SlideShare une entreprise Scribd logo
1  sur  19
Télécharger pour lire hors ligne
Profile of the effectiveness of detection of
atypia by the cervical cancer screening in the
municipalities of Rio de Janeiro
Sulafa Y.M. Ahmed*, R.T. Almeida and
M.G.P. Silva
Introduction
• Among all malignant tumors, cervical cancer is
the one that can be most effectively
controlled by screening.
• Effective screening requires the monitoring of• Effective screening requires the monitoring of
performance indicators for each of its phases.
• By tradition, the analysis of these indicators is
fragmented.
Brazilian Screening Program
• Coverage of Pap smear test (87%) - public and private
healthcare systems (IBGE, 2008).
• Seventeen years of opportunistic Pap smears screening
controlled by the actions of National Program Against Cervical
Cancer.
• The program's actions are monitored and managed by mean
of the Cervical Cancer Information System (SISCOLO, in
Portuguese).
• SISCOLO provides information related to the cytopathology
and histopathology exams performed by the Brazilian Public
Healthcare System.
Objective
To establish the effectiveness profile
of the municipalities of the State of
Rio de Janeiro/ Brazil related to the
detection of atypia by means of adetection of atypia by means of a
multivariate analysis.
Materials and Methods - Data
Production of 65 535 Pap smear
tests during year 2007 was obtained
from SISCOLO for 90 municipalitiesfrom SISCOLO for 90 municipalities
of Rio de Janeiro State, Brazil.
Materials and Methods - Variables
• Atypia: positive exam for
cancer precursor lesions.
• Reference laboratory: exams
carried out by the reference
laboratory of the state.
• Immature metaplasia: lesions
without risk for progression to
carcinoma (caused by an
inflammatory process).
Seven variables were used, which express the proportion of
tests by the municipality for the following conditions:
carried out by the reference
laboratory of the state.
• Adequability of slices: slices
with material of the cervix
area most susceptible to have
cancer cells.
• Age: exams of the women
within the recommended age
of program (25-59).
inflammatory process).
• Microflora absence: exams
without detection of vaginal
micro-organisms.
• STD: Presence of micro-
organism related to sexually
transmitted diseases.
Materials and Methods - Statistical Analysis
To characterize the profile of the
municipalities, the cluster analysis
technique was used by mean of
hierarchical method (completehierarchical method (complete
aggregation) and Euclidean distance
applying the R Statistical Package.
Results – Identified Groups
The cluster analysis identified four groups
Group No. Municipalities Population %
G1 20 51
G2 8 1
Total Population: 15 989 929
G2 8 1
G3 25 41
G4 37 7
Results - Dispersion of groups for the variables
that best discriminate the groups
Results - Dispersion of groups for the variables
that best discriminate the groups
Results - Dispersion of groups for the variables
that best discriminate the groups
Results - Dispersion of groups for the variables
that best discriminate the groups
Results - Dispersion of groups for the variables
that best discriminate the groups
Results - Dispersion of groups for the variables
that best discriminate the groups
Results - Dispersion of groups for the variables
that best discriminate the groups
Results - Human Development Index for groups
Dispersion of groups Human Development Index
Results - Human Development Index for groups
Dispersion of groups Human Development Index
Discussion and Conclusion
• The profile of the detection of atypia revealed 3 different
levels of detections among the groups (G1, G 3-4, G2).
• The reference laboratory seems to influence more the
detection of atypia than the adequability of slices.
• Socioeconomic factors seems either to influence the• Socioeconomic factors seems either to influence the
detection of atypia (G2).
• This profile shows that in order to increase the detection
capacity, it seems more effective to improve the quality of the
standard of Pap Smear tests and the adequability of slices
than to increase the production of exams isolated.
Thanks!
Sulafa YM Ahmed
e-mail: sulafa@peb.ufrj.br
Acknowledgement:Acknowledgement:
TWAS-CNPq Postgraduate Fellowship Programme,
HTAi Low and Middle Income Country Travel Grant,
Coordination for the Improvement of Higher Education personnel

Contenu connexe

Tendances

Duke Industry Statistics Symposium - Real world evidence , EHRs and Cancer S...
Duke Industry Statistics Symposium -  Real world evidence , EHRs and Cancer S...Duke Industry Statistics Symposium -  Real world evidence , EHRs and Cancer S...
Duke Industry Statistics Symposium - Real world evidence , EHRs and Cancer S...Warren Kibbe
 
The Stanford-Cancer Genome Atlas Portal Tutorial
The Stanford-Cancer Genome Atlas Portal TutorialThe Stanford-Cancer Genome Atlas Portal Tutorial
The Stanford-Cancer Genome Atlas Portal Tutorialpantcga
 
