This lesson is only available in Korean for now.
Dr. Son's GWAS Catalog, First Steps

Reading the experiment
nature already ran

Once you have picked a target, there is one way to ask a human whether you were right: do people whose version of this gene is slightly different get the disease less often? Everyone's genes differ a little, and which allele you got was decided at random at conception โ€” nature has already run the experiment.
Targets with that kind of evidence are said to be twice as likely to reach approval. But what exactly is that support?
Over these 20 lessons we download and take apart 1.19 million GWAS Catalog associations and TCGA somatic mutations: a median odds ratio of 1.14, the 92.7% of hits that change no protein, and the illusion that makes TTN look more mutated than KRAS. Python runs right inside this page.

๐Ÿ Python๐Ÿ“ GWAS๐Ÿงฌ germline ๐Ÿฆ  somatic๐ŸŽฏ target discovery๐Ÿš— drivers & passengers๐Ÿ‡ฌ๐Ÿ‡ง English
Start lesson 1 โ†’

How you'll learn

๐Ÿ“1.19 million, counted

The whole catalog, downloaded and counted: median odds ratio 1.14, only 7.3% change a protein.

๐ŸงฉA hit is not a gene

Linkage disequilibrium, the MAPPED_GENE trap, and a column that mixes odds ratios with betas.

๐Ÿš—The TTN illusion

TTN is mutated more often than KRAS in lung cancer. Divide by length and it sits at 1/163rd of TP53.

๐ŸงญSo which way do you push?

Hotspots mean inhibit; truncations mean there is nothing left to inhibit. Get the direction wrong and you make things worse.

