SlideShare a Scribd company logo
PRECISION MEDICINE
dal genoma
all’esposoma
Roberto Mollica
Bergamo, 14 giugno 2016
SERT 3 – ATS Metropolitana di Milano
PARADIGM SHIFT #3
Precision medicine System medicine
PARADIMG SHIFT #2
Big data Analytics
PARADIGM SHIFT #1
Omran Omics
PARADIGM SHIFT #3
Precision medicine System medicine
PARADIMG SHIFT #2
Big data Analytics
PARADIGM SHIFT #1
Omran Omics
Una scienza omica studia un argomento il cui suffisso termina in -oma. Per
questa ragione, la trascrittomica studia il trascrittoma, la genomica il genoma,
la proteinomica il proteoma e via dicendo.
THE NEED OF INVENTING “OMICS”
The need to create these words rose from the need to study
holistic or the totality of the biology of the systems (systems
biology).
Phenomics
Phenomics
Dati clinici ~10%
Professionisti della salute
Dati genetici ~30%
Laboratorio
Dati esogeni ~60%
Prodotti da clienti
“Health Policy Brief: The Relative Contribution
of Multiple Determinants to Health
Outcomes,” Health Affairs, August 21, 2014.
Dati esogeni ~60%
Prodotti da clienti
Dati esogeni ~60%
Prodotti da clienti
Dati esogeni ~60%
Prodotti da clienti
Dati esogeni ~60%
Prodotti da clienti
The bands biometric sensors monitor tangible metrics such as moods, happiness,
stress and even fertility tracking. The standard features of tracking fitness,
activity, and sleep patterns are also present, making this wearable tech a gateway
into both mind and body.
Dati esogeni ~60%
Prodotti da clienti
PARADIGM SHIFT #3
Precision medicine System medicine
PARADIMG SHIFT #2
Big data Analytics
PARADIGM SHIFT #1
Omran Omics
Catena del valore dei dati personali
Dal “produttore” al “consumatore/beneficiario”
Big Data management by Analytics
PARADIGM SHIFT #3
Precision medicine System medicine
PARADIMG SHIFT #2
Big data Analytics
PARADIGM SHIFT #1
Omran Omics
Big Data and the paradigm shift
No longer we will pool data from individuals to predict
what happens at the population level.
Instead, population data will be so comprehensive that it
will accurately predict what happens to an individual.
Omics
Schema semplificato di organizzazione sistemica del vivente
Abstract
The National Institutes of Health's (NIH) commitment to improving health outcomes for
women and men through rigorous science has been compromised by the lack of basic
science evidence obtained from female animals. To correct this limitation, in June 2015 the
NIH announced expectations that "sex," as a biological variable, be included into research
design and analysis in studies of vertebrate animals and humans (NOT-OD-15-102).
Scientists must take the responsibility to implement this directive. However, in doing so,
there is a risk that attention could be restricted to only studies of direct comparison
between female/women and male/men. By contrast, understanding how sex influences
health and disease needs to take a programmatic approach that includes the study of sex-
specific conditions. A programmatic approach will assure the advancement of knowledge to
improve women's health.
Suggestion from Pristipino C.
Diseasoma (x..ome)
System medicine
Average patient
«one-size-fits-all»
Bio-psycho-socio-environmental
approach
"YOU CAN'T DO TODAY'S JOB
WITH YESTERDAY'S METHODS
AND BE IN BUSINESS TOMORROW"
Addiction and gender. Bergamo 14 giugno 2016
Roberto Mollica

More Related Content

What's hot

Complete abstract book astmh atlanta 2012-usa
Complete abstract book astmh   atlanta 2012-usaComplete abstract book astmh   atlanta 2012-usa
Complete abstract book astmh atlanta 2012-usa
Percy Lezama
 
Overview of Michigan State University Brucellosis Research in Africa
Overview of  Michigan State University Brucellosis Research in AfricaOverview of  Michigan State University Brucellosis Research in Africa
Overview of Michigan State University Brucellosis Research in Africa
ILRI
 
Rotavirus vs other ADD
Rotavirus vs other ADDRotavirus vs other ADD
Rotavirus vs other ADD
Kannan Chinnasamy
 
Referencias bibliográficas
Referencias bibliográficas  Referencias bibliográficas
Referencias bibliográficas
Ana Bernal de la Cerda
 
Referencias bibliogrficas
Referencias bibliogrficas Referencias bibliogrficas
Referencias bibliogrficas
Ana Bernal de la Cerda
 
Art chagas
Art chagasArt chagas
Animal rights vs Medical research
Animal rights vs Medical researchAnimal rights vs Medical research
Animal rights vs Medical research
Amna Zafar
 
REFRACT Lima 2019
REFRACT Lima 2019REFRACT Lima 2019
REFRACT Lima 2019
Fanny Casado, Ph.D.
 
ADN structure and genes
ADN structure and genesADN structure and genes
ADN structure and genes
Natalia Barrera
 
Art ehrlichia
Art ehrlichiaArt ehrlichia
Art ehrlichia
DanielFernandoGonzal6
 
Cell Evolution
Cell EvolutionCell Evolution
Cell Evolution
Paulina Campo
 
Cell Evolution
Cell EvolutionCell Evolution
Cell Evolution
Paulina Campo
 
Edad sexo nutricion y recuperacion cd4 coinfeccion VIH/TBC
Edad sexo nutricion y recuperacion cd4 coinfeccion VIH/TBCEdad sexo nutricion y recuperacion cd4 coinfeccion VIH/TBC
Edad sexo nutricion y recuperacion cd4 coinfeccion VIH/TBC
Alex Castañeda-Sabogal
 
