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Dr. Yoo's 10x Genomics, First Steps

One cell per oil droplet โ€”
and then, what file comes out?

Chromium splits your cells into 100,000 oil droplets and gives each droplet its own 16-letter label. The library built that way goes through a sequencer and comes back as one table.
These 20 lessons look inside that machine first, then take matrix.mtx, features.tsv and web_summary.html apart line by line. At the end you carry one public 10x PBMC sample from the instrument all the way to cell types. Python runs right inside this page. There is nothing to install.

๐Ÿ Python๐Ÿ’ง GEMs๐Ÿท๏ธ cell barcodes ๐Ÿ”ข UMIs๐Ÿ“„ matrix.mtx๐Ÿงฎ Cell Ranger๐Ÿ‡ฌ๐Ÿ‡ง English
Start lesson 1 โ†’

How you'll learn

๐Ÿ”งOpen the machine first

What goes into the three rows of wells, what happens inside a droplet for 45 minutes โ€” you see what the hands do first. The files come after.

๐Ÿ“„The file, line by line

You learn what the single line 32709 2 4 means. You unpack Matrix Market by hand into a table, and fold and unfold the three CSC arrays inside an HDF5.

๐ŸฉบHow to fool yourself, first

Haemoglobin shows up in T cells, and nudging one threshold doubles your cell count. Before you trust a result you feel how you get fooled with your own hands.

๐Ÿ› ๏ธLearning by handling it

Every lesson has a laboratory widget โ€” how many cells you load, where the knee threshold sits, the three QC cut-offs, the number of PCs, all turned by you.

