A Descriptive Study of Vaccinations Occuring During Pregnancy HENNINGER
A Descriptive Study of Vaccinations Occuring During Pregnancy HENNINGERA Descriptive Study of Vaccinations Occuring During Pregnancy HENNINGER
A Descriptive Study of Vaccinations Occuring During Pregnancy HENNINGERHMO Research Network
 
The Use of Administrative Data and Natural Language Processing to Estimate th...
The Use of Administrative Data and Natural Language Processing to Estimate th...The Use of Administrative Data and Natural Language Processing to Estimate th...
The Use of Administrative Data and Natural Language Processing to Estimate th...HMO Research Network
 
Patient Views of KRAS Testing for Treatment of Metastatic Colorectal Cancer L...
Patient Views of KRAS Testing for Treatment of Metastatic Colorectal Cancer L...Patient Views of KRAS Testing for Treatment of Metastatic Colorectal Cancer L...
Patient Views of KRAS Testing for Treatment of Metastatic Colorectal Cancer L...HMO Research Network
 
Comparative Effectiveness of Chemotherapy Regimens for Advanced Lung Cancer C...
Comparative Effectiveness of Chemotherapy Regimens for Advanced Lung Cancer C...Comparative Effectiveness of Chemotherapy Regimens for Advanced Lung Cancer C...
Comparative Effectiveness of Chemotherapy Regimens for Advanced Lung Cancer C...HMO Research Network
 
CER HUB An Informatics Platform for Conducting Compartive Effectiveness with ...
CER HUB An Informatics Platform for Conducting Compartive Effectiveness with ...CER HUB An Informatics Platform for Conducting Compartive Effectiveness with ...
CER HUB An Informatics Platform for Conducting Compartive Effectiveness with ...HMO Research Network
 
An Application of Doubly Robust Estimation JOHNSON
An Application of Doubly Robust Estimation JOHNSONAn Application of Doubly Robust Estimation JOHNSON
An Application of Doubly Robust Estimation JOHNSONHMO Research Network
 
Risk Factors for Short Term Virologic Outcomes Among HIV Infected Patients Un...
Risk Factors for Short Term Virologic Outcomes Among HIV Infected Patients Un...Risk Factors for Short Term Virologic Outcomes Among HIV Infected Patients Un...
Risk Factors for Short Term Virologic Outcomes Among HIV Infected Patients Un...HMO Research Network
 
Expanding SEER Reporting with Comorbidity Data Colorectal Cancer HORNBROOK
Expanding SEER Reporting with Comorbidity Data Colorectal Cancer HORNBROOKExpanding SEER Reporting with Comorbidity Data Colorectal Cancer HORNBROOK
Expanding SEER Reporting with Comorbidity Data Colorectal Cancer HORNBROOKHMO Research Network
 
Drug Characteristics Associated with Medication Adherence Across Eight Diseas...
Drug Characteristics Associated with Medication Adherence Across Eight Diseas...Drug Characteristics Associated with Medication Adherence Across Eight Diseas...
Drug Characteristics Associated with Medication Adherence Across Eight Diseas...HMO Research Network
 
Feasibility of Implementing Screening Brief Intervention and Referral to Trea...
Feasibility of Implementing Screening Brief Intervention and Referral to Trea...Feasibility of Implementing Screening Brief Intervention and Referral to Trea...
Feasibility of Implementing Screening Brief Intervention and Referral to Trea...HMO Research Network
 
eCare for Heart Wellness A Trial to Test the Feasibility of Web Based Dietici...
eCare for Heart Wellness A Trial to Test the Feasibility of Web Based Dietici...eCare for Heart Wellness A Trial to Test the Feasibility of Web Based Dietici...
eCare for Heart Wellness A Trial to Test the Feasibility of Web Based Dietici...HMO Research Network
 
A Telephone Based Diabetes Prevention Program and Social Support for Weight L...
A Telephone Based Diabetes Prevention Program and Social Support for Weight L...A Telephone Based Diabetes Prevention Program and Social Support for Weight L...
A Telephone Based Diabetes Prevention Program and Social Support for Weight L...HMO Research Network
 
Technological Resources & Personnel Costs Required to Implement an Automated ...
Technological Resources & Personnel Costs Required to Implement an Automated ...Technological Resources & Personnel Costs Required to Implement an Automated ...
Technological Resources & Personnel Costs Required to Implement an Automated ...HMO Research Network
 
Online Patient Access to their Medical Record and Health Providers is Associa...
Online Patient Access to their Medical Record and Health Providers is Associa...Online Patient Access to their Medical Record and Health Providers is Associa...
Online Patient Access to their Medical Record and Health Providers is Associa...HMO Research Network
 