Big data exposome and pediatric outcomes
Big data exposome and pediatric outcomesBig data exposome and pediatric outcomes
Big data exposome and pediatric outcomes
Chirag Patel
 
annotated bibliography fcns 309
annotated bibliography fcns 309annotated bibliography fcns 309
annotated bibliography fcns 309Dario Diaz
 
intrasellar-parasitic-infection-finding-the-culprit - how-to-get-the-right-di...
intrasellar-parasitic-infection-finding-the-culprit - how-to-get-the-right-di...intrasellar-parasitic-infection-finding-the-culprit - how-to-get-the-right-di...
intrasellar-parasitic-infection-finding-the-culprit - how-to-get-the-right-di...
Peertechz Publications
 
Risk factors for antimicrobial
Risk factors for antimicrobialRisk factors for antimicrobial
Risk factors for antimicrobial
Massiel Sabrina De la Peña Aguirre
 
Search engine for E NEU network science 080817
Search engine for E NEU network science 080817Search engine for E NEU network science 080817
Search engine for E NEU network science 080817
Chirag Patel
 
2018 ohio deer populations show high rates of toxoplasmosis infection
2018 ohio deer populations show high rates of toxoplasmosis infection2018 ohio deer populations show high rates of toxoplasmosis infection
2018 ohio deer populations show high rates of toxoplasmosis infection
HVCClibrary
 

What's hot (20)

Complete abstract book astmh atlanta 2012-usa
Complete abstract book astmh   atlanta 2012-usaComplete abstract book astmh   atlanta 2012-usa
Complete abstract book astmh atlanta 2012-usa
 
Overview of Michigan State University Brucellosis Research in Africa
Overview of  Michigan State University Brucellosis Research in AfricaOverview of  Michigan State University Brucellosis Research in Africa
Overview of Michigan State University Brucellosis Research in Africa
 
Rotavirus vs other ADD
Rotavirus vs other ADDRotavirus vs other ADD
Rotavirus vs other ADD
 
Referencias bibliográficas
Referencias bibliográficas  Referencias bibliográficas
Referencias bibliográficas
 
Referencias bibliogrficas
Referencias bibliogrficas Referencias bibliogrficas
Referencias bibliogrficas
 
Art chagas
Art chagasArt chagas
Art chagas
 
Animal rights vs Medical research
Animal rights vs Medical researchAnimal rights vs Medical research
Animal rights vs Medical research
 
REFRACT Lima 2019
REFRACT Lima 2019REFRACT Lima 2019
REFRACT Lima 2019
 
ADN structure and genes
ADN structure and genesADN structure and genes
ADN structure and genes
 
Art ehrlichia
Art ehrlichiaArt ehrlichia
Art ehrlichia
 
Cell Evolution
Cell EvolutionCell Evolution
Cell Evolution
 
Cell Evolution
Cell EvolutionCell Evolution
Cell Evolution
 
Edad sexo nutricion y recuperacion cd4 coinfeccion VIH/TBC
Edad sexo nutricion y recuperacion cd4 coinfeccion VIH/TBCEdad sexo nutricion y recuperacion cd4 coinfeccion VIH/TBC
Edad sexo nutricion y recuperacion cd4 coinfeccion VIH/TBC
 
Big data exposome and pediatric outcomes
Big data exposome and pediatric outcomesBig data exposome and pediatric outcomes
Big data exposome and pediatric outcomes
 
annotated bibliography fcns 309
annotated bibliography fcns 309annotated bibliography fcns 309
annotated bibliography fcns 309
 
portfolio 2016-1- (1)
portfolio 2016-1- (1)portfolio 2016-1- (1)
portfolio 2016-1- (1)
 
intrasellar-parasitic-infection-finding-the-culprit - how-to-get-the-right-di...
intrasellar-parasitic-infection-finding-the-culprit - how-to-get-the-right-di...intrasellar-parasitic-infection-finding-the-culprit - how-to-get-the-right-di...
intrasellar-parasitic-infection-finding-the-culprit - how-to-get-the-right-di...
 
Risk factors for antimicrobial
Risk factors for antimicrobialRisk factors for antimicrobial
Risk factors for antimicrobial
 
Search engine for E NEU network science 080817
Search engine for E NEU network science 080817Search engine for E NEU network science 080817
Search engine for E NEU network science 080817
 
2018 ohio deer populations show high rates of toxoplasmosis infection
2018 ohio deer populations show high rates of toxoplasmosis infection2018 ohio deer populations show high rates of toxoplasmosis infection
2018 ohio deer populations show high rates of toxoplasmosis infection
 

Viewers also liked

Disruption&addiction
Disruption&addictionDisruption&addiction
Disruption&addiction
Roberto Mollica
 
Indagine conoscitiva sull’applicazione di tecnologie nel settore delle
Indagine conoscitiva sull’applicazione di tecnologie nel settore delleIndagine conoscitiva sull’applicazione di tecnologie nel settore delle
Indagine conoscitiva sull’applicazione di tecnologie nel settore delle
Roberto Mollica
 
Gap e nuove tecnologie
Gap e nuove tecnologieGap e nuove tecnologie
Gap e nuove tecnologie
Roberto Mollica
 
268 916-1-pb
268 916-1-pb268 916-1-pb
268 916-1-pb
leonoyola
 
Por favor miren al cielo
Por favor miren al cieloPor favor miren al cielo
Por favor miren al cielo
hjonilton
 
El exito
El exitoEl exito
Preguntes debat coneixements previs
Preguntes debat coneixements previsPreguntes debat coneixements previs
Preguntes debat coneixements previs
laia2012
 
Balancing boomerang
Balancing boomerangBalancing boomerang
Balancing boomerangNcharritton
 
Outsourcing bij cegeka
Outsourcing bij cegekaOutsourcing bij cegeka
Outsourcing bij cegekajpljonkman
 
