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Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005
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Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Dec 19, 2015

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Page 1: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Identifying new genes involved in the DNA damage

checkpoint pathway

Courtney Onodera

March 16, 2005

Page 2: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Overview of pathway

http://biochem.wustl.edu/~burgersw3/checkpointtxt.htm

Page 3: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Motivation

• Lokey lab - cancer research (therapeutics)

• Wet lab experiments:– Knock out genes with RNAi– Treat cells with camptothecin (DNA

damaging agent)– See if cells proceed with cell division or not

Page 4: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Stuff we had to start with

• List of genes known to be involved in the DNA damage checkpoint pathway (Scott, Josh, and Gene Ontology)

• Chemical sensitivity data from yeast (Boone Lab, UToronto)– Synthetic lethal interactions with DNA damaging

agents camptothecin and hydroxyurea– Genes ranked on scale of 0-3 (not sensitive - most

sensitive)

Page 5: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Strategy

• Start with a list of genes known to be involved in the pathway

• Utilize existing recommender programs to find additional candidates for the pathway

• Incorporate results from the different programs along with chemical sensitivity data to find the best overall candidates

Page 6: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Multi-Species Gene Recommender (MSGR)

http://kolossus.cse.ucsc.edu:8001/GRJava/howitworks.html

Page 7: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Multi-species network analysis

Results were a little harder to deal with…

…leaving them out for now…

Page 8: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

What I did

• Ran MSGR with queries:1. Known DNA damage checkpoint genes

2. Genes most sensitive to camptothecin

3. Genes most sensitive to hydroxyurea

• Combined p-values from all tests to get an overall p-value for each gene

• Ranked all returned genes by overall p-value

Page 9: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Some results…

Page 10: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

How to tell if my results make any sense?

• Look at known DNA-damage checkpoint genes returned– Rank– Total number

• Number of knowns returned is maximized by combining all three tests

Page 11: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Sensitivity of Combined Methods by P-Value

0

0.1

0.2

0.3

0.4

0.5

0.6

0.00E+00

1.00E-05

2.00E-05

3.00E-05

4.00E-05

5.00E-05

6.00E-05

7.00E-05

8.00E-05

9.00E-05

1.00E-04

P-Value

Sen

sit

ivit

y Known+Camptothecin+HydroxyureaKnown+CamptothecinKnown+HydroxyureaCamptothecin+HydroxyureaKnown DNA Damage-onlyCamptothecin-onlyHydroxyurea-onlyMSGR combined query

Page 12: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Precision of Combined Methods by P-Value

0

0.05

0.1

0.15

0.2

0.25

0.00E+00

1.00E-05

2.00E-05

3.00E-05

4.00E-05

5.00E-05

6.00E-05

7.00E-05

8.00E-05

9.00E-05

1.00E-04

P-Value

Pre

cis

ion

Known+Camptothecin+Hydroxyurea

Known+Camptothecin

Known+Hydroxyurea

Camptothecin+Hydroxyurea

Known DNA Damage-only

Camptothecin-only

Hydroxyurea-only

MSGR combined query

Page 13: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Conclusion

• Combining the MSGR results from the three queries leads to higher sensitivity but lower precision

• Single query with known DNA damage checkpoint genes seems to have best combination of precision and sensitivity

Page 14: Identifying new genes involved in the DNA damage checkpoint pathway Courtney Onodera March 16, 2005.

Acknowledgements

• Chad Chen - MSGR

• Corey Powell - multi-species network

• Josh Stuart

• Scott Lokey