Difference between revisions of "20.109(F20):M3D1"

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==Introduction==
 
==Introduction==
In this module you build on the progress of former 109ers! In previous semesters, students engineered the the metabolism of ''E. coli'' in an attempt to increase the production of a commercially relevant product.  Specifically, metabolic engineering was used to increase the ethanol yield via manipulating the fermentation pathway native to ''E. coli'' cells.  Ethanol, or ethyl alcohol, is used as fuel – most commonly as a biofuel additive in gasoline.  Current methods for producing ethanol involve the use of agricultural feedstocks and concern is mounting given the effect this may have on food prices and resources.  Using ''E. coli'' as an ethanol-generating machine is promising; however, the ethanol output of a native cell is very low.  
+
In this module you will build upon the progress of former 109ers! In previous semesters, students engineered the the metabolism of ''E. coli'' in an attempt to increase the production of a commercially relevant product.  Specifically, metabolic engineering was used to increase the ethanol yield via manipulating the fermentation pathway native to ''E. coli'' cells.  Ethanol, or ethyl alcohol, is used as fuel – most commonly as a biofuel additive in gasoline.  Current methods for producing ethanol involve the use of agricultural feedstocks and concern is mounting given the effect this may have on food prices and resources.  Using ''E. coli'' as an ethanol-generating machine is promising; however, the ethanol output of a native cell is very low.  
 
+
  
 
Metabolic engineering refers to the alteration of genetic and/or regulatory circuitry within organisms.  The native circuitry involves a series of enzymes that perform biochemical reactions that function to convert raw substrates into products that are required for the organism’s survival.  When this native circuitry is altered using metabolic engineering techniques, the goal is to use the host organisms as machines that produce valuable materials in large quantities and at low cost.
 
Metabolic engineering refers to the alteration of genetic and/or regulatory circuitry within organisms.  The native circuitry involves a series of enzymes that perform biochemical reactions that function to convert raw substrates into products that are required for the organism’s survival.  When this native circuitry is altered using metabolic engineering techniques, the goal is to use the host organisms as machines that produce valuable materials in large quantities and at low cost.
  
Common strategies employed in metabolic engineering are:
+
[[Image:Fa16 M2D2 pathway example.png|thumb|300px|right|'''Example illustrating pathway to desired product.''']]Common strategies employed in metabolic engineering are:
 
*Increasing expression of a gene that encodes an enzyme responsible for a rate-limiting step.
 
*Increasing expression of a gene that encodes an enzyme responsible for a rate-limiting step.
 
*Inhibiting competing pathways that divert substrate away from the pathway of interest.
 
*Inhibiting competing pathways that divert substrate away from the pathway of interest.
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*Altering the structure of the enzyme such that yield is increased.
 
*Altering the structure of the enzyme such that yield is increased.
  
[[Image:Fa16 M2D2 pathway example.png|thumb|300px|right|'''Example illustrating pathway to desired product.''']]To increase production of a desired product, you can either target proteins that use the substrate to generate alternate products (see A in image on right) or you can target proteins that use the desired product to generate alternate products (see B in image on right).  In A the substrate is siphoned away from the reaction that generates the desired product and in B the desired product is used as substrate in a subsequent reaction.  By eliminating the proteins that catalyze the reactions that result in alternate products, you can '''''potentially''''' increase production of your desired product.
+
To increase production of a desired product, you can either target proteins that use the substrate to generate alternate products (see A in image on right) or you can target proteins that use the desired product to generate alternate products (see B in image on right).  In A the substrate is siphoned away from the reaction that generates the desired product and in B the desired product is used as substrate in a subsequent reaction.  By eliminating the proteins that catalyze the reactions that result in alternate products, you can potentially increase production of your desired product.
  
To manipulate the metabolism of ''E. coli'', you will use the CRISPRi system.  Today you will design a guide RNA (gRNA) that specifically targets a gene within the fermentation pathway of ''E. coli''.
+
To manipulate the metabolism of ''E. coli'', the CRISPRi system was used. Unlike more commonly used CRISPR-based technologies, CRISPRi is used to modulate expression from the genome rather than to modify the genomeThis distinction is due to the use of an enzymatically-inactive dCas9 (or ‘dead’ Cas9) protein.  Because dCas9 is enzymatically inactive, it is unable to cleave the DNA upon binding to the targeted sequence in the host genome.  The lack of DNA cleavage results in gene silencing through impeding RNA polymerase binding, transcription factor binding, and/or transcription elongation. This method of repression referred to as CRISPRi collision and depicted in the schematic below.
 +
 
