Single’cell)RNA)sequencing) methodologies)and)ESCG)plaorm) · Modified from: Picelli (2016), RNA...

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Singlecell RNA sequencing methodologies and ESCG pla:orm Karolina Wallenborg October 2, 2017

Transcript of Single’cell)RNA)sequencing) methodologies)and)ESCG)plaorm) · Modified from: Picelli (2016), RNA...

Page 1: Single’cell)RNA)sequencing) methodologies)and)ESCG)plaorm) · Modified from: Picelli (2016), RNA Biology, July 21: 1-14 The STRT/C1 method mRNA RT & template switching C1-P1-T 31

Single-­‐cell  RNA  sequencing  methodologies  and  ESCG  pla:orm  

Karolina  Wallenborg  October  2,  2017  

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From  Wikipedia  

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Short  history  of  scRNA-­‐seq  

Adapted  from:  Kolodziejczyk  A  et  al,  Molecular  Cell,  2015  

10XGenomics  BioRad/Illumina  BD  Resolve  

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ApplicaTons  for  scRNA-­‐sequencing  

•  Heterogeneity  analysis  •  Cell  type  idenTficaTon  •  Lineage  tracing,  cellular  states  in  differenTaTon  and  development  

•  Monoallelic  gene  expression,  splicing  paZerns    

Zeisel  A,  et  al,  Science  2015  

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Single-­‐cell  isolaTon  or  capture  

Adapted  from:  Kolodziejczyk  A  et  al,  Molecular  Cell,  2015  

MulT-­‐Sample  Nano-­‐Dispenser  

Micro-­‐well  chip  

Cytoplasmic  aspiraTon  

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Reverse  transcripTon  and  amplificaTon  

Adapted  from:  Kolodziejczyk  A  et  al,  Molecular  Cell,  2015  

•  Poly(T)  primer  •  Single  cell  contain  ~10  pg  total  RNA  •  1-­‐5%  is  mRNA  •  10-­‐20%  of  the  transcripts  get  reverse  transcribed  

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Current  scRNA-­‐sequencing  protocols  

Adapted  from  Poulin  JF  et  al,  Nature  Neuroscience,  2016  

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Single-­‐cell  RNA-­‐sequencing  protocols  -­‐Which  method  suits  you?  

•  Full-­‐length  – Whole  transcript  informaTon  

–  Gene  expression  quanTficaTon  

–  Isoform,  SNP  and  mutaTons  

 

•  Tag-­‐based  methods  (5’  or  3’)  –  EsTmate  of  transcript  abundance  –  Early  mulTplexing  –  Combined  with  molecular  counTng  

–  Retain  DNA  strand  informaTon  

 

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ESCG  pla:orm  •  Started  in  2015  •  Sten  Linnarsson  (STRT-­‐seq,  STRT/C1),  Rickard  Sandberg  

(Smart-­‐seq2)  

•  High  throughput  single-­‐cell  RNA-­‐sequencing  •  280,000  single  cells  sequenced  •  77  projects    

0  2  4  6  8  10  12  

Oligod

endrocytes  

Breast  Cancer  C

ells  

Brain  cells  

Epen

dymal  cells  

Cardiomyocytes  

Neu

rons  

KeraTn

ocytes  

GBM  cells  

Neu

ral  Crest  Cells  

Innate  Lym

phoid  Ce

lls  

Blastema  Ce

lls  

ES  Cells  

Immun

e  Ce

lls  

CAFs  

Endo

thelial  Cells  

Pericytes  

SpermaT

ds  

Fibrob

lasts  

Pancreas  cells  

Mesen

chym

al  Cells  

Smoo

th  m

uscle  Ce

lls  

CLL  tumor  Cells  

Epith

elial  Cells  

Bone

 marrow  Cells  

Kidn

ey  Cells  

Microglia  

Thym

ic  Cells  

Macroph

ages  

Liver  

Astrocytes  

Endo

thelial  Cells  

Leukem

ia  Cells  

IPS  Ce

lls  

Cancer  Cell  line  

Tongue

 Cells  

Number  of  projects  per  cell  type  

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How  do  you  get  started?  User  meeTng  –  Project  discussion  

•  Feasibility  •  Tissue,  cells  •  Project  size  •  Time  line  

–  Choice  of  method  •  Data  output  •  Number  of  cells  to  be  analyzed  •  LocaTon,  cell  delivery  

–  BioinformaTcs  •  Early  contact  •  NaTonal  BioinformaTcs  Infrastructure  Sweden  (NBIS)  

–  Data  delivery  –  User  fees  

How  many  cells  must  I  analyze?  

And  how  deep  must  I  sequence  ?  

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Single  cell  submission  guidelines  

OpTmize  your  cell  isolaTon  protocol  –  Limit  Tme  of  isolaTon  –  Be  gentle  

Single  cell  suspension  criteria  –  High  viability  (>80%)  –  No  cell  clumps  or  debris  –  Cell  strain  and  wash  

FACS  facility  –  Cell  viability  stain  

Visit  us  –  Single  cell  suspension  quality  control  

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Smart-­‐seq2  at  ESCG  •  384  well  plates  •  IsolaTon:  FACS  •  Input:  cells/nuclei  •  Full-­‐length  •  Sequencing:  50bp  single-­‐read  •  ERCC  spike-­‐ins  –  Two  different  diluTons  

•  Flexible  delivery  

 

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STRT-­‐seq-­‐2i:  dual-­‐index  5’  single-­‐cell    RNA-­‐sequencing  