Ryblov - Presentation (ppt)
Ryblov - Presentation (ppt)Ryblov - Presentation (ppt)
Ryblov - Presentation (ppt)Artem Ryblov
 
Kibbe One Voice Against Cancer 20170605
Kibbe One Voice Against Cancer 20170605Kibbe One Voice Against Cancer 20170605
Kibbe One Voice Against Cancer 20170605Warren Kibbe
 
A Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge SystemA Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge SystemWarren Kibbe
 
Oncoset symposium kibbe 201704
Oncoset symposium kibbe 201704Oncoset symposium kibbe 201704
Oncoset symposium kibbe 201704Warren Kibbe
 
BALKAN MCO 2011 - A. Anttila - The European Commission programme for cervical...
BALKAN MCO 2011 - A. Anttila - The European Commission programme for cervical...BALKAN MCO 2011 - A. Anttila - The European Commission programme for cervical...
BALKAN MCO 2011 - A. Anttila - The European Commission programme for cervical...European School of Oncology
 
cBio Cancer Genomics Portal: Getting started
cBio Cancer Genomics Portal:  Getting startedcBio Cancer Genomics Portal:  Getting started
cBio Cancer Genomics Portal: Getting startedEthan Cerami
 
The Continuous Update Project: Novel approach to reviewing mechanistic evide...
 The Continuous Update Project: Novel approach to reviewing mechanistic evide... The Continuous Update Project: Novel approach to reviewing mechanistic evide...
The Continuous Update Project: Novel approach to reviewing mechanistic evide...World Cancer Research Fund International
 
Psychosocial And Behavioral Factors Related To The Post Partum97
Psychosocial And Behavioral Factors Related To The Post Partum97Psychosocial And Behavioral Factors Related To The Post Partum97
Psychosocial And Behavioral Factors Related To The Post Partum97umbcpsych308
 
Nci clinical genomics data sharing ncra sept 2016
Nci clinical genomics data sharing ncra sept 2016Nci clinical genomics data sharing ncra sept 2016
Nci clinical genomics data sharing ncra sept 2016Warren Kibbe
 
Trends in the Adoption of Robotic Surgery for Common Surgical Procedures
Trends in the Adoption of Robotic Surgery for Common Surgical ProceduresTrends in the Adoption of Robotic Surgery for Common Surgical Procedures
Trends in the Adoption of Robotic Surgery for Common Surgical ProceduresΔρ. Γιώργος K. Κασάπης
 
3-OnePager-BreastTrueHRP
3-OnePager-BreastTrueHRP3-OnePager-BreastTrueHRP
3-OnePager-BreastTrueHRPMark Martinez
 
Cancer Moonshot, Data sharing and the Genomic Data Commons
Cancer Moonshot, Data sharing and the Genomic Data CommonsCancer Moonshot, Data sharing and the Genomic Data Commons
Cancer Moonshot, Data sharing and the Genomic Data CommonsWarren Kibbe
 
Clinical & Molecular Epidemiology
Clinical & Molecular EpidemiologyClinical & Molecular Epidemiology
Clinical & Molecular Epidemiologygumccomm
 

Tendances (20)

Duke Industry Statistics Symposium - Real world evidence , EHRs and Cancer S...
Duke Industry Statistics Symposium -  Real world evidence , EHRs and Cancer S...Duke Industry Statistics Symposium -  Real world evidence , EHRs and Cancer S...
Duke Industry Statistics Symposium - Real world evidence , EHRs and Cancer S...
 
The Stanford-Cancer Genome Atlas Portal Tutorial
The Stanford-Cancer Genome Atlas Portal TutorialThe Stanford-Cancer Genome Atlas Portal Tutorial
The Stanford-Cancer Genome Atlas Portal Tutorial
 
Ryblov - Presentation (ppt)
Ryblov - Presentation (ppt)Ryblov - Presentation (ppt)
Ryblov - Presentation (ppt)
 
Kibbe One Voice Against Cancer 20170605
Kibbe One Voice Against Cancer 20170605Kibbe One Voice Against Cancer 20170605
Kibbe One Voice Against Cancer 20170605
 
A Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge SystemA Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge System
 
Oncoset symposium kibbe 201704
Oncoset symposium kibbe 201704Oncoset symposium kibbe 201704
Oncoset symposium kibbe 201704
 
Pr. Peivand Pirouzi - Calcium channel blocker treatments and cancer risk 2015...
Pr. Peivand Pirouzi - Calcium channel blocker treatments and cancer risk 2015...Pr. Peivand Pirouzi - Calcium channel blocker treatments and cancer risk 2015...
Pr. Peivand Pirouzi - Calcium channel blocker treatments and cancer risk 2015...
 