 +
[[Image:Fa20 M3D1 CRISPRi collision model.png|thumb|600px|center|]]
  
 
==Protocols==
 
==Protocols==
  
===Part 2: Review ethanol metabolism via the ''E. coli'' fermentation pathway===
+
The focus for today is to understand the key concepts and methods that were used to generate the data you will critically evaluate in this module.  First, it is important to consider how targets were selected for the metabolic engineering approach.  Second, you will review the CRISPRi technology used for the metabolic engineering approach.
Your goal in this module is to increase the production of either ethanol or acetate, two valuable products of the ''E. coli'' mixed-acid fermentation pathway.  You will complete this task using the CRISPRi system, which targets genes such that transcription of the target gene is decreased, thus resulting in less of the protein encoded by the targeted gene.
+
 
 +
===Part 1: Review ''E. coli'' anaerobic fermentative metabolism===
 +
 
 +
Across many fields of science, ''E. coli'' is a valuable tool in research related to genetic systems, metabolic pathways, and physiological responses.  It is often called the 'workhorse' of bench science.  There are many reasons for this role including: 1) ''E. coli'' cultures are easy to grow in the laboratory, 2) ''E. coli'' is a genetically tractable system, 3) ''E. coli'' metabolic pathways are defined and, 4) the breadth of research available for ''E. coli'' in literature.  For all of these reasons, ''E. coli'' is ideal for use this module!
 +
 
 +
We will take advantage of the genetic tools available for engineering the genetics of ''E. coli'' to increase ethanol yield.  In ''E. coli'', ethanol is produced via the mixed-acid pathway which is used by cells under fermentative conditions to maintain redox balanceWith your laboratory partner, review the metabolic pathway map below.  Specifically, identify at which step ethanol is produced.
 +
 
 +
<font color =  #4a9152 >'''In your laboratory notebook,'''</font color> complete the following:
 +
*Which gene(s) are responsible for ethanol production?  Provide a brief description of the reaction (ie what is substrate? are biproducts generated?).
 +
*Which gene(s) might you target using the CRISPRi system to increase the availability of substrate for ethanol production?
 +
*Which gene(s) might you target using the CRISPRi system to decrease the amount of substrate used to generate products in steps downstream of ethanol production?
 +
*From the list of possible gene targets, which do you think is the most promising candidate? Why?
 +
 
  
 +
[[Image:Fa16 M2D2 fermentation pathway.png|thumb|700px|center|'''Mixed-acid fermentation in ''E. coli'''''. Image from [[Media:MetEngEcoli review.pdf |Metabolic engineering of ''Escherichia coli'' for production of mixed-acid fermentation end products.]] ''Frontiers in Bioengineering and Biotechnology.'' (2014)2:1-12. ]]<br>
  
Use the fermentation pathway from ''E. coli'' (included below) and the example above to answer the following questions with your partner.
+
===Part 2: Research CRISPRi system===
#Which gene(s) might you target to increase the availability of substrate for ethanol production?  For acetate production?
+
#Which gene(s) might you target to decrease the amount of substrate used to generate products in steps downstream of ethanol production?  of acetate production?
+
[[Image:Fa16 M2D2 fermentation pathway.png|thumb|700px|center|'''Mixed-acid fermentation in ''E. coli''.''' Image from Forster and Gescher, Front. in Bioeng. and Biotech., 2014.]] <br>
+
With your laboratory partner, review [[Media:MetEngEcoli review.pdf |Metabolic engineering of ''Escherichia coli'' for production of mixed-acid fermentation end products]] by Forster & Gescher.  Using the information within this article and the genes that you identified above, select one gene that you will target in an attempt to increase the production of either ethanol or acetate.  Be sure to include notes on your decision and thought process in your laboratory notebook.
+
  
Before you continue, note the fermentation product you aim to increase and the gene you will target in the [http://engineerbiology.org/wiki/20.109(F18):Class_data Class Data Page].
+
Review and discuss the Introduction and the first Results sub-section ('A minimal CRISPRi system consists of a single protein and RNA and can effectively silence transcription initiation and elongation') from the following journal article with your laboratory partner:
  
===PCR amplification===
+
Lei ''et al.'' "[[Media:Fa20 M3D1 CRISPRi reference.pdf |Repurposing CRISPR as an RNA-guided platform for sequence-specific control of gene expression.]]" ''Cell''. (2013) 152:1173-1183.
  