Adapted  from:  Hochgerner  H,  et  al,  BioRxiv,  2017  

•  IsolaTon:  FACS/dispensing  •  Input:  Cells/nuclei  •  Scale:  9600  cells  (~2500  cells)  •  Sequencing:  5’-­‐tag  (50  bp  single  read)  •  Up  to  8  samples  in  parallel  •  No  size  limitaTon  •  UMI:s  

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10X  Genomics  -­‐Drop-­‐seq  technology  

•  IsolaTon:  Droplets  •  Input:  Cells/nuclei  •  Scale:  500-­‐10,000  x  8  •  Sequencing:  3’-­‐tag  

(HiSeq2500/NovaSeq)  •  Up  to  8  samples  in  parallel  •  Validated  up  to  30μm  

(channels  50μm)  •  UMI,  cell  barcode,  sample  

barcode  •  CellRanger,  Loupe,  R-­‐package  

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Comparing  our  services  Full-­‐length   Quan?ta?ve  

Smart-­‐seq2   STRT-­‐Wafergen   10xGenomics  

Format   Eppendorf    Twin-­‐tek   Microwell  chip  

Chromium  microfluidics  chip  

 

Cell  number   384   9,600  (~2,500)   8  x  500-­‐10,000  

Input   FACS-­‐sorted  cells   Suspension   Suspension  

Transcript  coverage   Full-­‐length   5’   3’  

Features   •  Flexible  delivery  •  Isoforms,  SNPs,  

mutaTons  •  Nuclei  •  ERCC  spike-­‐ins  

•  LimiTng  diluTon/FACS  

•  Cell  selecTon  •  Unbiased  •  8  samples  parallel    •  Nuclei  

•  High  throughput  •  8  samples  parallel  •  Nuclei  •  Sample  pooling  

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Data  delivery  

•  Sequencing  at  NGI,  HiSeq2500,  NovaSeq  •  Analysis  pipelines  for  mouse  and  human  –  In-­‐house:  STRT,  smart-­‐seq2  –  Cell  ranger:  10xGenomics  

•  UPPMAX,  BioinformaTcs  compute  and  storage  –  Users  apply  individually  for  projects    –  Annotated  gene  expression  data,  QC-­‐files,  Fastq  

•  BioinformaTcs  –  Done  by  user  –  Support  from  BILS  and  WABI  –  CollaboraTons  

 

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User  fees  

Smart-­‐seq2    

384  well  plate  

STRT-­‐Wafergen    

9600  wells  chip  (~2,500  cells)  

10XGenomics    

1  sample    (~3,000  cells)  

•  ValidaTon  •  Smart-­‐seq2  

library    •  Sequencing    •  (50  bp,  single-­‐

read  

•  ValidaTon  •  STRT  library  (dual  

index)  •  Sequencing  (50  bp  

single-­‐read)  

•  ValidaTon  •  Illumina  library  •  Sequencing  

(paired-­‐end,  dual  index)  

~40,000  SEK   ~50,000  SEK   ~42,000  SEK  

Costs  include:  Reagents,  consumables,  instrument  depreciaTon,  instrument  service,  personnel.  Overhead  is  not  included.  

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ESCG  StaTsTcs  

Smart-­‐seq2,  95500  

STRT-­‐C1  (Fluidigm),  

6729  STRT-­‐seq-­‐2i  (Wafergen),  

21282  

10X  Genomics,  158500  

Mouse  ,  37  Human,  33  

Newt,  2  

Pig,  1  Monkey,  2   Hydra,  1   Zebrafish,  

1  

KI,  Solna  KI,  Huddinge  

UU  

SU   Lund  

LICR   InternaTonal  

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What  lays  ahead?  •  Emerging  techniques  –  Single  nuclei  RNA-­‐sequencing  –  Single  cell  ATAC-­‐seq  –  Transcriptome  +  Epigenome  –  Transcriptome  +  Proteome  –  CRISPR-­‐Cas9  +  Transcriptome  –  ‘split-­‐pooling’  scRNA-­‐seq    

•  ValidaTon  –  Small  molecule  FISH  

•  Human  Cell  Atlas  

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Modified from: Picelli (2016), RNA Biology, July 21: 1-14

The STRT/C1 method

mRNA

RT & template switching

C1-P1-T31AAAAAAAA

TTTTTTTTT

AAAAAAAArGrGrGC C C

C1-P1-TSO

cDNA amplification

C1-P1-PCR

PvuI site

TTTTTTTTT

UMI

AAAAAAAAGGGCCC TTTTTTTTT

C1-P1-PCR

Tagmentation

GGGCCC

AAAAAAAA TTTTTTTTT

GGGCCC

AAAAAAAA TTTTTTTTT

Cell barcode

Illumina P2

biotin

Streptavidin bead separation - pooling - PvuI restriction

GGGCCC

AAAAAAAA TTTTTTTTT

Sequencing

GGGCCC

Read 2 Read 1

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Modified from: Picelli (2016), RNA Biology, July 21: 1-14

The Smart-seq2 method

mRNA

RT & template switching

SMARTdT30VN

AAAAAAAANVTTTTTTTTT

AAAAAAAANVTTTTTTTTT

rGrG+GC C C

TSO-LNA

cDNA amplification

NVTTTTTTTTTGGGCCC

AAAAAAAA

ISPCR

ISPCR

Tagmentation & library preparation

NVTTTTTTTTTGGGCCC

AAAAAAAA

i5 index

i7 index

Illumina P7

Illumina P5

Sequencing

Read 1 Read 2

+G --> LNA-modified G