Mark brooks resume detailed 3282016 detailed
Mark brooks resume detailed 3282016 detailedMark brooks resume detailed 3282016 detailed
Mark brooks resume detailed 3282016 detailed
Mark Brooks
 
Pahang UPSR Trial English Paper 2 2015
Pahang UPSR Trial English Paper 2 2015Pahang UPSR Trial English Paper 2 2015
Pahang UPSR Trial English Paper 2 2015
nz999
 
10 karakter utama
10 karakter utama10 karakter utama
10 karakter utama
mustofa kamal
 
TDC2016POA | Trilha Android - Monetização: conheça a rede de anúncios que pag...
TDC2016POA | Trilha Android - Monetização: conheça a rede de anúncios que pag...TDC2016POA | Trilha Android - Monetização: conheça a rede de anúncios que pag...
TDC2016POA | Trilha Android - Monetização: conheça a rede de anúncios que pag...
tdc-globalcode
 
Un hombre de corazón firme en la prueba
Un hombre de corazón firme en la pruebaUn hombre de corazón firme en la prueba
Un hombre de corazón firme en la prueba
hjonilton
 
Selangor UPSR Trial English Paper 2 2015
Selangor UPSR Trial English Paper 2 2015Selangor UPSR Trial English Paper 2 2015
Selangor UPSR Trial English Paper 2 2015
nz999
 
La navidad es
La navidad esLa navidad es
La navidad es
hjonilton
 
Bases para una célula exitosa
Bases para una célula exitosaBases para una célula exitosa
Bases para una célula exitosa
nancy carolina lopez perez
 
Presentació Controladors
Presentació ControladorsPresentació Controladors
Presentació Controladors
Alex Calugaru
 
บทที่ 3 เทคโน ม.6 copy
บทที่ 3 เทคโน ม.6   copyบทที่ 3 เทคโน ม.6   copy
บทที่ 3 เทคโน ม.6 copy
ครู อินดี้
 

Viewers also liked (20)

Disruption&addiction
Disruption&addictionDisruption&addiction
Disruption&addiction
 
Indagine conoscitiva sull’applicazione di tecnologie nel settore delle
Indagine conoscitiva sull’applicazione di tecnologie nel settore delleIndagine conoscitiva sull’applicazione di tecnologie nel settore delle
Indagine conoscitiva sull’applicazione di tecnologie nel settore delle
 
Gap e nuove tecnologie
Gap e nuove tecnologieGap e nuove tecnologie
Gap e nuove tecnologie
 
página 1 cómic
página 1 cómicpágina 1 cómic
página 1 cómic
 
268 916-1-pb
268 916-1-pb268 916-1-pb
268 916-1-pb
 
Por favor miren al cielo
Por favor miren al cieloPor favor miren al cielo
Por favor miren al cielo
 
El exito
El exitoEl exito
El exito
 
Preguntes debat coneixements previs
Preguntes debat coneixements previsPreguntes debat coneixements previs
Preguntes debat coneixements previs
 
Balancing boomerang
Balancing boomerangBalancing boomerang
Balancing boomerang
 
Outsourcing bij cegeka
Outsourcing bij cegekaOutsourcing bij cegeka
Outsourcing bij cegeka
 
Mark brooks resume detailed 3282016 detailed
Mark brooks resume detailed 3282016 detailedMark brooks resume detailed 3282016 detailed
Mark brooks resume detailed 3282016 detailed
 
Pahang UPSR Trial English Paper 2 2015
Pahang UPSR Trial English Paper 2 2015Pahang UPSR Trial English Paper 2 2015
Pahang UPSR Trial English Paper 2 2015
 
10 karakter utama
10 karakter utama10 karakter utama
10 karakter utama
 
TDC2016POA | Trilha Android - Monetização: conheça a rede de anúncios que pag...
TDC2016POA | Trilha Android - Monetização: conheça a rede de anúncios que pag...TDC2016POA | Trilha Android - Monetização: conheça a rede de anúncios que pag...
TDC2016POA | Trilha Android - Monetização: conheça a rede de anúncios que pag...
 
Un hombre de corazón firme en la prueba
Un hombre de corazón firme en la pruebaUn hombre de corazón firme en la prueba
Un hombre de corazón firme en la prueba
 
Selangor UPSR Trial English Paper 2 2015
Selangor UPSR Trial English Paper 2 2015Selangor UPSR Trial English Paper 2 2015
Selangor UPSR Trial English Paper 2 2015
 
La navidad es
La navidad esLa navidad es
La navidad es
 
Bases para una célula exitosa
Bases para una célula exitosaBases para una célula exitosa
Bases para una célula exitosa
 
Presentació Controladors
Presentació ControladorsPresentació Controladors
Presentació Controladors
 
บทที่ 3 เทคโน ม.6 copy
บทที่ 3 เทคโน ม.6   copyบทที่ 3 เทคโน ม.6   copy
บทที่ 3 เทคโน ม.6 copy
 

Similar to Precision medicine: dal genoma all'esposoma

의료 빅데이터 - 개념 입문과 임상의사가 할 수 있는 일
의료 빅데이터 - 개념 입문과 임상의사가 할 수 있는 일의료 빅데이터 - 개념 입문과 임상의사가 할 수 있는 일
의료 빅데이터 - 개념 입문과 임상의사가 할 수 있는 일
Hyung Jin Choi
 
Morphologomics - Challenges for Surgical Pathology in the Genomic Age by Dr. ...
Morphologomics - Challenges for Surgical Pathology in the Genomic Age by Dr. ...Morphologomics - Challenges for Surgical Pathology in the Genomic Age by Dr. ...
Morphologomics - Challenges for Surgical Pathology in the Genomic Age by Dr. ...
Cirdan
 