The applications of PCR (polymerase chain reaction) are widespread, from forensics to molecular biology to evolution, but the goal of any PCR is the same: to generate many copies of DNA from a single or a few specific sequence(s) (called the “target” or “template”).  
+
In this article, the researchers describe a modified CRISPR system, referred to as CRISPR interference (CRISPRi), that inhibits transcription of genes that are targeted using single guide RNA (sgRNA) molecules.  The goal of this exercise is to understand how the sgRNA molecules are used to target specific genes. In the CRISPRi system, sgRNA forms a complex with dCas9 and this complex binds to the sequence in the genome that is complementary to the sgRNA molecule.  Thus, the sgRNA targets a specific gene sequence in the host genome.  When the sgRNA / dCas9 complex binds, transcription of the gene is inhibited.
  
In addition to the target, PCR requires only three components: primers to bind sequence flanking the target, dNTPs to polymerize, and a heat-stable polymerase to carry out the synthesis reaction over and over and over.  DNA polymerases require short initating pieces of DNA (or RNA) called primers in order to copy DNA. In PCR amplification, forward and reverse primers that target the non-coding and coding strands of DNA, respectively, are separated by a distance equal to the length of the DNA to be copiedLength is one important design feature. Primers that are too short may lack requisite specificity for the desired sequence, and thus amplify an unrelated sequence. The longer a primer is, the more favorable are its energetics for annealing to the template DNA, due to increased hydrogen bonding. On the other hand, longer primers are more likely to form secondary structures such as hairpins, leading to inefficient template priming. Two other important features are G/C content and placement. Having a G or C base at the end of each primer increases priming efficiency, due to the greater energy of a GC pair compared to an AT pair. The latter decrease the stability of the primer-template complex. Overall G/C content should ideally be 50 +/- 10%, because long stretches of G/C or A/T bases are both difficult to copy. The G/C content also affects the melting temperature. PCR is a three-step process (denature, anneal, extend) and these steps are repeated 20 or more times. After 30 cycles of PCR, there could be as many as a billion copies of the original target sequence.
+
Transcription can be blocked by targeting sgRNA molecules to the promoter or coding region of a specific geneThe promoter is the region upstream of the start codon and contains the RNAP binding site, or the -10 and -35. When the sgRNA / dCas9 complex binds to the promoter, transcription initiation is inhibited because RNAP is unable to bind to the promoter. The coding region refers to the gene sequence. When the sgRNA is targeted to the coding region, transcription elongation is stalled because RNAP is unable to traverse beyond the location of the sgRNA / dCas9 complex.
  
Based on the numerous applications of PCR, it may seem that the technique has been around forever. In fact it is just over 30 years old. In 1984, Kary Mullis described this technique for amplifying DNA of known or unknown sequence, realizing immediately the significance of his insight.
+
<font color =  #4a9152 >'''In your laboratory notebook,'''</font color> complete the following with your partner:
 +
*Briefly, describe how the CRISPRi system is different than the native CRISPR system that was discussed during lecture.
 +
**Hint: Which two components were modified? How?
 +
*In the first paragraph of the Results sub-section, what are the researchers testing?
 +
*Describe the red fluorescent protein (mRFP)-based reporter system.
 +
**Where was the mRFP gene sequence inserted?
 +
**What does this system enable the researchers to test?
 +
*For Fig. 2C, describe the schematic of the mRFP-based reporter system (top of the panel). 
 +
**What are each of the components and what is the purpose of each?
 +
**What does it mean if RFP is expressed from this construct?  If RFP is not expressed from this construct?
 +
*For Fig. 2C, explain the data that are shown (bottom of the panel).
 +
**What is the control?
 +
**What do these data tell you about how to best target the coding region of a gene using sgRNA molecules and the CRISPRi system?
 +
*For Fig. 2D, describe the schematic of the experimental approach (top of panel).
 +
**How does this experiment relate to what is shown in Fig. 2C?
 +
**The output from this experimental approach is RFP.  Where is the RFP insert?  How does this approach relate to the mRFP-based reporter system?
 +
*For Fig. 2D, explain the data that are shown (bottom of the panel).
 +
**What is the control?
 +
**What do these data tell you about how to best target the promoter region of a gene using sgRNA molecules and the CRISPRi system?
 +
*Lastly, given the results from this article what is the best approach for targeting the promising candidate you identified above in Part 1?
 +
**Should you design an sgRNA that targets, or binds, the promoter or the coding region?  The template or the non-template strand?
 +
**Where in the promoter or coding region should the sgRNA bind (ie the -35 or the middle of the gene)?
  