Documentations of Advanced Heath Care Directives Where Are They TAI_SEALE
Documentations of Advanced Heath Care Directives Where Are They TAI_SEALEDocumentations of Advanced Heath Care Directives Where Are They TAI_SEALE
Documentations of Advanced Heath Care Directives Where Are They TAI_SEALEHMO Research Network
 
A Simulated Diabetes Learning Intervention Improves Provider Knowledge and Co...
A Simulated Diabetes Learning Intervention Improves Provider Knowledge and Co...A Simulated Diabetes Learning Intervention Improves Provider Knowledge and Co...
A Simulated Diabetes Learning Intervention Improves Provider Knowledge and Co...HMO Research Network
 
Prevalence of Elevated Blood Pressure and BMI in US Children and Adolescents ...
Prevalence of Elevated Blood Pressure and BMI in US Children and Adolescents ...Prevalence of Elevated Blood Pressure and BMI in US Children and Adolescents ...
Prevalence of Elevated Blood Pressure and BMI in US Children and Adolescents ...HMO Research Network
 
Models of Integrated Care for Adolescent Alcohol and Drug Use in Pediatrics P...
Models of Integrated Care for Adolescent Alcohol and Drug Use in Pediatrics P...Models of Integrated Care for Adolescent Alcohol and Drug Use in Pediatrics P...
Models of Integrated Care for Adolescent Alcohol and Drug Use in Pediatrics P...HMO Research Network
 
I Got Mine Have you Gotten Yours Email to Promote Colorectal Cancer Screening...
I Got Mine Have you Gotten Yours Email to Promote Colorectal Cancer Screening...I Got Mine Have you Gotten Yours Email to Promote Colorectal Cancer Screening...
I Got Mine Have you Gotten Yours Email to Promote Colorectal Cancer Screening...HMO Research Network
 
Psychology in Primary Care An Evaluation of Best Practices BASU
Psychology in Primary Care An Evaluation of Best Practices BASUPsychology in Primary Care An Evaluation of Best Practices BASU
Psychology in Primary Care An Evaluation of Best Practices BASUHMO Research Network
 

Mehr von HMO Research Network (20)

A Descriptive Study of Vaccinations Occuring During Pregnancy HENNINGER
A Descriptive Study of Vaccinations Occuring During Pregnancy HENNINGERA Descriptive Study of Vaccinations Occuring During Pregnancy HENNINGER
A Descriptive Study of Vaccinations Occuring During Pregnancy HENNINGER
 
The Use of Administrative Data and Natural Language Processing to Estimate th...
The Use of Administrative Data and Natural Language Processing to Estimate th...The Use of Administrative Data and Natural Language Processing to Estimate th...
The Use of Administrative Data and Natural Language Processing to Estimate th...
 
Patient Views of KRAS Testing for Treatment of Metastatic Colorectal Cancer L...
Patient Views of KRAS Testing for Treatment of Metastatic Colorectal Cancer L...Patient Views of KRAS Testing for Treatment of Metastatic Colorectal Cancer L...
Patient Views of KRAS Testing for Treatment of Metastatic Colorectal Cancer L...
 
Comparative Effectiveness of Chemotherapy Regimens for Advanced Lung Cancer C...
Comparative Effectiveness of Chemotherapy Regimens for Advanced Lung Cancer C...Comparative Effectiveness of Chemotherapy Regimens for Advanced Lung Cancer C...
Comparative Effectiveness of Chemotherapy Regimens for Advanced Lung Cancer C...
 
CER HUB An Informatics Platform for Conducting Compartive Effectiveness with ...
CER HUB An Informatics Platform for Conducting Compartive Effectiveness with ...CER HUB An Informatics Platform for Conducting Compartive Effectiveness with ...
CER HUB An Informatics Platform for Conducting Compartive Effectiveness with ...
 
An Application of Doubly Robust Estimation JOHNSON
An Application of Doubly Robust Estimation JOHNSONAn Application of Doubly Robust Estimation JOHNSON
An Application of Doubly Robust Estimation JOHNSON
 
Risk Factors for Short Term Virologic Outcomes Among HIV Infected Patients Un...
Risk Factors for Short Term Virologic Outcomes Among HIV Infected Patients Un...Risk Factors for Short Term Virologic Outcomes Among HIV Infected Patients Un...
Risk Factors for Short Term Virologic Outcomes Among HIV Infected Patients Un...
 
