Week 2 - Transcriptomics Flashcards

1
Q

What is the transcriptome?

A
  • mRNA
  • All expressed RNA
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2
Q

What is the translatome?

A

all translated mRNA
- mRNA in polysomes

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3
Q

What is the proteome?

A

all expressed proteins

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4
Q

Differential gene expression

A
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5
Q

Methods of transcript detect/quantification

A
  1. Northern Blot
  2. RT PCR and qPCR
  3. Microarray
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6
Q

Northern Blot

A
  1. Pour denaturing agarose gel that will denature DNA
    • RNA has secondary structure and gel changes the

mobility of the mRNA as it moves through

– straight mRNA = slow
– small hairpin == faster
– large hairpin === fastest

  • larger mass = slower travel through denaturing gel
  1. Transfer to nitrocellulose –> binds to nucleic acids
  2. Hybridize with labelled DNA
  3. Audioradiogram showing where radioactivity is on the filter
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7
Q

____ RNAs travel slower than ____ RNAs

A

long, short

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8
Q

advantages of norther blot:

A

observing RNA directly and not cDNA copy
- determine size of the transcript directly

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9
Q

disadvantages of norther blot:

A
  • not very density and needs a lot of RNA sample
  • not qualitative
    basically obsolete
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10
Q

RT PCR

A

cDNA copy of mRNA population is required because PCr requires DNA polymerase
- DNA copy made using RT which also need DNA primer
- also can use oligo dT primer which hybridizes with the polyA tail

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11
Q

advantages of RT PCR:

A

not all RNA in the transcriptome has polyA tail

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12
Q

process of RT PCR

A
  • design primers that can anneal to sequences present in transcript –> can amplify section of DNA
  • PCR product with the cDNA sample to mRNA for one condition
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13
Q

power of PCR

A
  • product is amplified geometrically due to chain reaction, cycle 0: 1, cycle 1: 2, cycle 2: 4, cycle 3: 8, etc….
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14
Q

RT monitoring of product production

A
  • monitor using fluorescence
    cT - when threshold is passed
  • more cDNA for a specific transcript in the population = the lower the cT
  • less cDNA for specific transcript in pop = higher cT
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15
Q

Microarray

A

detects differential gene expression

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16
Q

microarray process

A
  1. radioactively labelled cDNA to mRNA
  2. after hybridization and autoradiography (black = radioactive, clear/white = non-radioactive), can use colour labelled cDNA and detect fluorescence
17
Q

what is a protein detection/quantification method

A

western blot analysis

18
Q

Western blot analysis requirements:

A
  • membranes with proteins absorbed
  • antibody that will detect chosen protein
19
Q

Western blot analysis process

A

proteins travel on polyacrylamide gel and separate based on size
- remove gel
- place nitro-cellulose membrane (proteins here are all negatively charged)
- incubate with antibody and with bind to chosen protein
- wash off unbound antibody
- can visualize using chemiluminescence

20
Q

2 goals of RNA Seq

A
  1. Count the relative number of transcripts in the sample
  2. determine the structure of the transcripts in the sample
21
Q

3 methods of RNA seq

A

all depend on how DNA is sequenced
1. Direct RNA seq (Most recent) –> least manipulations
2. Long read RNA seq (newer) –> more manipulations
3. Short read RNA seq. (most established) –> more manipulations

22
Q

process of direct RNA seq

A

uses dna or directly seq RNA
- adapter will bind to motor protein and push other strand through nano pore
- polyt tail anneal to polyA tail
- RNA is threaded through nano pore membrane where change in current of molecules is measured as moved through

23
Q

Nanopore sequencing

A
  1. DNA molecule added adaptors
  2. Motor molecule binds
  3. SS DNA thread through pore
  • can detect modification of transcripts
  • when RNA being threaded through, length of polyA tail can be determined
24
Q

Advantages of direct RNA seq.

A
  • direct RNA seq.
  • long reads (1000 bases)
  • only manipulation is addition of adaptors
  • characterize modification and polyA tail length
25
Q

disadvantages of direct RNA seq.

A
  • lower throughput (10^6 reads)
  • higher error rate
  • no amplification possible (larger RNA sample)
26
Q

long read RNA seq.

A
  1. DNA molecule has adaptors
  2. DNA and DNA polymerase in a cell –> smart cell and ZMWs
  3. DNA sequence read –> continuous long read (CLR) seq, > 50 kb, longest possible reads
27
Q

long read RNA seq process

A
  1. make cDNA copy of RNA
  2. Adaptor ligation onto cDNA copies
  3. PCR amplification, can increase # of molecules being seq.
  4. Size detection
  5. long read seq.

not directly seq. RNA
- unambiguous to isoform such that each read counted as 1 transcript

28
Q

advantages of long read RNA seq

A
  • long reads: complete transcripts end to end
  • less manipulation than short reads
  • can amplify cDNA
29
Q

disadvantages of long read RNA seq

A

-lower throughput (106 reads)
- higher error rate
- seq a DNa copy and not original transcript

30
Q

Short Read RNA seq.

A
  • uses flowcell, can simultaneously seq. millions to billions of mol.
  • labelled nucleotides with fluorophore and blocked 3’ end –> in cycle 1, nuc. will be recognizes, at end of cycle, 3’block is removed and flurophore, repeat with next base
31
Q

Short Read RNA seq. process

A
  1. DNA molecule has adaptors added
  2. Sticks to oligo on a glass slide
  3. amplified to male cluster of slide –> clonally amplified through bridge amplification
    - denatured into 2, SS copies
  4. first seq. read
  5. reorientation of the DNA mol.
  6. Second paired seq. read
    - template now binds to second oligo

reads approx. 100 nuc.
- produces ambiguous exon (unable to differentiate x/y transcripts)
- also produces unambiguous exons (can differentiate x/y transcripts)

32
Q

Advantages of Short Read RNA seq.

A
  • paired end reads
  • two sequence files from alternate ends of the same DNA fragment made, therefore its KNOWN the come from same fragment
  • large # of reads (109-1010)
  • lower error rate
  • amplify sample
33
Q

Disadvantages of Short Read RNA seq.

A
  • higher number of manipulations
  • larger amount of computation required due to short reads
  • seq. a DNA copy and not original transcript
34
Q

transcript number

A
  • gene is being transcribed at a constant rate
  • transcript is degraded and has a constant half-life

when transcription shut off:
- rate of degradation depends on number of transcripts present
- exponential decay –> first order kinetics

rate of transcription = rate of degradation

(week 2 - slide 95 and 96)

35
Q

sc RNA seq goals

A
  1. determine the polyA+ transcriptome of individual cells
  2. useful in the study of development and human disease
36
Q

sc RNA seq process

A
  1. cells from suspension
  2. micro-article and lysis buffer
  3. barcoded bead primer move through microfluid device and form droplet
  4. cell lysis
  5. RNA hybridization –> adds 3 G’s
  6. break droplets
  7. RT with template switching –> adds 3 C’s to end before and then extends
  8. STAMPs - single cell transcriptome attached to a microparticle –> can be amplified in PCR
  9. Sequencing and analysis
    - each mRNA is mapped to original cell of origin and gene of origin
    - each cell’s pool of mRNA can be analyzed
    - cDNA alignment to genome and group results by cell
  10. count unique UMIs for each gene in each cell, create digital expression matrix

**BIG DATA

37
Q

t-distributed stochastic neighbour embedded (t-SNE)

A

data analysis and visualization tool that serapes and cluster multidimensional DNA
- gives each point a position in a 2 or 3D map
- 2D space pushes dissimilar data away from one another and clusters similar data together