BALKAN MCO 2011 - A. Anttila - The European Commission programme for cervical...
BALKAN MCO 2011 - A. Anttila - The European Commission programme for cervical...BALKAN MCO 2011 - A. Anttila - The European Commission programme for cervical...
BALKAN MCO 2011 - A. Anttila - The European Commission programme for cervical...
 
cBio Cancer Genomics Portal: Getting started
cBio Cancer Genomics Portal:  Getting startedcBio Cancer Genomics Portal:  Getting started
cBio Cancer Genomics Portal: Getting started
 
The Continuous Update Project: Novel approach to reviewing mechanistic evide...
 The Continuous Update Project: Novel approach to reviewing mechanistic evide... The Continuous Update Project: Novel approach to reviewing mechanistic evide...
The Continuous Update Project: Novel approach to reviewing mechanistic evide...
 
The Center for Comparative Effectiveness in Genomic Medicine 10.19.09
The Center for Comparative Effectiveness in Genomic Medicine 10.19.09The Center for Comparative Effectiveness in Genomic Medicine 10.19.09
The Center for Comparative Effectiveness in Genomic Medicine 10.19.09
 
Psychosocial And Behavioral Factors Related To The Post Partum97
Psychosocial And Behavioral Factors Related To The Post Partum97Psychosocial And Behavioral Factors Related To The Post Partum97
Psychosocial And Behavioral Factors Related To The Post Partum97
 
Risk Clinic Module of HughesRiskApps
Risk Clinic Module of HughesRiskApps Risk Clinic Module of HughesRiskApps
Risk Clinic Module of HughesRiskApps
 
Risk Clinic Module of HughesRiskApps
Risk Clinic Module of HughesRiskAppsRisk Clinic Module of HughesRiskApps
Risk Clinic Module of HughesRiskApps
 
Nci clinical genomics data sharing ncra sept 2016
Nci clinical genomics data sharing ncra sept 2016Nci clinical genomics data sharing ncra sept 2016
Nci clinical genomics data sharing ncra sept 2016
 
Informing treatment decisions for women with DCIS
Informing treatment decisions for women with DCISInforming treatment decisions for women with DCIS
Informing treatment decisions for women with DCIS
 
Trends in the Adoption of Robotic Surgery for Common Surgical Procedures
Trends in the Adoption of Robotic Surgery for Common Surgical ProceduresTrends in the Adoption of Robotic Surgery for Common Surgical Procedures
Trends in the Adoption of Robotic Surgery for Common Surgical Procedures
 
3-OnePager-BreastTrueHRP
3-OnePager-BreastTrueHRP3-OnePager-BreastTrueHRP
3-OnePager-BreastTrueHRP
 
Cancer Moonshot, Data sharing and the Genomic Data Commons
Cancer Moonshot, Data sharing and the Genomic Data CommonsCancer Moonshot, Data sharing and the Genomic Data Commons
Cancer Moonshot, Data sharing and the Genomic Data Commons
 
Clinical & Molecular Epidemiology
Clinical & Molecular EpidemiologyClinical & Molecular Epidemiology
Clinical & Molecular Epidemiology
 

Similaire à HTAi 2015 - Profile of the effectiveness of detection of atypia by the cervical cancer screening in the municipalities of Rio de Janeiro

Centro de Investigacion de cancer en Guatemala
Centro de Investigacion de cancer en Guatemala Centro de Investigacion de cancer en Guatemala
Centro de Investigacion de cancer en Guatemala Hugo Raul Castro Salguero
 
Evidence based population health screening
Evidence based population health screeningEvidence based population health screening
Evidence based population health screeningmeducationdotnet
 
Benefit of Colorectal Cancer Genetic Testing: A systematic review
Benefit of Colorectal Cancer Genetic Testing: A systematic reviewBenefit of Colorectal Cancer Genetic Testing: A systematic review
Benefit of Colorectal Cancer Genetic Testing: A systematic reviewUniversiti Malaysia Sabah
 
Advanced Biostatistics and Data Analysis abdul ghafoor sajjad
Advanced Biostatistics and Data Analysis abdul ghafoor sajjadAdvanced Biostatistics and Data Analysis abdul ghafoor sajjad
Advanced Biostatistics and Data Analysis abdul ghafoor sajjadHeadDPT
 
QMU 2 : HPV Screening, May 2015
QMU 2 : HPV Screening, May 2015QMU 2 : HPV Screening, May 2015
QMU 2 : HPV Screening, May 2015Kok-Ming Choo
 