Expanding SEER Reporting with Comorbidity Data Colorectal Cancer HORNBROOK
Expanding SEER Reporting with Comorbidity Data Colorectal Cancer HORNBROOKExpanding SEER Reporting with Comorbidity Data Colorectal Cancer HORNBROOK
Expanding SEER Reporting with Comorbidity Data Colorectal Cancer HORNBROOK
 
Drug Characteristics Associated with Medication Adherence Across Eight Diseas...
Drug Characteristics Associated with Medication Adherence Across Eight Diseas...Drug Characteristics Associated with Medication Adherence Across Eight Diseas...
Drug Characteristics Associated with Medication Adherence Across Eight Diseas...
 
Feasibility of Implementing Screening Brief Intervention and Referral to Trea...
Feasibility of Implementing Screening Brief Intervention and Referral to Trea...Feasibility of Implementing Screening Brief Intervention and Referral to Trea...
Feasibility of Implementing Screening Brief Intervention and Referral to Trea...
 
eCare for Heart Wellness A Trial to Test the Feasibility of Web Based Dietici...
eCare for Heart Wellness A Trial to Test the Feasibility of Web Based Dietici...eCare for Heart Wellness A Trial to Test the Feasibility of Web Based Dietici...
eCare for Heart Wellness A Trial to Test the Feasibility of Web Based Dietici...
 
A Telephone Based Diabetes Prevention Program and Social Support for Weight L...
A Telephone Based Diabetes Prevention Program and Social Support for Weight L...A Telephone Based Diabetes Prevention Program and Social Support for Weight L...
A Telephone Based Diabetes Prevention Program and Social Support for Weight L...
 
Technological Resources & Personnel Costs Required to Implement an Automated ...
Technological Resources & Personnel Costs Required to Implement an Automated ...Technological Resources & Personnel Costs Required to Implement an Automated ...
Technological Resources & Personnel Costs Required to Implement an Automated ...
 
Online Patient Access to their Medical Record and Health Providers is Associa...
Online Patient Access to their Medical Record and Health Providers is Associa...Online Patient Access to their Medical Record and Health Providers is Associa...
Online Patient Access to their Medical Record and Health Providers is Associa...
 
Documentations of Advanced Heath Care Directives Where Are They TAI_SEALE
Documentations of Advanced Heath Care Directives Where Are They TAI_SEALEDocumentations of Advanced Heath Care Directives Where Are They TAI_SEALE
Documentations of Advanced Heath Care Directives Where Are They TAI_SEALE
 
A Simulated Diabetes Learning Intervention Improves Provider Knowledge and Co...
A Simulated Diabetes Learning Intervention Improves Provider Knowledge and Co...A Simulated Diabetes Learning Intervention Improves Provider Knowledge and Co...
A Simulated Diabetes Learning Intervention Improves Provider Knowledge and Co...
 
Prevalence of Elevated Blood Pressure and BMI in US Children and Adolescents ...
Prevalence of Elevated Blood Pressure and BMI in US Children and Adolescents ...Prevalence of Elevated Blood Pressure and BMI in US Children and Adolescents ...
Prevalence of Elevated Blood Pressure and BMI in US Children and Adolescents ...
 
Models of Integrated Care for Adolescent Alcohol and Drug Use in Pediatrics P...
Models of Integrated Care for Adolescent Alcohol and Drug Use in Pediatrics P...Models of Integrated Care for Adolescent Alcohol and Drug Use in Pediatrics P...
Models of Integrated Care for Adolescent Alcohol and Drug Use in Pediatrics P...
 
I Got Mine Have you Gotten Yours Email to Promote Colorectal Cancer Screening...
I Got Mine Have you Gotten Yours Email to Promote Colorectal Cancer Screening...I Got Mine Have you Gotten Yours Email to Promote Colorectal Cancer Screening...
I Got Mine Have you Gotten Yours Email to Promote Colorectal Cancer Screening...
 
Psychology in Primary Care An Evaluation of Best Practices BASU
Psychology in Primary Care An Evaluation of Best Practices BASUPsychology in Primary Care An Evaluation of Best Practices BASU
Psychology in Primary Care An Evaluation of Best Practices BASU
 

