Zhengdeng Lei, PhD

Zhengdeng Lei, PhD

2009 - Present Research Fellow at Duke-NUS, Singapore
2007 - 2009 High Throughput Computational Analyst, Memorial Sloan-Kettering Cancer Center, New York
2003 - 2007 PhD, Bioinformatics, University of Illinois at Chicago

Tuesday, April 19, 2011

Enrichment test in cancer subtypes





Invasive
Proliferative
Metabolic
Hypermethylated  
4110       
1536         
988   
Hypomethylated   
625        
1263         
284

Q1: Is the Invasive subtype enriched with Hypermethylated CpGs?
q <- 4110 # number of success (white balls) drawn
m <- 4110+1536+988 # number of success (white) in the urn
n <- 625+1263+284 # number of fail (black) in the urn
k <- 4110+625 # number of balls drawn out
p.value <- phyper(q-1,m,n,k, lower.tail=F)
# why q-1, because we want to have Pr(X>=x) instead of Pr(X>x)
p.value
= 2.975069e-162
YES
Conclusion: The Invasive subtype is significantly enriched with Hypermethylated CpGs.

Q2: Is the Invasive subtype enriched with Hypomethylated CpGs?
q <- 625 # number of success (white balls) drawn
m <- 625+1263+284 # number of fail (black) in the urn
n <- 4110+1536+988 # number of success (white) in the urn
k <- 4110+625 # number of balls drawn out
p.value <- phyper(q-1,m,n,k, lower.tail=F)
p.value
=1
No

Q3: Is the Proliferative subtype enriched with Hypermethylated CpGs?
q <- 1536
m <- 4110+1536+988
n <- 625+1263+284
k <- 1263+1536
p.value <- phyper(q-1,m,n,k, lower.tail=F)
p.value
 = 1
No



Q4: Is the Proliferative subtype enriched with Hypomethylated CpGs?
q <- 1263
m <- 625+1263+284
n <- 4110+1536+988
k <- 1263+1536
p.value <- phyper(q-1,m,n,k, lower.tail=F)
p.value
= 3.765696e-193
YES
Conclusion: The Proliferative subtype is significantly enriched with Hypomethylated CpGs.





Q5: Is the Metabolic subtype enriched with Hypermethylated CpGs?
q <- 988 # number of success (white balls) drawn
m <- 4110+1536+988 # number of success (white) in the urn
n <- 625+1263+284 # number of fail (black) in the urn
k <- 988+284 # number of balls drawn out
p.value <- phyper(q-1,m,n,k, lower.tail=F)
p.value
= 0.01919936
YES
Conclusion: The Metabolic subtype is significantly enriched with Hypermethylated CpGs.




Q6: Is the Metabolic subtype enriched with Hypomethylated CpGs?
q <- 284 #
m <- 625+1263+284
n <- 4110+1536+988
k <- 988+284
p.value <- phyper(q-1,m,n,k, lower.tail=F)
p.value

= 0.9839128
No






See also:
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2724271/
An integrative genomics approach identifies Hypoxia Inducible Factor-1 (HIF-1)-target genes that form the core response to hypoxia

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