Data Mining and Big Data Analytics in Pharma
Data Mining and Big Data Analytics in Pharma Data Mining and Big Data Analytics in Pharma
Data Mining and Big Data Analytics in Pharma Ankur Khanna
 
20160119 디지털 헬스케어 의사모임 1월 전체 파일 v3
20160119 디지털 헬스케어 의사모임 1월 전체 파일 v320160119 디지털 헬스케어 의사모임 1월 전체 파일 v3
20160119 디지털 헬스케어 의사모임 1월 전체 파일 v3
Chiweon Kim
 
2013-04-17: The Promise, Current State, And Future of Personalized Medicine
2013-04-17: The Promise, Current State, And Future of Personalized Medicine2013-04-17: The Promise, Current State, And Future of Personalized Medicine
2013-04-17: The Promise, Current State, And Future of Personalized Medicine
Baltimore Lean Startup
 
Genomics in Society: Genomics, Cellular Networks, Preventive Medicine, and So...
Genomics in Society: Genomics, Cellular Networks, Preventive Medicine, and So...Genomics in Society: Genomics, Cellular Networks, Preventive Medicine, and So...
Genomics in Society: Genomics, Cellular Networks, Preventive Medicine, and So...
Larry Smarr
 
Biomol
BiomolBiomol
Early phase drug development and the fda roadmap final version 2ax
Early phase drug development and the fda roadmap final version 2axEarly phase drug development and the fda roadmap final version 2ax
Early phase drug development and the fda roadmap final version 2ax
E. Dennis Bashaw
 
From Big Data to Precision Medicine
From Big Data to Precision Medicine From Big Data to Precision Medicine
From Big Data to Precision Medicine
Year of the X
 
International Journal of Proteomics & Bioinformatics
International Journal of Proteomics & BioinformaticsInternational Journal of Proteomics & Bioinformatics
International Journal of Proteomics & Bioinformatics
SciRes Literature LLC. | Open Access Journals
 
The state of the art in behavioral machine learning for healthcare
The state of the art in behavioral machine learning for healthcareThe state of the art in behavioral machine learning for healthcare
The state of the art in behavioral machine learning for healthcare
Africa Perianez
 
K Bobyk - %22A Primer on Personalized Medicine - The Imminent Systemic Shift%...
K Bobyk - %22A Primer on Personalized Medicine - The Imminent Systemic Shift%...K Bobyk - %22A Primer on Personalized Medicine - The Imminent Systemic Shift%...
K Bobyk - %22A Primer on Personalized Medicine - The Imminent Systemic Shift%...Kostyantyn Bobyk
 
BRN Seminar 13/06/16 12 Revolutionizing healthcare management
BRN Seminar 13/06/16 12 Revolutionizing healthcare managementBRN Seminar 13/06/16 12 Revolutionizing healthcare management
BRN Seminar 13/06/16 12 Revolutionizing healthcare management
brnmomentum
 
Revolutionizing Heathcare and Wellness Management through Systems P4 Medicine
Revolutionizing Heathcare and Wellness Management through Systems P4 MedicineRevolutionizing Heathcare and Wellness Management through Systems P4 Medicine
Revolutionizing Heathcare and Wellness Management through Systems P4 Medicine
brnbarcelona
 
proteomics and system biology
proteomics and system biologyproteomics and system biology
proteomics and system biology
Nawfal Aldujaily
 
(서울의대 공유용) 빅데이터 분석 유전체 정보와 개인라이프로그 정보 활용-2015_11_24
(서울의대 공유용) 빅데이터 분석  유전체 정보와 개인라이프로그 정보 활용-2015_11_24(서울의대 공유용) 빅데이터 분석  유전체 정보와 개인라이프로그 정보 활용-2015_11_24
(서울의대 공유용) 빅데이터 분석 유전체 정보와 개인라이프로그 정보 활용-2015_11_24
Hyung Jin Choi
 
Methods to enhance the validity of precision guidelines emerging from big data
Methods to enhance the validity of precision guidelines emerging from big dataMethods to enhance the validity of precision guidelines emerging from big data
Methods to enhance the validity of precision guidelines emerging from big data
Chirag Patel
 
The evolving promise of genomic medicine
The evolving promise of genomic medicineThe evolving promise of genomic medicine
The evolving promise of genomic medicine
Bart de Witte
 

Similar to Precision medicine: dal genoma all'esposoma (20)

의료 빅데이터 - 개념 입문과 임상의사가 할 수 있는 일
의료 빅데이터 - 개념 입문과 임상의사가 할 수 있는 일의료 빅데이터 - 개념 입문과 임상의사가 할 수 있는 일
의료 빅데이터 - 개념 입문과 임상의사가 할 수 있는 일
 
White paper
White paperWhite paper
White paper
 
Morphologomics - Challenges for Surgical Pathology in the Genomic Age by Dr. ...
Morphologomics - Challenges for Surgical Pathology in the Genomic Age by Dr. ...Morphologomics - Challenges for Surgical Pathology in the Genomic Age by Dr. ...
Morphologomics - Challenges for Surgical Pathology in the Genomic Age by Dr. ...
 
Data Mining and Big Data Analytics in Pharma
Data Mining and Big Data Analytics in Pharma Data Mining and Big Data Analytics in Pharma
Data Mining and Big Data Analytics in Pharma
 
20160119 디지털 헬스케어 의사모임 1월 전체 파일 v3
20160119 디지털 헬스케어 의사모임 1월 전체 파일 v320160119 디지털 헬스케어 의사모임 1월 전체 파일 v3
20160119 디지털 헬스케어 의사모임 1월 전체 파일 v3
 
2013-04-17: The Promise, Current State, And Future of Personalized Medicine
2013-04-17: The Promise, Current State, And Future of Personalized Medicine2013-04-17: The Promise, Current State, And Future of Personalized Medicine
2013-04-17: The Promise, Current State, And Future of Personalized Medicine
 
Genomics in Society: Genomics, Cellular Networks, Preventive Medicine, and So...
Genomics in Society: Genomics, Cellular Networks, Preventive Medicine, and So...Genomics in Society: Genomics, Cellular Networks, Preventive Medicine, and So...
Genomics in Society: Genomics, Cellular Networks, Preventive Medicine, and So...
 