QMU 2: HPV Screening, April 2015
QMU 2: HPV Screening, April 2015QMU 2: HPV Screening, April 2015
QMU 2: HPV Screening, April 2015Quantum Diagnostics
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer Screeningdaranisaha
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer Screeningsemualkaira
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer Screeningsemualkaira
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer ScreeningJohnJulie1
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer ScreeningAnonIshanvi
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer ScreeningEditorSara
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer ScreeningNainaAnon
 
Use of Simulation- based Training for Cancer Education among Nigerian Clinicians
Use of Simulation- based Training for Cancer Education among Nigerian CliniciansUse of Simulation- based Training for Cancer Education among Nigerian Clinicians
Use of Simulation- based Training for Cancer Education among Nigerian Cliniciansasclepiuspdfs
 
Cancer registration and challenges in india
Cancer registration and challenges in indiaCancer registration and challenges in india
Cancer registration and challenges in indiaPriyamadhaba Behera
 

Similaire à HTAi 2015 - Profile of the effectiveness of detection of atypia by the cervical cancer screening in the municipalities of Rio de Janeiro (20)

Centro de Investigacion de cancer en Guatemala
Centro de Investigacion de cancer en Guatemala Centro de Investigacion de cancer en Guatemala
Centro de Investigacion de cancer en Guatemala
 
Evidence based population health screening
Evidence based population health screeningEvidence based population health screening
Evidence based population health screening
 
Benefit of Colorectal Cancer Genetic Testing: A systematic review
Benefit of Colorectal Cancer Genetic Testing: A systematic reviewBenefit of Colorectal Cancer Genetic Testing: A systematic review
Benefit of Colorectal Cancer Genetic Testing: A systematic review
 
CANCER PREVENTION & SCREENING IN INDIA.ppt
CANCER PREVENTION & SCREENING IN INDIA.pptCANCER PREVENTION & SCREENING IN INDIA.ppt
CANCER PREVENTION & SCREENING IN INDIA.ppt
 
UOG Journal Club: Analysis of cell-free DNA in maternal blood in screening fo...
UOG Journal Club: Analysis of cell-free DNA in maternal blood in screening fo...UOG Journal Club: Analysis of cell-free DNA in maternal blood in screening fo...
UOG Journal Club: Analysis of cell-free DNA in maternal blood in screening fo...
 
tom3
tom3tom3
tom3
 
Advanced Biostatistics and Data Analysis abdul ghafoor sajjad
Advanced Biostatistics and Data Analysis abdul ghafoor sajjadAdvanced Biostatistics and Data Analysis abdul ghafoor sajjad
Advanced Biostatistics and Data Analysis abdul ghafoor sajjad
 
Presentation1
Presentation1Presentation1
Presentation1
 
QMU 2 : HPV Screening, May 2015
QMU 2 : HPV Screening, May 2015QMU 2 : HPV Screening, May 2015
QMU 2 : HPV Screening, May 2015
 
QMU 2: HPV Screening, April 2015
QMU 2: HPV Screening, April 2015QMU 2: HPV Screening, April 2015
QMU 2: HPV Screening, April 2015
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer Screening
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer Screening
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer Screening
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer Screening
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer Screening
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer Screening
 
Principles of Cancer Screening
Principles of Cancer ScreeningPrinciples of Cancer Screening
Principles of Cancer Screening
 
Use of Simulation- based Training for Cancer Education among Nigerian Clinicians
Use of Simulation- based Training for Cancer Education among Nigerian CliniciansUse of Simulation- based Training for Cancer Education among Nigerian Clinicians
Use of Simulation- based Training for Cancer Education among Nigerian Clinicians
 
Cancer registration and challenges in india
Cancer registration and challenges in indiaCancer registration and challenges in india
Cancer registration and challenges in india
 
SIAC program report
SIAC program report SIAC program report
SIAC program report
 

Plus de REBRATSoficial

Desafios na Avaliação de Tecnologias para o Enfrentamento ao Aedes/Zika/Micro...
Desafios na Avaliação de Tecnologias para o Enfrentamento ao Aedes/Zika/Micro...Desafios na Avaliação de Tecnologias para o Enfrentamento ao Aedes/Zika/Micro...
Desafios na Avaliação de Tecnologias para o Enfrentamento ao Aedes/Zika/Micro...REBRATSoficial
 
Perfil de expressão diferencial de microRNAs plasmáticos como ferramenta para...
Perfil de expressão diferencial de microRNAs plasmáticos como ferramenta para...Perfil de expressão diferencial de microRNAs plasmáticos como ferramenta para...
Perfil de expressão diferencial de microRNAs plasmáticos como ferramenta para...REBRATSoficial
 
