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Record your result in the lab report sheet for the contingency test for Locus A, including chi-square statistic, degree of freedom, and p values | |||
===Test association with Locus B=== | ===Test association with Locus B=== | ||
Table 4a. Genotype counts at Locus B for each phenotype | Table 4a. Genotype counts at Locus B for each phenotype | ||
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Record your result in the lab report sheet for the contingency test for Locus A, including chi-square statistic, degree of freedom, and p values | |||
==Web Exercise. Search for gene information using NCBI online databases== | ==Web Exercise. Search for gene information using NCBI online databases== | ||
# Point your browser to the [http://blast.ncbi.nlm.nih.gov/Blast.cgi?PAGE_TYPE=BlastSearch&BLAST_SPEC=OGP__9606__9558&LINK_LOC=blasthome NCBI Human Genome Resource] page | # Point your browser to the [http://blast.ncbi.nlm.nih.gov/Blast.cgi?PAGE_TYPE=BlastSearch&BLAST_SPEC=OGP__9606__9558&LINK_LOC=blasthome NCBI Human Genome Resource] page | ||
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# Press "BLAST". Copy & Paste the top hit in your final lab report. | # Press "BLAST". Copy & Paste the top hit in your final lab report. | ||
# Briefly describe the function of the gene based on information found on the locus page | # Briefly describe the function of the gene based on information found on the locus page | ||
#to get to the gene locus page: click on the link for your hit--click on the "Feature" link (link describes the gene product)--the next page will be a GenBank page with protein and DNA sequence-- find the "Gene ID" which is a four-digit number-- click on it and you will be directed to the locus page | |||
===Additional questions=== | ===Additional questions=== | ||
Answer briefly (1-2 sentences): | Answer briefly (1-2 sentences): | ||
# State what is the ''null hypothesis'' in a chi-square test & what is the ''alternative hypothesis'' | |||
# Explain what probability is represented by the p-value. | |||
# What can you conclude when p-value is '''below''' the threshold of significance (e.g., p = 0.05)? | |||
# What would you conclude when p-value is '''above''' the critical value? | |||
# Is there a statistically significant association between one of the alleles tested and the Taster phenotype? | |||
# Which genotype is over-represented in the Non-Tasters? | |||
# Which allele is over-represented in the Non-Tasters? |
Latest revision as of 21:37, 7 May 2020
- BIOL 203 Bioinformatics Exercises for Lab 13
Test phenotype-genotype association
Introduction: GWAS & Contingency Test
Genome-Wide Association Study (GWAS) is a method for mapping phenotypes to genotypes. In a typical GWAS study, frequencies of alleles (e.g., C or T at position 785) are determined in a sample of affected individuals (the "cases" e.g. disease) as well as in a sample of unaffected individuals (the "controls"). For example, the following table shows results of a hypothetical case-control study at a locus segregating with two alleles (C and T):
Table 1. Sample Genotype Frequencies
T/T | T/C | C/C | Total | |
---|---|---|---|---|
Case | 0 | 24 | 127 | ? |
Control | 9 | 68 | 114 | ? |
Total | ? | ? | ? | ? |
Association between the genotype and the phenotype could be assessed with a contingency table analysis. In this case, Χ2 = 26.4, p<0.0005, suggesting a significant association between genotypes and diseases. (By comparing the expected and observed counts, one could conclude that the C/C genotypes are over-represented in disease cases.)
1. Perform an online contingency table analysis using the hypothetical data in Table 1. Click on "other contingency tables" and do a 2-rows and 3-columns test with the data above. Your Χ2 should be 26.4.
2. Deriving from Table 1, fill the following table with allele counts. Then perform a 2-by-2 contingency table analysis using the link above. For example, in the controls, the number of T alleles is: 18 + 68 = 86 , because homozygotes have two alleles and heterozygotes have one.
Is there a statistically significant association between alleles and disease phenotype? Which allele (C or T) is over-represented in (i.e., statistically associated with) disease cases?
Table 2. Sample Allele Frequencies
T | C | Total | |
---|---|---|---|
Case | ? | ? | ? |
Control | ? | ? | ? |
Total | ? | ? | ? |
Test association with locus A
Following the above two examples, perform both the genotype and allele association tests using the class data.
Table 3a. Genotype counts at Locus A
A1/A1 | A1/A2 | A2/A2 | Row Sum | |
---|---|---|---|---|
Taster | ? | ? | ? | ? |
Non-Taster | ? | ? | ? | ? |
Column Sum | ? | ? | ? | ? |
Calculate allele counts & then test for association
Table 3b. Allele counts at Locus A
A1 | A2 | Row Sum | |
---|---|---|---|
Taster | ? | ? | ? |
Non-Taster | ? | ? | ? |
Column Sum | ? | ? | ? |
Record your result in the lab report sheet for the contingency test for Locus A, including chi-square statistic, degree of freedom, and p values
Test association with Locus B
Table 4a. Genotype counts at Locus B for each phenotype
B1/B1 | B1/B2 | B1/B3 | B2/B2 | B2/B3 | B3/B3 | Row Sum | |
---|---|---|---|---|---|---|---|
Taster | ? | ? | ? | ? | ? | ? | ? |
Non-Taster | ? | ? | ? | ? | ? | ? | ? |
Column Sum | ? | ? | ? | ? | ? | ? | ? |
Calculate allele counts & then test for association Table 4b. Allele counts at Locus B
B1 | B2 | B3 | Row Sum | |
---|---|---|---|---|
Taster | ? | ? | ? | ? |
Non-Taster | ? | ? | ? | ? |
Column Sum | ? | ? | ? | ? |
Record your result in the lab report sheet for the contingency test for Locus A, including chi-square statistic, degree of freedom, and p values
Web Exercise. Search for gene information using NCBI online databases
- Point your browser to the NCBI Human Genome Resource page
- Copy and paste sequence provided on Blackboard- this is the sequence of the gene associated with the taster phenotype
- Press "BLAST". Copy & Paste the top hit in your final lab report.
- Briefly describe the function of the gene based on information found on the locus page
- to get to the gene locus page: click on the link for your hit--click on the "Feature" link (link describes the gene product)--the next page will be a GenBank page with protein and DNA sequence-- find the "Gene ID" which is a four-digit number-- click on it and you will be directed to the locus page
Additional questions
Answer briefly (1-2 sentences):
- State what is the null hypothesis in a chi-square test & what is the alternative hypothesis
- Explain what probability is represented by the p-value.
- What can you conclude when p-value is below the threshold of significance (e.g., p = 0.05)?
- What would you conclude when p-value is above the critical value?
- Is there a statistically significant association between one of the alleles tested and the Taster phenotype?
- Which genotype is over-represented in the Non-Tasters?
- Which allele is over-represented in the Non-Tasters?