Biomol
BiomolBiomol
Biomol
 
Early phase drug development and the fda roadmap final version 2ax
Early phase drug development and the fda roadmap final version 2axEarly phase drug development and the fda roadmap final version 2ax
Early phase drug development and the fda roadmap final version 2ax
 
Upb molecular journal
Upb molecular journalUpb molecular journal
Upb molecular journal
 
From Big Data to Precision Medicine
From Big Data to Precision Medicine From Big Data to Precision Medicine
From Big Data to Precision Medicine
 
International Journal of Proteomics & Bioinformatics
International Journal of Proteomics & BioinformaticsInternational Journal of Proteomics & Bioinformatics
International Journal of Proteomics & Bioinformatics
 
The state of the art in behavioral machine learning for healthcare
The state of the art in behavioral machine learning for healthcareThe state of the art in behavioral machine learning for healthcare
The state of the art in behavioral machine learning for healthcare
 
K Bobyk - %22A Primer on Personalized Medicine - The Imminent Systemic Shift%...
K Bobyk - %22A Primer on Personalized Medicine - The Imminent Systemic Shift%...K Bobyk - %22A Primer on Personalized Medicine - The Imminent Systemic Shift%...
K Bobyk - %22A Primer on Personalized Medicine - The Imminent Systemic Shift%...
 
BRN Seminar 13/06/16 12 Revolutionizing healthcare management
BRN Seminar 13/06/16 12 Revolutionizing healthcare managementBRN Seminar 13/06/16 12 Revolutionizing healthcare management
BRN Seminar 13/06/16 12 Revolutionizing healthcare management
 
Revolutionizing Heathcare and Wellness Management through Systems P4 Medicine
Revolutionizing Heathcare and Wellness Management through Systems P4 MedicineRevolutionizing Heathcare and Wellness Management through Systems P4 Medicine
Revolutionizing Heathcare and Wellness Management through Systems P4 Medicine
 
proteomics and system biology
proteomics and system biologyproteomics and system biology
proteomics and system biology
 
(서울의대 공유용) 빅데이터 분석 유전체 정보와 개인라이프로그 정보 활용-2015_11_24
(서울의대 공유용) 빅데이터 분석  유전체 정보와 개인라이프로그 정보 활용-2015_11_24(서울의대 공유용) 빅데이터 분석  유전체 정보와 개인라이프로그 정보 활용-2015_11_24
(서울의대 공유용) 빅데이터 분석 유전체 정보와 개인라이프로그 정보 활용-2015_11_24
 
Methods to enhance the validity of precision guidelines emerging from big data
Methods to enhance the validity of precision guidelines emerging from big dataMethods to enhance the validity of precision guidelines emerging from big data
Methods to enhance the validity of precision guidelines emerging from big data
 
The evolving promise of genomic medicine
The evolving promise of genomic medicineThe evolving promise of genomic medicine
The evolving promise of genomic medicine
 

More from Roberto Mollica

L’impatto sociale della quarta rivoluzione industriale sugli stili
L’impatto sociale della quarta rivoluzione industriale sugli stiliL’impatto sociale della quarta rivoluzione industriale sugli stili
L’impatto sociale della quarta rivoluzione industriale sugli stili
Roberto Mollica
 
Mollica leopolda17
Mollica leopolda17Mollica leopolda17
Mollica leopolda17
Roberto Mollica
 
Denaroonline mollica
Denaroonline mollicaDenaroonline mollica
Denaroonline mollica
Roberto Mollica
 
Mollica azzardo nuove_tecnologie
Mollica azzardo nuove_tecnologieMollica azzardo nuove_tecnologie
Mollica azzardo nuove_tecnologie
Roberto Mollica
 
Disruption&addiction
Disruption&addictionDisruption&addiction
Disruption&addiction
Roberto Mollica
 
e-health and e-clinical governance
e-health and e-clinical governancee-health and e-clinical governance
e-health and e-clinical governance
Roberto Mollica
 

More from Roberto Mollica (6)

L’impatto sociale della quarta rivoluzione industriale sugli stili
L’impatto sociale della quarta rivoluzione industriale sugli stiliL’impatto sociale della quarta rivoluzione industriale sugli stili
L’impatto sociale della quarta rivoluzione industriale sugli stili
 
Mollica leopolda17
Mollica leopolda17Mollica leopolda17
Mollica leopolda17
 
Denaroonline mollica
Denaroonline mollicaDenaroonline mollica
Denaroonline mollica
 
Mollica azzardo nuove_tecnologie
Mollica azzardo nuove_tecnologieMollica azzardo nuove_tecnologie
Mollica azzardo nuove_tecnologie
 
Disruption&addiction
Disruption&addictionDisruption&addiction
Disruption&addiction
 
e-health and e-clinical governance
e-health and e-clinical governancee-health and e-clinical governance
e-health and e-clinical governance
 

Recently uploaded

Navigating Women's Health: Understanding Prenatal Care and Beyond
Navigating Women's Health: Understanding Prenatal Care and BeyondNavigating Women's Health: Understanding Prenatal Care and Beyond
Navigating Women's Health: Understanding Prenatal Care and Beyond
Aboud Health Group
 
Artificial Intelligence to Optimize Cardiovascular Therapy
Artificial Intelligence to Optimize Cardiovascular TherapyArtificial Intelligence to Optimize Cardiovascular Therapy
Artificial Intelligence to Optimize Cardiovascular Therapy
Iris Thiele Isip-Tan
 