''"Dear Thor!," I exclaimed. I had solved the most annoying problems in DNA chemistry in a single lightening bolt. Abundance and distinction. With two oligonucleotides, DNA polymerase, and the four nucleosidetriphosphates I could make as much of a DNA sequence as I wanted and I could make it on a fragment of a specific size that I could distinguish easily. Somehow, I thought, it had to be an illusion. Otherwise it would change DNA chemistry forever. Otherwise it would make me famous. It was too easy. Someone else would have done it and I would surely have heard of it. We would be doing it all the time. What was I failing to see? "Jennifer, wake up. I've thought of something incredible." '' --Kary Mullis from his Nobel lecture; December 8, 1993
+
==Navigation links==
 +
Next day: [[20.109(F20):M3D2 | Align gRNA sequences with genomic targets]]<br>
 +
Previous day: [[20.109(F20):M2D7 | Examine putative small molecule binders for common features]] ??

Latest revision as of 18:34, 22 July 2020

20.109(F20): Laboratory Fundamentals of Biological Engineering

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Fall 2020 schedule        FYI        Assignments        Homework        Communication |        Accessibility

       M1: Genomic instability        M2: Drug discovery        M3: Metabolic engineering       


Introduction

In this module you will build upon the progress of former 109ers! In previous semesters, students engineered the the metabolism of E. coli in an attempt to increase the production of a commercially relevant product. Specifically, metabolic engineering was used to increase the ethanol yield via manipulating the fermentation pathway native to E. coli cells. Ethanol, or ethyl alcohol, is used as fuel – most commonly as a biofuel additive in gasoline. Current methods for producing ethanol involve the use of agricultural feedstocks and concern is mounting given the effect this may have on food prices and resources. Using E. coli as an ethanol-generating machine is promising; however, the ethanol output of a native cell is very low.

Metabolic engineering refers to the alteration of genetic and/or regulatory circuitry within organisms. The native circuitry involves a series of enzymes that perform biochemical reactions that function to convert raw substrates into products that are required for the organism’s survival. When this native circuitry is altered using metabolic engineering techniques, the goal is to use the host organisms as machines that produce valuable materials in large quantities and at low cost.

Example illustrating pathway to desired product.
Common strategies employed in metabolic engineering are:
  • Increasing expression of a gene that encodes an enzyme responsible for a rate-limiting step.
  • Inhibiting competing pathways that divert substrate away from the pathway of interest.
  • Incorporating genes from other organisms into the host.
  • Altering the structure of the enzyme such that yield is increased.

To increase production of a desired product, you can either target proteins that use the substrate to generate alternate products (see A in image on right) or you can target proteins that use the desired product to generate alternate products (see B in image on right). In A the substrate is siphoned away from the reaction that generates the desired product and in B the desired product is used as substrate in a subsequent reaction. By eliminating the proteins that catalyze the reactions that result in alternate products, you can potentially increase production of your desired product.

To manipulate the metabolism of E. coli, the CRISPRi system was used. Unlike more commonly used CRISPR-based technologies, CRISPRi is used to modulate expression from the genome rather than to modify the genome. This distinction is due to the use of an enzymatically-inactive dCas9 (or ‘dead’ Cas9) protein. Because dCas9 is enzymatically inactive, it is unable to cleave the DNA upon binding to the targeted sequence in the host genome. The lack of DNA cleavage results in gene silencing through impeding RNA polymerase binding, transcription factor binding, and/or transcription elongation. This method of repression referred to as CRISPRi collision and depicted in the schematic below.

Fa20 M3D1 CRISPRi collision model.png

Protocols

The focus for today is to understand the key concepts and methods that were used to generate the data you will critically evaluate in this module. First, it is important to consider how targets were selected for the metabolic engineering approach. Second, you will review the CRISPRi technology used for the metabolic engineering approach.

Part 1: Review E. coli anaerobic fermentative metabolism

Across many fields of science, E. coli is a valuable tool in research related to genetic systems, metabolic pathways, and physiological responses. It is often called the 'workhorse' of bench science. There are many reasons for this role including: 1) E. coli cultures are easy to grow in the laboratory, 2) E. coli is a genetically tractable system, 3) E. coli metabolic pathways are defined and, 4) the breadth of research available for E. coli in literature. For all of these reasons, E. coli is ideal for use this module!

