the human cell atlas...the human cell atlas project large • adult human: ~2x10 13 cells (excluding...

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The Human Cell Atlas Aviv Regev Department of Biology, MIT Broad Institute Howard Hughes Medical Institute

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Page 1: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

The Human Cell Atlas

Aviv Regev Department of Biology, MIT

Broad Institute Howard Hughes Medical Institute

Page 2: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

Cells are our core constituents

Cells are classified by characteristic molecules, structures, and functions

Page 3: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

Cells: a key intermediate from genotype to phenotype

Genotype Cell Phenotype

Knowing our cells is essential for functional dissection of genetic variants

Page 4: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

What is a cell atlas? 1. TYPE

2. STATE

3. LOCATION

5. LINEAGE

4. TRANSITIONS

Current knowledge partial, decades and centuries old

Page 5: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

Single cell genomics makes this possible

Core technology Computation Sample prep

May 2012: 18 cells July 2014: ~100,000 cells

Page 6: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

Emerging capabilities bring scale and resolution

Location Registry to 2D, 3D

Measurement DNA, RNA,

epigenome, protein

Scale 5,000 cells/sec; ¢2.8/cell prep

Page 7: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

Asian-American 24 yr old

768 blood DCs

pDC CD141-CD1c- CD1c+ CD141+

pDC

myeloid

Unique

New population: 1.9-3.2% of DCs; 0.04-0.064% of PBMCs Validated in 10/10 independent individuals Placed in lineage: a blood progenitor?

Already rapidly leading to new insights

Page 8: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

Already rapidly leading to new insights TYPE

STATE

LOCATION

LINEAGE

TRANSITIONS

Retina neurons

New human immune blood progenitor

‘Early responder’ immune cells

Fish embryo

Pathogenic T cells in MS model

Muscle cell differentiation CSC spectrum

in glioma

GSC BMP4

scRNA-Seq

In situ

Page 9: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

The sequencer: a microscope for the 21st century

Page 10: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

The Human Cell Atlas Project

What? A census of all cells • Types • States • Transitions • Location

Why? A reference map for function • Foundational, fundamental

knowledge

• Function of genetic variants

• Heterogeneity in disease

• Eventually characterize in individual patients

Page 11: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

The Human Cell Atlas Project

How? A unified project • Pilot project in complementary

systems (e.g., blood, gut, liver)

• Consortium with expert communities

• Standard, controlled process

• Shared analytical tools

• Drive costs to ~$0.15/cell*

Why? Standardized and impactful • Managed: Only standard

process ensures we are not deceived by noise

• Scale: Drive cost down

• Technology advancing: Novel sample prep, cell isolation, analytical tools

• Resources for entire community

• Commensurate with clinic

* with drops, 105 reads/cell, @ $0.4-0.6/cell with HiSeq X10 yields

Page 12: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types

The Human Cell Atlas Project

Large • Adult human: ~2X1013 cells

(excluding red blood cells) • 300 ‘major’ cell types

• ….but, ~100 sub-sub-types just

of retinal neurons

… but finite

150M neurons in retina, ~40K required for survey

Retinal bipolar cell (BC): 12 sub types, rarest @5% Retinal amacrine cell (AC): 50 subtypes, rarest @1% Retinal Ganglial cell (RGC): 30 subtypes, rarest @1%

Photoreceptors (3) Horizontal cells (1) Bipolar cells (12) Amacrine cells (50) RGCs (30)

Page 13: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types
Page 14: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types
Page 15: The Human Cell Atlas...The Human Cell Atlas Project Large • Adult human: ~2X10 13 cells (excluding red blood cells) • 300 ‘major’ cell types • ….but, ~100 sub -sub-types