Full curriculum

01
์œ ์ „ ์ฆ๊ฑฐ๊ฐ€ ์žˆ์œผ๋ฉด ์„ฑ๊ณต๋ฅ ์ด ๋‘ ๋ฐฐ
Nelson MR, et al. Nat Genet 47:856โ€“860 (2015) ยท Minikel EV, et al. Nature 629:624โ€“629 (2024)
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02
GWAS โ€” ๋ฐฑ๋งŒ ์ž๋ฆฌ๋ฅผ ํ™˜์ž์™€ ๋Œ€์กฐ์—์„œ ๊ฒฌ์ค€๋‹ค
์ „์žฅ์œ ์ „์ฒด ์—ฐ๊ด€๋ถ„์„์˜ ์–ผ๊ฐœ
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03
GWAS ์นดํƒˆ๋กœ๊ทธ โ€” ์—ฐ๊ด€ 119๋งŒ ๊ฑด, ํ˜•์งˆ 5๋งŒ 4์ฒœ ์ข…
EBI GWAS Catalog ยท 2026-08-30 ๋‚ด๋ ค๋ฐ›์€ ์‹ค์ œ ๋ฐฐํฌํŒ
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04
5ร—10โปโธ ์€ ์–ด๋””์„œ ์™”๋‚˜ โ€” ๊ทธ๋ฆฌ๊ณ  ์นดํƒˆ๋กœ๊ทธ๋Š” ์ด๋ฏธ ๊ฑธ๋Ÿฌ์ง„ ๊ฒƒ์ด๋‹ค
์ „์žฅ์œ ์ „์ฒด ์œ ์˜์ˆ˜์ค€ ยท ์นดํƒˆ๋กœ๊ทธ ์—ฐ๊ด€์˜ 84.5%๊ฐ€ ์ด ๋ฌธํ„ฑ์„ ๋„˜๋Š”๋‹ค
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05
์˜ค์ฆˆ๋น„ ์ค‘์•™๊ฐ’ 1.14 โ€” ๋Œ€๋ถ€๋ถ„์˜ ํžˆํŠธ๋Š” ์•„์ฃผ ์ž‘๋‹ค
์นดํƒˆ๋กœ๊ทธ์˜ OR 74,725๊ฑด ์‹ค์ œ ๋ถ„ํฌ ยท ๊ทธ๋ฆฌ๊ณ  OR ๊ณผ beta ๊ฐ€ ํ•œ ์นธ์— ์„ž์—ฌ ์žˆ๋Š” ๋ฌธ์ œ
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06
SNP ์€ ์œ ์ „์ž๊ฐ€ ์•„๋‹ˆ๋‹ค โ€” ์—ฐ๊ด€๋ถˆํ‰ํ˜•
ํžˆํŠธ๊ฐ€ ๊ฐ€๋ฆฌํ‚ค๋Š” ๊ฒƒ์€ ์ž๋ฆฌ์ด์ง€ ์›์ธ์ด ์•„๋‹ˆ๋‹ค
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07
MAPPED_GENE ๋Š” '๊ฐ€์žฅ ๊ฐ€๊นŒ์šด' ์œ ์ „์ž์ผ ๋ฟ
์ฝ”๋”ฉ ๋ณ€์ด๋Š” ์นดํƒˆ๋กœ๊ทธ ์ „์ฒด์˜ 7.3% ยท ์ธํŠธ๋ก ์ด 607,726๊ฑด
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08
์˜ˆ์™ธ์ ์ธ ํžˆํŠธ โ€” MUC5B, ์˜ค์ฆˆ๋น„ 5.06
rs35705950 ยท ํŠน๋ฐœ์„ฑ ํ์„ฌ์œ ์ฆ ยท ์นดํƒˆ๋กœ๊ทธ์˜ ์‹ค์ œ ๊ฐ’
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09
C9orf72 โ€” GWAS ๊ฐ€ ๋ฐ˜๋ณตํ™•์žฅ์„ ๊ฐ„์ ‘์œผ๋กœ ์žก์•˜๋‹ค
ALS ์นดํƒˆ๋กœ๊ทธ ์ƒ์œ„ ํžˆํŠธ ยท rs2453555 p=1ร—10โปโดยณ
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10
ํ‘œ๋ณธ์ด ์œ ๋Ÿฝ์ธ์— ์ ๋ ค ์žˆ๋‹ค
GWAS ์นดํƒˆ๋กœ๊ทธ์˜ INITIAL SAMPLE SIZE ์—ด์ด ๋งํ•˜๋Š” ๊ฒƒ
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11
์ฒด์„ธํฌ ๋ณ€์ด โ€” ํƒœ์–ด๋‚œ ๋’ค์— ์ƒ๊ธด ์œ ์ „ ์ฆ๊ฑฐ
cBioPortal ยท TCGA PanCancer Atlas ยท ํ‘œ๋ณธ 2,731๊ฐœ
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12
TTN ์ด 48% โ€” ๊ทธ๋Ÿฐ๋ฐ ์Šน๊ฐ์ด๋‹ค
์šด์ „์ž์™€ ์Šน๊ฐ ยท ๋นˆ๋„๋งŒ์œผ๋กœ๋Š” ๋ชป ๊ฐ€๋ฅธ๋‹ค
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13
๊ธธ์ด๋กœ ๋‚˜๋ˆ„๋ฉด โ€” TP53 81.5, TTN 0.50
์•„๋ฏธ๋…ธ์‚ฐ 1,000๊ฐœ๋‹น ๋ณ€์ด ํ‘œ๋ณธ ๋น„์œจ ยท ์‹ค์ œ ๊ณ„์‚ฐ
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14
์–ด๋””์— ๋ชฐ๋ ค ์žˆ๋Š”๊ฐ€ โ€” KRAS G12C ๋Œ€ TTN ์˜ ํฉ์–ด์ง
ํ์„ ์•” ์‹ค์ œ ๋ณ€์ด ์œ„์น˜ ยท KRAS G12C 70๊ฑด
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15
์ผœ์•ผ ํ•˜๋‚˜ ๊บผ์•ผ ํ•˜๋‚˜ โ€” ๋ฐฉํ–ฅ์ด ์•ฝ์„ ์ •ํ•œ๋‹ค
๊ธฐ๋Šฅํš๋“๊ณผ ๊ธฐ๋Šฅ์ƒ์‹ค ยท ๊ทธ๋ฆฌ๊ณ  ์ƒ์‹์„ธํฌ ์ฆ๊ฑฐ์˜ ๋ฐฉํ–ฅ
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16
์ฆ๊ฑฐ๋ฅผ ํ‘œ์  ์ ์ˆ˜๋กœ ๋ฐ”๊พผ๋‹ค
์—ฌ๋Ÿฌ ์ข…๋ฅ˜์˜ ๊ทผ๊ฑฐ๋ฅผ ํ•œ ์ค„์— ์„ธ์šฐ๋Š” ๋ฒ•
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17
์œ ์ „ ์ฆ๊ฑฐ๊ฐ€ ์—†๋‹ค๊ณ  ํ‘œ์ ์ด ์•„๋‹Œ ๊ฒƒ์€ ์•„๋‹ˆ๋‹ค
GWAS ๊ฐ€ ๋ณผ ์ˆ˜ ์—†๋Š” ๊ฒƒ๋“ค ยท ๊ทธ๋ฆฌ๊ณ  ์„ฑ๊ณตํ•œ ์•ฝ๋“ค์˜ ์ ˆ๋ฐ˜
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18
์šฐ๋ฆฌ ๋‘ ๋ณ‘์— ์‹ค์ œ๋กœ ๋ฌด์—‡์ด ์žˆ๋‚˜ โ€” ALS ์™€ IPF
์นดํƒˆ๋กœ๊ทธ์˜ ALS 359๊ฑด ยท IPF 154๊ฑด์„ ํ‘œ์  ๋ˆˆ์œผ๋กœ ์ฝ๋Š”๋‹ค
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19
์ฒ˜์Œ๋ถ€ํ„ฐ ๋‹ค์‹œ โ€” ์œ ์ „ ์ฆ๊ฑฐ๋กœ ํ‘œ์ ์„ ๊ณ ๋ฅธ๋‹ค
1๊ฐ•๋ถ€ํ„ฐ 18๊ฐ•๊นŒ์ง€๋ฅผ ํ•œ ๋ฒˆ์—
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20
๋งํ•  ์ˆ˜ ์žˆ๋Š” ๊ฒƒ๊ณผ ๋งํ•  ์ˆ˜ ์—†๋Š” ๊ฒƒ
์ด ๊ฐ•์˜๊ฐ€ ์‹ค์ œ๋กœ ํ™•์ธํ•œ ๊ฒƒ๊ณผ ๊ทธ ํ•œ๊ณ„
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