Desinvestimento - Centro Cochrane do Brasil
Desinvestimento - Centro Cochrane do BrasilDesinvestimento - Centro Cochrane do Brasil
Desinvestimento - Centro Cochrane do BrasilREBRATSoficial
 
Efetividade clínica comparativa e custo-efetividade do análogo de insulina Gl...
Efetividade clínica comparativa e custo-efetividade do análogo de insulina Gl...Efetividade clínica comparativa e custo-efetividade do análogo de insulina Gl...
Efetividade clínica comparativa e custo-efetividade do análogo de insulina Gl...REBRATSoficial
 
ALTERAÇÕES CARDIOVASCULARES E SÍNDROME METABÓLICA EM ADULTOS E IDOSOS DE RIO ...
ALTERAÇÕES CARDIOVASCULARES E SÍNDROME METABÓLICA EM ADULTOS E IDOSOS DE RIO ...ALTERAÇÕES CARDIOVASCULARES E SÍNDROME METABÓLICA EM ADULTOS E IDOSOS DE RIO ...
ALTERAÇÕES CARDIOVASCULARES E SÍNDROME METABÓLICA EM ADULTOS E IDOSOS DE RIO ...REBRATSoficial
 
Desenvolvimento, implantação e análise de um sistema (web) informatizado de r...
Desenvolvimento, implantação e análise de um sistema (web) informatizado de r...Desenvolvimento, implantação e análise de um sistema (web) informatizado de r...
Desenvolvimento, implantação e análise de um sistema (web) informatizado de r...REBRATSoficial
 
Intervenções educacionais para aumentar o controle da pressão arterial em pac...
Intervenções educacionais para aumentar o controle da pressão arterial em pac...Intervenções educacionais para aumentar o controle da pressão arterial em pac...
Intervenções educacionais para aumentar o controle da pressão arterial em pac...REBRATSoficial
 
Análise comparativa da adesão ao tratamento anti-hipertensivo e qualidade de ...
Análise comparativa da adesão ao tratamento anti-hipertensivo e qualidade de ...Análise comparativa da adesão ao tratamento anti-hipertensivo e qualidade de ...
Análise comparativa da adesão ao tratamento anti-hipertensivo e qualidade de ...REBRATSoficial
 
Análise de custo-efetividade do tratamento de doenças venosas crônicas (DVC) ...
Análise de custo-efetividade do tratamento de doenças venosas crônicas (DVC) ...Análise de custo-efetividade do tratamento de doenças venosas crônicas (DVC) ...
Análise de custo-efetividade do tratamento de doenças venosas crônicas (DVC) ...REBRATSoficial
 
Avaliação de Riscos Potenciais em Serviços de Hemodinâmica de três Estados Br...
Avaliação de Riscos Potenciais em Serviços de Hemodinâmica de três Estados Br...Avaliação de Riscos Potenciais em Serviços de Hemodinâmica de três Estados Br...
Avaliação de Riscos Potenciais em Serviços de Hemodinâmica de três Estados Br...REBRATSoficial
 
Avaliação de Segurança e Efetividade de Incubadoras Neonatais em Uso.
Avaliação de Segurança e Efetividade de Incubadoras Neonatais em Uso.Avaliação de Segurança e Efetividade de Incubadoras Neonatais em Uso.
Avaliação de Segurança e Efetividade de Incubadoras Neonatais em Uso.REBRATSoficial
 
Avaliação da parametrização para tomógrafos computadorizados e ressonância ma...
Avaliação da parametrização para tomógrafos computadorizados e ressonância ma...Avaliação da parametrização para tomógrafos computadorizados e ressonância ma...
Avaliação da parametrização para tomógrafos computadorizados e ressonância ma...REBRATSoficial
 
Comparação da acurácia diagnóstica de testes diagnósticos comerciais imunocro...
Comparação da acurácia diagnóstica de testes diagnósticos comerciais imunocro...Comparação da acurácia diagnóstica de testes diagnósticos comerciais imunocro...
Comparação da acurácia diagnóstica de testes diagnósticos comerciais imunocro...REBRATSoficial
 
Estudo de Acurácia da Fotografia Digital para Rastreamento de Retinopatia Dia...
Estudo de Acurácia da Fotografia Digital para Rastreamento de Retinopatia Dia...Estudo de Acurácia da Fotografia Digital para Rastreamento de Retinopatia Dia...
Estudo de Acurácia da Fotografia Digital para Rastreamento de Retinopatia Dia...REBRATSoficial
 