Evaluation of Gestational Length Algorithm

  • 1. Evaluation of the Validity of a Gestational Length Algorithm Based upon Electronic Health Plan Data Qian Li, Susan. E. Andrade, William O. Cooper, Robert L. Davis, Sascha Dublin, Tarek A. Hammad, Pamala. A. Pawloski, Simone P. Pinheiro, Marsha A. Raebel, Pamela E. Scott, David. H. Smith, Inna Dashevsky, Katie Haffenreffer, Karin E. Johnson, Darren Toh 18th Annual HMO Research Network Conference, Seattle WA May 2, 2012
  • 2. Funding Source & Conflict of Interest  Contracts HHSF223200510012C, HHSF223200510009C, an d HHSF223200510008C from the U.S. FDA  Dr. Dublin funded by Paul Beeson Career Development Award from the National Institute on Aging, grant K23AG028954, and by Group Health Research Institute internal funds  Abstract not necessarily represent official views or endorsement of the FDA or the National Institute on Aging or the NIH  None of the other authors have conflict of interest
  • 3. Background  Medication effects often specific to particular gestational period  Electronic health plan databases are increasingly used in pregnancy research  Valid prenatal exposure status  Pharmacy dispensing data  Pregnancy beginning & gestational length  Computerized algorithm (delivery date + preterm birth ICD-9-CM)
  • 4. Objectives  To examine the validity of a common algorithm by comparing  algorithm-derived gestational length & prevalence of medication exposures during pregnancy  “gold standard” measures in birth certificates
  • 5. Data Source  Medication Exposure in Pregnancy Risk Evaluation Program (MEPREP) - U.S. Food and Drug Administration - HMO Research Network (8 health plans) - Kaiser Permanente California - Vanderbilt School of Medicine/Tenn Medicaid MEPREP - Enrollment - Socio-demographic (race/ethnicity) - Demographics - Medical - Outpatient pharmacy dispensing - Reproductive (parity, gestational age) - Outpatient and inpatient encounter Administrative and Birth Claims Certificate
  • 6. Study Population  Live born deliveries among women aged 15-45 years between Jan 1, 2001 and Dec 31, 2007  Availability of valid gestational length in linked birth certificate  Continuous enrollment and pharmacy benefit, 100 days before pregnancy through delivery
  • 7. Gestational Length Algorithm based on Health Plan Data ICD-9-CM code Definition Algorithm-derived gestational length Weeks Days 765.21 Less than 24 completed weeks of gestation 24 168 765.22 24 weeks of gestation 765.23 25-26 weeks of gestation 26 182 765.24 27-28 weeks of gestation 28 196 765.0-765.09 Extreme immaturity 765.25 29-30 weeks of gestation 30 210 765.26 31-32 weeks of gestation 32 224 765.27 33-34 weeks of gestation 34 238 765.28 35-36 weeks of gestation 36 252 765.1-765.19 Other preterm infants 765.20 Preterm with unspecified weeks of gestation 35 245 644.21 Onset of delivery before 37 completed weeks of gestation Gestational length for deliveries without an ICD-9-CM code for preterm birth in the table was assumed to be 270 days.
  • 8. “Gold Standard” Gestational Length  Birth certificate  last menstrual period (LMP)  clinical estimate (CE) / obstetric estimate (OE)  CDC’s National Center for Health Statistics (NCHS) approach  LMP primarily  CE/OE, when LMP not  available  20-45 weeks (adapted from NCHS)  compatible with birth weight
  • 9. Medication Exposure Dispensing dates + days supplied ; 14-day grace period Long term Short term Chronic Acute use basis Antidepressant Antibiotics s Amoxicillin Fluoxetine Azithromyci Sertraline n
  • 10. Statistical Analysis  Mean, range, proportion of term/preterm deliveries  Deliveries with two gestational lengths differ within 0, ±1, ±2, ±3, ±4, or greater than ±4 weeks (stratified by plurality)  Prenatal medication exposure  Sensitivity, specificity, PPV, NPV  Any time in pregnancy or by trimester  Stratified by term/preterm determined by the algorithm
  • 11. Study Results  Infants’ birth certificate files linked to health plan data in 92% deliveries  Gestational age missing/invalid in linked birth certificates in 0.4% deliveries  Final study population included 225,384 deliveries
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17. Discussion  Algorithm underestimated gestational length by average 5.5 days  Restricted to singleton deliveries (86% term)  270-day upper bound  Not in multiple-gestation deliveries (36% term)  ICD-9-CM codes for preterm births  Algorithm underestimated prevalence of preterm deliveries  15% in study population > 12% nationally  More women aged >35 years (21% vs. 14%)
  • 18. Discussion  Algorithm correctly classified the antidepressants and antibiotics exposure status in most women  Specificity and NPV close to 100%  Poorer sensitivity and PPV for antibiotics (sporadic) vs. antidepressants (chronic)  Overestimate on antibiotics due to 14-day grace period for dispensings
  • 19. Discussion  Strengths  Study population geographically and demographically diverse, increasing generalizability  Reasonable gold standard of gestational length for majority of study population  Limitations  Only evaluated 1 algorithm  Only evaluated 2 antidepressants and 2 antibiotics, unknown for other medications  Medication dispensed =?= medication use
  • 20. Conclusion  Gestational length algorithm based on health plan data (delivery date + preterm birth diagnosis) classified prenatal medication use well  Performance slightly poorer for short-term drugs (e.g. antibiotic)