💘Ludhiana ℂall Girls 📞]][89011★83002][[ 📱 ❤ESCORTS service in Ludhiana💃💦Ludhi...
💘Ludhiana ℂall Girls 📞]][89011★83002][[ 📱 ❤ESCORTS service in Ludhiana💃💦Ludhi...💘Ludhiana ℂall Girls 📞]][89011★83002][[ 📱 ❤ESCORTS service in Ludhiana💃💦Ludhi...
💘Ludhiana ℂall Girls 📞]][89011★83002][[ 📱 ❤ESCORTS service in Ludhiana💃💦Ludhi...
ranishasharma67
 
Preventing Pickleball Injuries & Treatment
Preventing Pickleball Injuries & TreatmentPreventing Pickleball Injuries & Treatment
Preventing Pickleball Injuries & Treatment
LAB Sports Therapy
 
VERIFICATION AND VALIDATION TOOLKIT Determining Performance Characteristics o...
VERIFICATION AND VALIDATION TOOLKIT Determining Performance Characteristics o...VERIFICATION AND VALIDATION TOOLKIT Determining Performance Characteristics o...
VERIFICATION AND VALIDATION TOOLKIT Determining Performance Characteristics o...
Nguyễn Thị Vân Anh
 
一比一原版纽约大学毕业证(NYU毕业证)成绩单留信认证
一比一原版纽约大学毕业证(NYU毕业证)成绩单留信认证一比一原版纽约大学毕业证(NYU毕业证)成绩单留信认证
一比一原版纽约大学毕业证(NYU毕业证)成绩单留信认证
o6ov5dqmf
 
Surgery-Mini-OSCE-All-Past-Years-Questions-Modified.
Surgery-Mini-OSCE-All-Past-Years-Questions-Modified.Surgery-Mini-OSCE-All-Past-Years-Questions-Modified.
Surgery-Mini-OSCE-All-Past-Years-Questions-Modified.
preciousstephanie75
 
Introduction to Forensic Pathology course
Introduction to Forensic Pathology courseIntroduction to Forensic Pathology course
Introduction to Forensic Pathology course
fprxsqvnz5
 
Navigating Healthcare with Telemedicine
Navigating Healthcare with  TelemedicineNavigating Healthcare with  Telemedicine
Navigating Healthcare with Telemedicine
Iris Thiele Isip-Tan
 
CHAPTER 1 SEMESTER V PREVENTIVE-PEDIATRICS.pdf
CHAPTER 1 SEMESTER V PREVENTIVE-PEDIATRICS.pdfCHAPTER 1 SEMESTER V PREVENTIVE-PEDIATRICS.pdf
CHAPTER 1 SEMESTER V PREVENTIVE-PEDIATRICS.pdf
Sachin Sharma
 
POLYCYSTIC OVARIAN SYNDROME (PCOS)......
POLYCYSTIC OVARIAN SYNDROME (PCOS)......POLYCYSTIC OVARIAN SYNDROME (PCOS)......
POLYCYSTIC OVARIAN SYNDROME (PCOS)......
Ameena Kadar
 
Contact Now 89011**83002 Dehradun ℂall Girls By Full Service ℂall Girl In De...
Contact Now  89011**83002 Dehradun ℂall Girls By Full Service ℂall Girl In De...Contact Now  89011**83002 Dehradun ℂall Girls By Full Service ℂall Girl In De...
Contact Now 89011**83002 Dehradun ℂall Girls By Full Service ℂall Girl In De...
aunty1x2
 
GURGAON Call Girls ❤8901183002❤ #ℂALL# #gIRLS# In GURGAON ₹,2500 Cash Payment...
GURGAON Call Girls ❤8901183002❤ #ℂALL# #gIRLS# In GURGAON ₹,2500 Cash Payment...GURGAON Call Girls ❤8901183002❤ #ℂALL# #gIRLS# In GURGAON ₹,2500 Cash Payment...
GURGAON Call Girls ❤8901183002❤ #ℂALL# #gIRLS# In GURGAON ₹,2500 Cash Payment...
ranishasharma67
 
What Are Homeopathic Treatments for Migraines.pdf
What Are Homeopathic Treatments for Migraines.pdfWhat Are Homeopathic Treatments for Migraines.pdf
What Are Homeopathic Treatments for Migraines.pdf
Dharma Homoeopathy
 
Jaipur ❤cALL gIRLS 89O1183002 ❤ℂall Girls IN JaiPuR ESCORT SERVICE
Jaipur ❤cALL gIRLS 89O1183002 ❤ℂall Girls IN JaiPuR ESCORT SERVICEJaipur ❤cALL gIRLS 89O1183002 ❤ℂall Girls IN JaiPuR ESCORT SERVICE
Jaipur ❤cALL gIRLS 89O1183002 ❤ℂall Girls IN JaiPuR ESCORT SERVICE
ranishasharma67
 
Haridwar ❤CALL Girls 🔝 89011★83002 🔝 ❤ℂall Girls IN Haridwar ESCORT SERVICE❤
Haridwar ❤CALL Girls 🔝 89011★83002 🔝 ❤ℂall Girls IN Haridwar ESCORT SERVICE❤Haridwar ❤CALL Girls 🔝 89011★83002 🔝 ❤ℂall Girls IN Haridwar ESCORT SERVICE❤
Haridwar ❤CALL Girls 🔝 89011★83002 🔝 ❤ℂall Girls IN Haridwar ESCORT SERVICE❤
ranishasharma67
 