PTC - EFICÁCIA E SEGURANÇA DO SELANTE HEMOSTÁTICO DE FIBRINA EM ARTROPLASTIAS...
PTC - EFICÁCIA E SEGURANÇA DO SELANTE HEMOSTÁTICO DE FIBRINA EM ARTROPLASTIAS...PTC - EFICÁCIA E SEGURANÇA DO SELANTE HEMOSTÁTICO DE FIBRINA EM ARTROPLASTIAS...
PTC - EFICÁCIA E SEGURANÇA DO SELANTE HEMOSTÁTICO DE FIBRINA EM ARTROPLASTIAS...REBRATSoficial
 
Judicialização no Ministério da Saúde
Judicialização no Ministério da SaúdeJudicialização no Ministério da Saúde
Judicialização no Ministério da SaúdeREBRATSoficial
 
Apresentação do Dr. Luiz Ary Messina - Telessaúde.
Apresentação do Dr. Luiz Ary Messina - Telessaúde.Apresentação do Dr. Luiz Ary Messina - Telessaúde.
Apresentação do Dr. Luiz Ary Messina - Telessaúde.REBRATSoficial
 
Apresentação Louisa Stuwe - HTAi 2015 - 08 junho.
Apresentação Louisa Stuwe - HTAi 2015 - 08 junho.Apresentação Louisa Stuwe - HTAi 2015 - 08 junho.
Apresentação Louisa Stuwe - HTAi 2015 - 08 junho.REBRATSoficial
 
HTAi 2015 - Procurement of protein kinase inhibitors in Brazil: A scoping study
HTAi 2015 - Procurement of protein kinase inhibitors in Brazil: A scoping studyHTAi 2015 - Procurement of protein kinase inhibitors in Brazil: A scoping study
HTAi 2015 - Procurement of protein kinase inhibitors in Brazil: A scoping studyREBRATSoficial
 
HTAi 2015 - Mapping the stakeholder’s opinion of prioritisation criteria for ...
HTAi 2015 - Mapping the stakeholder’s opinion of prioritisation criteria for ...HTAi 2015 - Mapping the stakeholder’s opinion of prioritisation criteria for ...
HTAi 2015 - Mapping the stakeholder’s opinion of prioritisation criteria for ...REBRATSoficial
 

Plus de REBRATSoficial (20)

Desafios na Avaliação de Tecnologias para o Enfrentamento ao Aedes/Zika/Micro...
Desafios na Avaliação de Tecnologias para o Enfrentamento ao Aedes/Zika/Micro...Desafios na Avaliação de Tecnologias para o Enfrentamento ao Aedes/Zika/Micro...
Desafios na Avaliação de Tecnologias para o Enfrentamento ao Aedes/Zika/Micro...
 
Perfil de expressão diferencial de microRNAs plasmáticos como ferramenta para...
Perfil de expressão diferencial de microRNAs plasmáticos como ferramenta para...Perfil de expressão diferencial de microRNAs plasmáticos como ferramenta para...
Perfil de expressão diferencial de microRNAs plasmáticos como ferramenta para...
 
Desinvestimento - Centro Cochrane do Brasil
Desinvestimento - Centro Cochrane do BrasilDesinvestimento - Centro Cochrane do Brasil
Desinvestimento - Centro Cochrane do Brasil
 
Efetividade clínica comparativa e custo-efetividade do análogo de insulina Gl...
Efetividade clínica comparativa e custo-efetividade do análogo de insulina Gl...Efetividade clínica comparativa e custo-efetividade do análogo de insulina Gl...
Efetividade clínica comparativa e custo-efetividade do análogo de insulina Gl...
 
ALTERAÇÕES CARDIOVASCULARES E SÍNDROME METABÓLICA EM ADULTOS E IDOSOS DE RIO ...
ALTERAÇÕES CARDIOVASCULARES E SÍNDROME METABÓLICA EM ADULTOS E IDOSOS DE RIO ...ALTERAÇÕES CARDIOVASCULARES E SÍNDROME METABÓLICA EM ADULTOS E IDOSOS DE RIO ...
ALTERAÇÕES CARDIOVASCULARES E SÍNDROME METABÓLICA EM ADULTOS E IDOSOS DE RIO ...
 
Desenvolvimento, implantação e análise de um sistema (web) informatizado de r...
Desenvolvimento, implantação e análise de um sistema (web) informatizado de r...Desenvolvimento, implantação e análise de um sistema (web) informatizado de r...
Desenvolvimento, implantação e análise de um sistema (web) informatizado de r...
 