Full curriculum

01
ํ‰๊ท  ๋’ค์— ์ˆจ์€ ๊ฒƒ โ€” ์™œ ์„ธํฌ๋ฅผ ํ•˜๋‚˜์”ฉ ์ฝ๋‚˜
bulk RNA-seq ์ด ๋ชป ๋ณด๋Š” ๊ฒƒ๊ณผ, 10x ๊ฐ€ ๊ทธ ์ž๋ฆฌ์— ๋„ฃ๋Š” ๊ฒƒ
โœ“
02
Chromium โ€” ์‹ ์šฉ์นด๋“œ๋งŒ ํ•œ ์นฉ ํ•˜๋‚˜
์นฉ์˜ ์„ธ ์ค„ ์šฐ๋ฌผ์— ๋ฌด์—‡์„ ์–น๊ณ , ๊ธฐ๊ณ„๋Š” 18๋ถ„ ๋™์•ˆ ๋ฌด์—‡์„ ํ•˜๋‚˜
โœ“
03
์ ค๋น„๋“œ โ€” ๋ฐฉ์šธ ํ•˜๋‚˜์— ์ด๋ฆ„ํ‘œ ์ˆ˜๋ฐฑ๋งŒ ์žฅ
๊ตฌ์Šฌ์ด ๋…น์œผ๋ฉด์„œ ๋ฌด์Šจ ์ผ์ด ์ผ์–ด๋‚˜๋Š”๊ฐ€
โœ“
04
์„ธํฌ๋ฐ”์ฝ”๋“œ โ€” ๋ฏธ๋ฆฌ ์ •ํ•ด ๋‘” 680๋งŒ ๊ฐœ์˜ ์ด๋ฆ„ํ‘œ
์™œ ๋ฌด์ž‘์œ„๋กœ ๋งŒ๋“ค์ง€ ์•Š๊ณ  ๋ชฉ๋ก์„ ๋“ค๊ณ  ๋‹ค๋‹ˆ๋Š”๊ฐ€
โœ“
05
UMI โ€” ๊ฐ™์€ ๋ถ„์ž๋ฅผ ๋‘ ๋ฒˆ ์„ธ์ง€ ์•Š๊ธฐ
PCR ์ด ๋งŒ๋“  ์‚ฌ๋ณธ์„ ์–ด๋–ป๊ฒŒ ๊ฑธ๋Ÿฌ ๋‚ด๋Š”๊ฐ€
โœ“
06
3โ€ฒ ์™€ 5โ€ฒ โ€” ์–ด๋А ์ชฝ ๋์„ ์ฝ์„์ง€ ์ •ํ•œ๋‹ค
๋„ค ๊ฐ€์ง€ ํ™”ํ•™๊ณผ, ๊ทธ ์„ ํƒ์ด ๋‚˜์ค‘์— ๋ฌด์—‡์„ ๋ง‰๋Š”๊ฐ€
โœ“
07
๋ฒค์น˜ ์œ„์˜ ํ•˜๋ฃจ โ€” ์‹œ๋ฃŒ์—์„œ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๊นŒ์ง€
์•„ํ™‰ ๋‹จ๊ณ„์™€, ๊ทธ์ค‘ ๋˜๋Œ๋ฆด ์ˆ˜ ์—†๋Š” ๋‘ ์ž๋ฆฌ
โœ“
08
์„ธํฌ๋ฅผ ๋ช‡ ๊ฐœ ๋„ฃ์„๊นŒ โ€” ๋˜์ฐพ๋Š” ์ˆ˜์™€ ์ด์ค‘์ฒด์˜ ๋งž๋ฐ”๊ฟˆ
10x ์‚ฌ์šฉ์„ค๋ช…์„œ์˜ ์ ์žฌ ํ‘œ๋ฅผ ์†์œผ๋กœ ๋‹ค์‹œ ๋งŒ๋“ค์–ด ๋ณธ๋‹ค
โœ“
09
R1 ์€ ์ด๋ฆ„ํ‘œ, R2 ๋Š” ๋‚ด์šฉ
FASTQ ๋‘ ํŒŒ์ผ์ด ์„œ๋กœ ๋ฌด์Šจ ๊ด€๊ณ„์ธ๊ฐ€
โœ“
10
Cell Ranger โ€” FASTQ ๊ฐ€ ํ‘œ๊ฐ€ ๋˜๊ธฐ๊นŒ์ง€
๋ช…๋ น ํ•œ ์ค„๊ณผ, ๊ทธ ์•ˆ์—์„œ ์ผ์–ด๋‚˜๋Š” ์—ฌ์„ฏ ๋‹จ๊ณ„
โœ“
11
์„ธ ํŒŒ์ผ โ€” barcodes ยท features ยท matrix
ใ€์‹ค์Šตใ€‘ Matrix Market ํŒŒ์ผ์„ ์†์œผ๋กœ ๋œฏ์–ด ํ‘œ๋กœ ๋˜์‚ด๋ฆฐ๋‹ค
โœ“
12
HDF5 โ€” ๊ฐ™์€ ํ–‰๋ ฌ์„ ํ•œ ํŒŒ์ผ๋กœ
์™œ ํ˜•์‹์ด ๋‘ ๋ฒŒ์ธ๊ฐ€, ๊ทธ๋ฆฌ๊ณ  CSC ๋ผ๋Š” ์ ‘๋Š” ๋ฒ•
โœ“
13
web_summary.html โ€” ๋จผ์ € ๋ด์•ผ ํ•  ์—ดํ•œ ๊ฐœ ์ˆซ์ž
์–ด๋А ๊ฐ’์ด ๋‚ฎ์„ ๋•Œ ๋ฌด์—‡์„ ์˜์‹ฌํ•˜๋Š”๊ฐ€
โœ“
14
์–ด๋””๊นŒ์ง€๊ฐ€ ์„ธํฌ์ธ๊ฐ€ โ€” ๋ฌด๋ฆŽ ๊ทธ๋ฆผ
๋ฐ”์ฝ”๋“œ 68๋งŒ ๊ฐœ ์ค‘ 2,700๊ฐœ๋งŒ ๋‚จ๊ธฐ๋Š” ํŒ๋‹จ
โœ“
15
ํ’ˆ์งˆ ๊ฑฐ๋ฅด๊ธฐ โ€” ์„ธ ๊ฐœ์˜ ๋ฌธํ„ฑ
ใ€์‹ค์Šตใ€‘ ์œ ์ „์ž ์ˆ˜ ยท UMI ์ˆ˜ ยท ๋ฏธํ† ์ฝ˜๋“œ๋ฆฌ์•„ ๋น„์œจ
โœ“
16
์—†๋Š” ์œ ์ „์ž๊ฐ€ ๋ณด์ธ๋‹ค โ€” ์ฃผ๋ณ€ RNA ์™€ ์ด์ค‘์ฒด
T์„ธํฌ์—์„œ ํ—ค๋ชจ๊ธ€๋กœ๋นˆ์ด ๋‚˜์˜ค๋Š” ๋‘ ๊ฐ€์ง€ ์ด์œ 
โœ“
17
์ •๊ทœํ™”์™€ ๋กœ๊ทธ โ€” ๊นŠ์ด๊ฐ€ ๋‹ค๋ฅธ ์„ธํฌ๋ฅผ ๊ฒฌ์ฃผ๋ ค๋ฉด
์™œ 10,000 ์„ ๊ณฑํ•˜๊ณ  ์™œ 1 ์„ ๋”ํ•˜๋‚˜
โœ“
18
์  ๋ฌด๋ฆฌ๊ฐ€ ์ƒ๊ธฐ๋Š” ์ž๋ฆฌ โ€” PCA ยท ์ด์›ƒ๊ทธ๋ž˜ํ”„ ยท UMAP
32,738์ฐจ์›์„ 2์ฐจ์› ๊ทธ๋ฆผ์œผ๋กœ ์ ‘๋Š” ์„ธ ๊ฑธ์Œ
โœ“
19
PBMC ํ•œ ์‹œ๋ฃŒ๋ฅผ ์ฒ˜์Œ๋ถ€ํ„ฐ ๋๊นŒ์ง€
ใ€์‹ค์Šต ์ข…ํ•ฉใ€‘ 10x ๊ณต๊ฐœ ์ž๋ฃŒ pbmc3k โ€” ๊ธฐ๊ณ„์—์„œ ์„ธํฌ์œ ํ˜•๊นŒ์ง€
โœ“
20
์ •๋ฆฌ โ€” ๋งํ•  ์ˆ˜ ์žˆ๋Š” ๊ฒƒ๊ณผ ๋งํ•  ์ˆ˜ ์—†๋Š” ๊ฒƒ
์ด ํŒŒ์ผ๋กœ ์ฃผ์žฅํ•ด๋„ ๋˜๋Š” ๋ฌธ์žฅ, ํ•˜๋ฉด ์•ˆ ๋˜๋Š” ๋ฌธ์žฅ
โœ“