VVIP Dehradun Girls 9719300533 Heat-bake { Dehradun } Genteel ℂall Serviℂe By...
VVIP Dehradun Girls 9719300533 Heat-bake { Dehradun } Genteel ℂall Serviℂe By...VVIP Dehradun Girls 9719300533 Heat-bake { Dehradun } Genteel ℂall Serviℂe By...
VVIP Dehradun Girls 9719300533 Heat-bake { Dehradun } Genteel ℂall Serviℂe By...
rajkumar669520
 
Nursing Care of Client With Acute And Chronic Renal Failure.ppt
Nursing Care of Client With Acute And Chronic Renal Failure.pptNursing Care of Client With Acute And Chronic Renal Failure.ppt
Nursing Care of Client With Acute And Chronic Renal Failure.ppt
Rommel Luis III Israel
 
ABDOMINAL COMPARTMENT SYSNDROME
ABDOMINAL COMPARTMENT SYSNDROMEABDOMINAL COMPARTMENT SYSNDROME
ABDOMINAL COMPARTMENT SYSNDROME
Rommel Luis III Israel
 
How many patients does case series should have In comparison to case reports.pdf
How many patients does case series should have In comparison to case reports.pdfHow many patients does case series should have In comparison to case reports.pdf
How many patients does case series should have In comparison to case reports.pdf
pubrica101
 

Recently uploaded (20)

Navigating Women's Health: Understanding Prenatal Care and Beyond
Navigating Women's Health: Understanding Prenatal Care and BeyondNavigating Women's Health: Understanding Prenatal Care and Beyond
Navigating Women's Health: Understanding Prenatal Care and Beyond
 
Artificial Intelligence to Optimize Cardiovascular Therapy
Artificial Intelligence to Optimize Cardiovascular TherapyArtificial Intelligence to Optimize Cardiovascular Therapy
Artificial Intelligence to Optimize Cardiovascular Therapy
 
💘Ludhiana ℂall Girls 📞]][89011★83002][[ 📱 ❤ESCORTS service in Ludhiana💃💦Ludhi...
💘Ludhiana ℂall Girls 📞]][89011★83002][[ 📱 ❤ESCORTS service in Ludhiana💃💦Ludhi...💘Ludhiana ℂall Girls 📞]][89011★83002][[ 📱 ❤ESCORTS service in Ludhiana💃💦Ludhi...
💘Ludhiana ℂall Girls 📞]][89011★83002][[ 📱 ❤ESCORTS service in Ludhiana💃💦Ludhi...
 
Preventing Pickleball Injuries & Treatment
Preventing Pickleball Injuries & TreatmentPreventing Pickleball Injuries & Treatment
Preventing Pickleball Injuries & Treatment
 
VERIFICATION AND VALIDATION TOOLKIT Determining Performance Characteristics o...
VERIFICATION AND VALIDATION TOOLKIT Determining Performance Characteristics o...VERIFICATION AND VALIDATION TOOLKIT Determining Performance Characteristics o...
VERIFICATION AND VALIDATION TOOLKIT Determining Performance Characteristics o...
 
一比一原版纽约大学毕业证(NYU毕业证)成绩单留信认证
一比一原版纽约大学毕业证(NYU毕业证)成绩单留信认证一比一原版纽约大学毕业证(NYU毕业证)成绩单留信认证
一比一原版纽约大学毕业证(NYU毕业证)成绩单留信认证
 
Surgery-Mini-OSCE-All-Past-Years-Questions-Modified.
Surgery-Mini-OSCE-All-Past-Years-Questions-Modified.Surgery-Mini-OSCE-All-Past-Years-Questions-Modified.
Surgery-Mini-OSCE-All-Past-Years-Questions-Modified.
 
Introduction to Forensic Pathology course
Introduction to Forensic Pathology courseIntroduction to Forensic Pathology course
Introduction to Forensic Pathology course
 
Navigating Healthcare with Telemedicine
Navigating Healthcare with  TelemedicineNavigating Healthcare with  Telemedicine
Navigating Healthcare with Telemedicine
 
CHAPTER 1 SEMESTER V PREVENTIVE-PEDIATRICS.pdf
CHAPTER 1 SEMESTER V PREVENTIVE-PEDIATRICS.pdfCHAPTER 1 SEMESTER V PREVENTIVE-PEDIATRICS.pdf
CHAPTER 1 SEMESTER V PREVENTIVE-PEDIATRICS.pdf
 
POLYCYSTIC OVARIAN SYNDROME (PCOS)......
POLYCYSTIC OVARIAN SYNDROME (PCOS)......POLYCYSTIC OVARIAN SYNDROME (PCOS)......
POLYCYSTIC OVARIAN SYNDROME (PCOS)......
 
Contact Now 89011**83002 Dehradun ℂall Girls By Full Service ℂall Girl In De...
Contact Now  89011**83002 Dehradun ℂall Girls By Full Service ℂall Girl In De...Contact Now  89011**83002 Dehradun ℂall Girls By Full Service ℂall Girl In De...
Contact Now 89011**83002 Dehradun ℂall Girls By Full Service ℂall Girl In De...
 
GURGAON Call Girls ❤8901183002❤ #ℂALL# #gIRLS# In GURGAON ₹,2500 Cash Payment...
GURGAON Call Girls ❤8901183002❤ #ℂALL# #gIRLS# In GURGAON ₹,2500 Cash Payment...GURGAON Call Girls ❤8901183002❤ #ℂALL# #gIRLS# In GURGAON ₹,2500 Cash Payment...
GURGAON Call Girls ❤8901183002❤ #ℂALL# #gIRLS# In GURGAON ₹,2500 Cash Payment...
 