Intervenções educacionais para aumentar o controle da pressão arterial em pac...
Intervenções educacionais para aumentar o controle da pressão arterial em pac...Intervenções educacionais para aumentar o controle da pressão arterial em pac...
Intervenções educacionais para aumentar o controle da pressão arterial em pac...
 
Análise comparativa da adesão ao tratamento anti-hipertensivo e qualidade de ...
Análise comparativa da adesão ao tratamento anti-hipertensivo e qualidade de ...Análise comparativa da adesão ao tratamento anti-hipertensivo e qualidade de ...
Análise comparativa da adesão ao tratamento anti-hipertensivo e qualidade de ...
 
Análise de custo-efetividade do tratamento de doenças venosas crônicas (DVC) ...
Análise de custo-efetividade do tratamento de doenças venosas crônicas (DVC) ...Análise de custo-efetividade do tratamento de doenças venosas crônicas (DVC) ...
Análise de custo-efetividade do tratamento de doenças venosas crônicas (DVC) ...
 
Avaliação de Riscos Potenciais em Serviços de Hemodinâmica de três Estados Br...
Avaliação de Riscos Potenciais em Serviços de Hemodinâmica de três Estados Br...Avaliação de Riscos Potenciais em Serviços de Hemodinâmica de três Estados Br...
Avaliação de Riscos Potenciais em Serviços de Hemodinâmica de três Estados Br...
 
Avaliação de Segurança e Efetividade de Incubadoras Neonatais em Uso.
Avaliação de Segurança e Efetividade de Incubadoras Neonatais em Uso.Avaliação de Segurança e Efetividade de Incubadoras Neonatais em Uso.
Avaliação de Segurança e Efetividade de Incubadoras Neonatais em Uso.
 
Avaliação da parametrização para tomógrafos computadorizados e ressonância ma...
Avaliação da parametrização para tomógrafos computadorizados e ressonância ma...Avaliação da parametrização para tomógrafos computadorizados e ressonância ma...
Avaliação da parametrização para tomógrafos computadorizados e ressonância ma...
 
Comparação da acurácia diagnóstica de testes diagnósticos comerciais imunocro...
Comparação da acurácia diagnóstica de testes diagnósticos comerciais imunocro...Comparação da acurácia diagnóstica de testes diagnósticos comerciais imunocro...
Comparação da acurácia diagnóstica de testes diagnósticos comerciais imunocro...
 
Estudo de Acurácia da Fotografia Digital para Rastreamento de Retinopatia Dia...
Estudo de Acurácia da Fotografia Digital para Rastreamento de Retinopatia Dia...Estudo de Acurácia da Fotografia Digital para Rastreamento de Retinopatia Dia...
Estudo de Acurácia da Fotografia Digital para Rastreamento de Retinopatia Dia...
 
PTC - EFICÁCIA E SEGURANÇA DO SELANTE HEMOSTÁTICO DE FIBRINA EM ARTROPLASTIAS...
PTC - EFICÁCIA E SEGURANÇA DO SELANTE HEMOSTÁTICO DE FIBRINA EM ARTROPLASTIAS...PTC - EFICÁCIA E SEGURANÇA DO SELANTE HEMOSTÁTICO DE FIBRINA EM ARTROPLASTIAS...
PTC - EFICÁCIA E SEGURANÇA DO SELANTE HEMOSTÁTICO DE FIBRINA EM ARTROPLASTIAS...
 
Judicialização no Ministério da Saúde
Judicialização no Ministério da SaúdeJudicialização no Ministério da Saúde
Judicialização no Ministério da Saúde
 
Apresentação do Dr. Luiz Ary Messina - Telessaúde.
Apresentação do Dr. Luiz Ary Messina - Telessaúde.Apresentação do Dr. Luiz Ary Messina - Telessaúde.
Apresentação do Dr. Luiz Ary Messina - Telessaúde.
 
Apresentação Louisa Stuwe - HTAi 2015 - 08 junho.
Apresentação Louisa Stuwe - HTAi 2015 - 08 junho.Apresentação Louisa Stuwe - HTAi 2015 - 08 junho.
Apresentação Louisa Stuwe - HTAi 2015 - 08 junho.
 
HTAi 2015 - Procurement of protein kinase inhibitors in Brazil: A scoping study
HTAi 2015 - Procurement of protein kinase inhibitors in Brazil: A scoping studyHTAi 2015 - Procurement of protein kinase inhibitors in Brazil: A scoping study
HTAi 2015 - Procurement of protein kinase inhibitors in Brazil: A scoping study
 
HTAi 2015 - Mapping the stakeholder’s opinion of prioritisation criteria for ...
HTAi 2015 - Mapping the stakeholder’s opinion of prioritisation criteria for ...HTAi 2015 - Mapping the stakeholder’s opinion of prioritisation criteria for ...
HTAi 2015 - Mapping the stakeholder’s opinion of prioritisation criteria for ...
 

