Computational Biology

(BIOSC 1540)

Aug 29, 2024

Lecture 02:
DNA sequencing

Announcements

  • Assignment 01 will be published tonight or tomorrow.
  • What material will you be responsible for
  • TopHat question about project.

After today, you should be able to

1.  Construct a general workflow intrinsic to DNA sequencing experiments.
2.  Delineate the core principles underlying Sanger sequencing.
3.  Conduct a comparative analysis of Illumina sequencing vis-à-vis Sanger sequencing.
4.  Explicate the fundamental principles governing Nanopore sequencing technology.

How do we acquire our DNA sample?

Computationalists still need to understand the underlying source of our data

Let's start with a bacterial culture

Fun fact: Pitt has a beer brewing class (ENGR 1933)

We let our bacterial culture produce our products of interest

Biotechnology frequently uses massive E. coli cultures to produce biologics

Separate cells from media

Great! We have our cells, but how can we get DNA out of our cells?

We break open our cells by lysing them

The first step is always to centrifuge and separate our cells and media

Keep the part that has our component of interest (DNA)

How can we lyse cells?

Chemical lysis destabilizes the lipid bilayer and denatures proteins

They have a hydrophilic head and hydrophobic tail

Wait, surfactants sound a lot like phospholipids?

What's the primary difference, and how does this change its behavior?

Surfactants have one hydrophobic tail, which allows them to further penetrate molecular structures

(There are also other methods like sonication.)

We need to isolate and purify our DNA

Phenol-chloroform extraction uses liquid-liquid separation

Phenol

Chloroform

Where is our DNA, and why? Which region should we keep?

Aqueous + DNA + RNA

Protein

Lipids + Large molecules

Most labs use highly effective kits

Sample absorbance at 260 nm is correlated to DNA concentration

There are some other steps, but let's now assume we have a purified DNA sample at this point

After today, you should be able to

1.  Construct a general workflow intrinsic to DNA sequencing experiments.
2.  Delineate the core principles underlying Sanger sequencing.
3.  Conduct a comparative analysis of Illumina sequencing vis-à-vis Sanger sequencing.
4.  Explicate the fundamental principles governing Nanopore sequencing technology.

Our main problem: Determine the precise ordering of nucleotides

DNA elongation happens rapidly and continuously

We use DNA polymerase + excess nucleotides to make copies of DNA

3' OH is required for DNA elongation

What happens if we don't have the 3' OH?

We cannot add another nucleotide

Di-deoxynucleotides stop replication

ddNTP will randomly stop DNA elongation

We will be left with DNA strands of variable length

When DNA polymerase adds a

ddNTP

, it cannot add any other 

nucleotide

Ratio is usually

1

100

By sorting DNA fragments by length, we can see what the last nucleotide is

Original setup

  1. Split DNA sample into four beakers
  2. Add all four dNTPs to each beaker
  3. Add some amount of radioactive ddNTP in a single beaker
  4. Add Taq polymerase and let PCR run

Why would we need separate beakers?

Once we have fragments, how can we separate them by length?

Gel electrophoresis!

Cannot differentiate between radioactive nucleotides

We can build our sequence based on what (radioactive) ddNTP is at that position

Now we use fluorescence to distinguish ddNTPs

Only need one PCR!

We also can automate fragment separation

Capillary gel electrophoresis can accelerate fragment length sorting and detection

Unique fluorescence signal per ddNTP produces a chromatogram

Ideal chromatogram

Significant noise up to ~20 basepairs in

Unreliable transport properties

Dye blobs occur from unused ddNTPs

We have fewer longer fragments so signal is weaker

After today, you should be able to

1.  Construct a general workflow intrinsic to DNA sequencing experiments.
2.  Delineate the core principles underlying Sanger sequencing.
3.  Conduct a comparative analysis of Illumina sequencing vis-à-vis Sanger sequencing.
4.  Explicate the fundamental principles governing Nanopore sequencing technology.

What is better than promotional materials?

Adapter ligations attach P5 and P7 oligos to facilitate binding to flow cell (Illumina)

Primers are not complementary, so they do not base pair

We locally amplify bound DNA fragments to get clusters of the same sequence

Bridge amplification creates double-stranded bridges 

Clusters will give off a stronger signal compared to a single fragment

Double-stranded clonal bridges are denatured with cleaved reverse strands

We repeatedly

  • Add nucleotide

  • Capture signal

  • Cleave fluorophore

Forward

Reverse

Illumina is high throughput and widely used

After today, you should be able to

1.  Construct a general workflow intrinsic to DNA sequencing experiments.
2.  Delineate the core principles underlying Sanger sequencing.
3.  Conduct a comparative analysis of Illumina sequencing vis-à-vis Sanger sequencing.
4.  Explicate the fundamental principles governing Nanopore sequencing technology.

What is better than promotional materials?

Nanopores and polymer membrane respond to electrical perturbations

ML algorithms predict and decode sequences

Nanopore gives us much longer reads, which is important for assembling reads into a genome

Sneak peek of the next lecture ...

What we sequence

What we want

Use genome assembly!

Before the next class, you should

Lecture 03:
Quality control

Lecture 02:
DNA sequencing

Today

Tuesday

BIOSC 1540: L02 (Sequencing)

By aalexmmaldonado

BIOSC 1540: L02 (Sequencing)

  • 81