What Are Homeopathic Treatments for Migraines.pdf
What Are Homeopathic Treatments for Migraines.pdfWhat Are Homeopathic Treatments for Migraines.pdf
What Are Homeopathic Treatments for Migraines.pdf
 
Jaipur ❤cALL gIRLS 89O1183002 ❤ℂall Girls IN JaiPuR ESCORT SERVICE
Jaipur ❤cALL gIRLS 89O1183002 ❤ℂall Girls IN JaiPuR ESCORT SERVICEJaipur ❤cALL gIRLS 89O1183002 ❤ℂall Girls IN JaiPuR ESCORT SERVICE
Jaipur ❤cALL gIRLS 89O1183002 ❤ℂall Girls IN JaiPuR ESCORT SERVICE
 
Haridwar ❤CALL Girls 🔝 89011★83002 🔝 ❤ℂall Girls IN Haridwar ESCORT SERVICE❤
Haridwar ❤CALL Girls 🔝 89011★83002 🔝 ❤ℂall Girls IN Haridwar ESCORT SERVICE❤Haridwar ❤CALL Girls 🔝 89011★83002 🔝 ❤ℂall Girls IN Haridwar ESCORT SERVICE❤
Haridwar ❤CALL Girls 🔝 89011★83002 🔝 ❤ℂall Girls IN Haridwar ESCORT SERVICE❤
 
VVIP Dehradun Girls 9719300533 Heat-bake { Dehradun } Genteel ℂall Serviℂe By...
VVIP Dehradun Girls 9719300533 Heat-bake { Dehradun } Genteel ℂall Serviℂe By...VVIP Dehradun Girls 9719300533 Heat-bake { Dehradun } Genteel ℂall Serviℂe By...
VVIP Dehradun Girls 9719300533 Heat-bake { Dehradun } Genteel ℂall Serviℂe By...
 
Nursing Care of Client With Acute And Chronic Renal Failure.ppt
Nursing Care of Client With Acute And Chronic Renal Failure.pptNursing Care of Client With Acute And Chronic Renal Failure.ppt
Nursing Care of Client With Acute And Chronic Renal Failure.ppt
 
ABDOMINAL COMPARTMENT SYSNDROME
ABDOMINAL COMPARTMENT SYSNDROMEABDOMINAL COMPARTMENT SYSNDROME
ABDOMINAL COMPARTMENT SYSNDROME
 
How many patients does case series should have In comparison to case reports.pdf
How many patients does case series should have In comparison to case reports.pdfHow many patients does case series should have In comparison to case reports.pdf
How many patients does case series should have In comparison to case reports.pdf
 

Precision medicine: dal genoma all'esposoma

  • 1. PRECISION MEDICINE dal genoma all’esposoma Roberto Mollica Bergamo, 14 giugno 2016 SERT 3 – ATS Metropolitana di Milano
  • 2.
  • 3. PARADIGM SHIFT #3 Precision medicine System medicine PARADIMG SHIFT #2 Big data Analytics PARADIGM SHIFT #1 Omran Omics
  • 4. PARADIGM SHIFT #3 Precision medicine System medicine PARADIMG SHIFT #2 Big data Analytics PARADIGM SHIFT #1 Omran Omics
  • 5.
  • 6.
  • 7. Una scienza omica studia un argomento il cui suffisso termina in -oma. Per questa ragione, la trascrittomica studia il trascrittoma, la genomica il genoma, la proteinomica il proteoma e via dicendo.
  • 8. THE NEED OF INVENTING “OMICS” The need to create these words rose from the need to study holistic or the totality of the biology of the systems (systems biology).
  • 11.
  • 12.
  • 13. Dati clinici ~10% Professionisti della salute Dati genetici ~30% Laboratorio Dati esogeni ~60% Prodotti da clienti “Health Policy Brief: The Relative Contribution of Multiple Determinants to Health Outcomes,” Health Affairs, August 21, 2014.
  • 18. The bands biometric sensors monitor tangible metrics such as moods, happiness, stress and even fertility tracking. The standard features of tracking fitness, activity, and sleep patterns are also present, making this wearable tech a gateway into both mind and body. Dati esogeni ~60% Prodotti da clienti
  • 19. PARADIGM SHIFT #3 Precision medicine System medicine PARADIMG SHIFT #2 Big data Analytics PARADIGM SHIFT #1 Omran Omics
  • 20.
  • 21. Catena del valore dei dati personali Dal “produttore” al “consumatore/beneficiario”
  • 22.
  • 23.
  • 24. Big Data management by Analytics
  • 25.
  • 26.
  • 27.
  • 28.
  • 29. PARADIGM SHIFT #3 Precision medicine System medicine PARADIMG SHIFT #2 Big data Analytics PARADIGM SHIFT #1 Omran Omics
  • 30. Big Data and the paradigm shift No longer we will pool data from individuals to predict what happens at the population level. Instead, population data will be so comprehensive that it will accurately predict what happens to an individual.
  • 31.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38. Omics Schema semplificato di organizzazione sistemica del vivente
  • 39. Abstract The National Institutes of Health's (NIH) commitment to improving health outcomes for women and men through rigorous science has been compromised by the lack of basic science evidence obtained from female animals. To correct this limitation, in June 2015 the NIH announced expectations that "sex," as a biological variable, be included into research design and analysis in studies of vertebrate animals and humans (NOT-OD-15-102). Scientists must take the responsibility to implement this directive. However, in doing so, there is a risk that attention could be restricted to only studies of direct comparison between female/women and male/men. By contrast, understanding how sex influences health and disease needs to take a programmatic approach that includes the study of sex- specific conditions. A programmatic approach will assure the advancement of knowledge to improve women's health.
  • 40.
  • 41.
  • 42.
  • 43.
  • 44.
  • 45.
  • 48.
  • 50.
  • 51. "YOU CAN'T DO TODAY'S JOB WITH YESTERDAY'S METHODS AND BE IN BUSINESS TOMORROW"
  • 52. Addiction and gender. Bergamo 14 giugno 2016 Roberto Mollica