Dernier

VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...jageshsingh5554
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...chandars293
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋TANUJA PANDEY
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...chandars293
 
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiAlinaDevecerski
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsGfnyt
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...Taniya Sharma
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Call Girls in Nagpur High Profile
 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableDipal Arora
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipurparulsinha
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableDipal Arora
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 

Dernier (20)

VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
 
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
 
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD available
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 

HTAi 2015 - Profile of the effectiveness of detection of atypia by the cervical cancer screening in the municipalities of Rio de Janeiro

  • 1. Profile of the effectiveness of detection of atypia by the cervical cancer screening in the municipalities of Rio de Janeiro Sulafa Y.M. Ahmed*, R.T. Almeida and M.G.P. Silva
  • 2. Introduction • Among all malignant tumors, cervical cancer is the one that can be most effectively controlled by screening. • Effective screening requires the monitoring of• Effective screening requires the monitoring of performance indicators for each of its phases. • By tradition, the analysis of these indicators is fragmented.
  • 3. Brazilian Screening Program • Coverage of Pap smear test (87%) - public and private healthcare systems (IBGE, 2008). • Seventeen years of opportunistic Pap smears screening controlled by the actions of National Program Against Cervical Cancer. • The program's actions are monitored and managed by mean of the Cervical Cancer Information System (SISCOLO, in Portuguese). • SISCOLO provides information related to the cytopathology and histopathology exams performed by the Brazilian Public Healthcare System.
  • 4. Objective To establish the effectiveness profile of the municipalities of the State of Rio de Janeiro/ Brazil related to the detection of atypia by means of adetection of atypia by means of a multivariate analysis.
  • 5. Materials and Methods - Data Production of 65 535 Pap smear tests during year 2007 was obtained from SISCOLO for 90 municipalitiesfrom SISCOLO for 90 municipalities of Rio de Janeiro State, Brazil.
  • 6. Materials and Methods - Variables • Atypia: positive exam for cancer precursor lesions. • Reference laboratory: exams carried out by the reference laboratory of the state. • Immature metaplasia: lesions without risk for progression to carcinoma (caused by an inflammatory process). Seven variables were used, which express the proportion of tests by the municipality for the following conditions: carried out by the reference laboratory of the state. • Adequability of slices: slices with material of the cervix area most susceptible to have cancer cells. • Age: exams of the women within the recommended age of program (25-59). inflammatory process). • Microflora absence: exams without detection of vaginal micro-organisms. • STD: Presence of micro- organism related to sexually transmitted diseases.
  • 7. Materials and Methods - Statistical Analysis To characterize the profile of the municipalities, the cluster analysis technique was used by mean of hierarchical method (completehierarchical method (complete aggregation) and Euclidean distance applying the R Statistical Package.
  • 8. Results – Identified Groups The cluster analysis identified four groups Group No. Municipalities Population % G1 20 51 G2 8 1 Total Population: 15 989 929 G2 8 1 G3 25 41 G4 37 7
  • 9. Results - Dispersion of groups for the variables that best discriminate the groups
  • 10. Results - Dispersion of groups for the variables that best discriminate the groups
  • 11. Results - Dispersion of groups for the variables that best discriminate the groups
  • 12. Results - Dispersion of groups for the variables that best discriminate the groups
  • 13. Results - Dispersion of groups for the variables that best discriminate the groups
  • 14. Results - Dispersion of groups for the variables that best discriminate the groups
  • 15. Results - Dispersion of groups for the variables that best discriminate the groups
  • 16. Results - Human Development Index for groups Dispersion of groups Human Development Index
  • 17. Results - Human Development Index for groups Dispersion of groups Human Development Index
  • 18. Discussion and Conclusion • The profile of the detection of atypia revealed 3 different levels of detections among the groups (G1, G 3-4, G2). • The reference laboratory seems to influence more the detection of atypia than the adequability of slices. • Socioeconomic factors seems either to influence the• Socioeconomic factors seems either to influence the detection of atypia (G2). • This profile shows that in order to increase the detection capacity, it seems more effective to improve the quality of the standard of Pap Smear tests and the adequability of slices than to increase the production of exams isolated.
  • 19. Thanks! Sulafa YM Ahmed e-mail: sulafa@peb.ufrj.br Acknowledgement:Acknowledgement: TWAS-CNPq Postgraduate Fellowship Programme, HTAi Low and Middle Income Country Travel Grant, Coordination for the Improvement of Higher Education personnel