We will take advantage of the genetic tools available for engineering the genetics of E. coli to increase ethanol yield. In E. coli, ethanol is produced via the mixed-acid pathway which is used by cells under fermentative conditions to maintain redox balance. With your laboratory partner, review the metabolic pathway map below. Specifically, identify at which step ethanol is produced.

In your laboratory notebook, complete the following:

  • Which gene(s) are responsible for ethanol production? Provide a brief description of the reaction (ie what is substrate? are biproducts generated?).
  • Which gene(s) might you target using the CRISPRi system to increase the availability of substrate for ethanol production?
  • Which gene(s) might you target using the CRISPRi system to decrease the amount of substrate used to generate products in steps downstream of ethanol production?
  • From the list of possible gene targets, which do you think is the most promising candidate? Why?


Mixed-acid fermentation in E. coli. Image from Metabolic engineering of Escherichia coli for production of mixed-acid fermentation end products. Frontiers in Bioengineering and Biotechnology. (2014)2:1-12.

Part 2: Research CRISPRi system

Review and discuss the Introduction and the first Results sub-section ('A minimal CRISPRi system consists of a single protein and RNA and can effectively silence transcription initiation and elongation') from the following journal article with your laboratory partner:

Lei et al. "Repurposing CRISPR as an RNA-guided platform for sequence-specific control of gene expression." Cell. (2013) 152:1173-1183.

In this article, the researchers describe a modified CRISPR system, referred to as CRISPR interference (CRISPRi), that inhibits transcription of genes that are targeted using single guide RNA (sgRNA) molecules. The goal of this exercise is to understand how the sgRNA molecules are used to target specific genes. In the CRISPRi system, sgRNA forms a complex with dCas9 and this complex binds to the sequence in the genome that is complementary to the sgRNA molecule. Thus, the sgRNA targets a specific gene sequence in the host genome. When the sgRNA / dCas9 complex binds, transcription of the gene is inhibited.

Transcription can be blocked by targeting sgRNA molecules to the promoter or coding region of a specific gene. The promoter is the region upstream of the start codon and contains the RNAP binding site, or the -10 and -35. When the sgRNA / dCas9 complex binds to the promoter, transcription initiation is inhibited because RNAP is unable to bind to the promoter. The coding region refers to the gene sequence. When the sgRNA is targeted to the coding region, transcription elongation is stalled because RNAP is unable to traverse beyond the location of the sgRNA / dCas9 complex.

In your laboratory notebook, complete the following with your partner:

  • Briefly, describe how the CRISPRi system is different than the native CRISPR system that was discussed during lecture.
    • Hint: Which two components were modified? How?
  • In the first paragraph of the Results sub-section, what are the researchers testing?
  • Describe the red fluorescent protein (mRFP)-based reporter system.
    • Where was the mRFP gene sequence inserted?
    • What does this system enable the researchers to test?
  • For Fig. 2C, describe the schematic of the mRFP-based reporter system (top of the panel).
    • What are each of the components and what is the purpose of each?
    • What does it mean if RFP is expressed from this construct? If RFP is not expressed from this construct?
  • For Fig. 2C, explain the data that are shown (bottom of the panel).
    • What is the control?
    • What do these data tell you about how to best target the coding region of a gene using sgRNA molecules and the CRISPRi system?
  • For Fig. 2D, describe the schematic of the experimental approach (top of panel).
    • How does this experiment relate to what is shown in Fig. 2C?
    • The output from this experimental approach is RFP. Where is the RFP insert? How does this approach relate to the mRFP-based reporter system?
  • For Fig. 2D, explain the data that are shown (bottom of the panel).
    • What is the control?
    • What do these data tell you about how to best target the promoter region of a gene using sgRNA molecules and the CRISPRi system?
  • Lastly, given the results from this article what is the best approach for targeting the promising candidate you identified above in Part 1?
    • Should you design an sgRNA that targets, or binds, the promoter or the coding region? The template or the non-template strand?
    • Where in the promoter or coding region should the sgRNA bind (ie the -35 or the middle of the gene)?

Navigation links

Next day: Align gRNA sequences with genomic targets

Previous day: Examine putative small molecule binders for common features ??