Kovacs antal bigdata_diagnosztika

Nov 14, 20180 likes35 views

AntalKovacs1

Miskolc meetup presentation

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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• Hevesben v. Csongrádban?
• Esős időben v. aszályban?
• Mikor és hol éri meg a legjobban?
Hány kilogramm egy
görögdinnye?
9-11 kg*
*https://www.whataboutwatermelon.com/index.php/2018/08/how-heavy-is-a-watermelon/

© evosoft Hungary Kft. 2014 | XYZ – Prezentáció címe
QR 22 502 (hu)/1.0
Csak belső használatra 2
evosoft Hungary Kft.
Big data az orvosi diagnosztikában
Kovács Antal 2018.11.13

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Miről szól az előadás?
• Technikai megoldások bemutatása
• Orvosi vagy radiológiai előadás
• Az informatika, mint segédtudomány bemutatása

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Big data fogalma

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Big data a mindennapjainkban

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Big data „jelenség”
• Nem egy konkrét technológia
• Hatalmas adattömeg kezelése:
• Predikció, osztályozás, modellezés: data mining
VVolume
VVelocity
VVariety

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Az orvosi diagnosztika

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Az orvosi diagnosztika

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Az orvosi diagnosztika története
„ A sárgaság gyógyítása sárga növényekkel, tárgyakkal történt: sárgarépát, tojássárgáját ettek,
sárgarépából kifaragott pohárból ittak, sárga fűzfavessző főzetében fürödtek, aranypénzt vagy
aranyzsinórt akasztottak a nyakukba.”
„A fehérfolyást fehér virágú növényekkel kezelték.”
„Szintén elterjedt a népgyógyászatban, hogy a tüdőbetegséget tüdő alakú növényekkel (pettyegetett
tüdőfű), a vesebetegséget vese alakú levelekkel kell gyógyítani.”
„ A szemre nőtt árpát árpával kerítették körül, a szamárköhögésre szamártejet itattak a beteggel.”
„ A torokgyík és egyéb torokkal, mandulával kapcsolatos betegségek gyógyítása a moldvai csángóknál.
Az asszonyok elmentek az erdőbe havasi gyíkot keresni, aki nem félt tőle, megsimogatta, az tudta a
torok betegségét gyógyítani. Simogatáskor a gyíkból fehér váladék folyt, ez volt a gyógyító szer.”

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Az orvosi diagnosztika története

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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William Farr
• Az orvosi statisztika úttörője
• 1866-os kolera járvány
• Adatgyűjtés a betegállományban
• Összefüggés az ivóvíz forrása és a
megbetegedések között

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Az orvosi diagnosztika története:
Újkor

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Hiedelem és
tapasztalati
alapú
diagnosztika
Szabály alapú
diagnosztika
Statisztikai
alapú
diagnosztika
Adatgyűjtés

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Egy példa: mellrákos megbetegedések
diagnosztizálása
Jóindulatú
daganatos
megbetegedések
Rosszindulatú
daganatos
megbetegedések
Hibrid

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Egy példa: mellrákos megbetegedések
diagnosztizálása
A kockázatok
• Genetika
• Családi kórtörténet
• Életkor
• Életmód
• ....
Szöveti elváltozások vizsgálata
Radiológia és képelemzés
• A tumor sűrűsége
• A tumor alakja
• A tumor pozíciója
• ....
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Egy példa: mellrákos megbetegedések
diagnosztizálása – osztályozás
Jóindulatú
daganatos
megbeteged
ések
Rosszindulatú
daganatos
megbeteged
ések
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 TARGET
DB

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Miért pont a diagnosztika?
HIS/RIS
3rd party

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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„Actionable data”

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
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Hol vagyunk mi jelen?

© evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában
20
Te mire használnád a big data
adta lehetőségeket?
Q & A

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Kovacs antal bigdata_diagnosztika

1. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 1 • Hevesben v. Csongrádban? • Esős időben v. aszályban? • Mikor és hol éri meg a legjobban? Hány kilogramm egy görögdinnye? 9-11 kg* *https://www.whataboutwatermelon.com/index.php/2018/08/how-heavy-is-a-watermelon/

2. © evosoft Hungary Kft. 2014 | XYZ – Prezentáció címe QR 22 502 (hu)/1.0 Csak belső használatra 2 evosoft Hungary Kft. Big data az orvosi diagnosztikában Kovács Antal 2018.11.13

3. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 3 Miről szól az előadás? • Technikai megoldások bemutatása • Orvosi vagy radiológiai előadás • Az informatika, mint segédtudomány bemutatása

6. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 6 Big data „jelenség” • Nem egy konkrét technológia • Hatalmas adattömeg kezelése: • Predikció, osztályozás, modellezés: data mining VVolume VVelocity VVariety

9. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 9 Az orvosi diagnosztika története „ A sárgaság gyógyítása sárga növényekkel, tárgyakkal történt: sárgarépát, tojássárgáját ettek, sárgarépából kifaragott pohárból ittak, sárga fűzfavessző főzetében fürödtek, aranypénzt vagy aranyzsinórt akasztottak a nyakukba.” „A fehérfolyást fehér virágú növényekkel kezelték.” „Szintén elterjedt a népgyógyászatban, hogy a tüdőbetegséget tüdő alakú növényekkel (pettyegetett tüdőfű), a vesebetegséget vese alakú levelekkel kell gyógyítani.” „ A szemre nőtt árpát árpával kerítették körül, a szamárköhögésre szamártejet itattak a beteggel.” „ A torokgyík és egyéb torokkal, mandulával kapcsolatos betegségek gyógyítása a moldvai csángóknál. Az asszonyok elmentek az erdőbe havasi gyíkot keresni, aki nem félt tőle, megsimogatta, az tudta a torok betegségét gyógyítani. Simogatáskor a gyíkból fehér váladék folyt, ez volt a gyógyító szer.”

11. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 11 William Farr • Az orvosi statisztika úttörője • 1866-os kolera járvány • Adatgyűjtés a betegállományban • Összefüggés az ivóvíz forrása és a megbetegedések között

12. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 12 Az orvosi diagnosztika története: Újkor

13. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 13 Hiedelem és tapasztalati alapú diagnosztika Szabály alapú diagnosztika Statisztikai alapú diagnosztika Adatgyűjtés

14. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 14 Egy példa: mellrákos megbetegedések diagnosztizálása Jóindulatú daganatos megbetegedések Rosszindulatú daganatos megbetegedések Hibrid

15. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 15 Egy példa: mellrákos megbetegedések diagnosztizálása A kockázatok • Genetika • Családi kórtörténet • Életkor • Életmód • .... Szöveti elváltozások vizsgálata Radiológia és képelemzés • A tumor sűrűsége • A tumor alakja • A tumor pozíciója • .... Attr1 Attr2 Attr3 Attr4 Attr5 Attr6

16. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 16 Egy példa: mellrákos megbetegedések diagnosztizálása – osztályozás Jóindulatú daganatos megbeteged ések Rosszindulatú daganatos megbeteged ések Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 TARGET DB

17. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 17 Miért pont a diagnosztika? HIS/RIS 3rd party

20. © evosoft Hungary Kft. 2018 | Kovács Antal – Big Data az orvosi diagnosztikában 20 Te mire használnád a big data adta lehetőségeket? Q & A

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Kovacs antal bigdata_diagnosztika

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