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Bioinformatic Pipeline Development and Exploration of Low Frequency Somatic CHIP Genetic Variants

Description 
Clonal haematopoiesis of indeterminate potential (CHIP), is observed as genetically distinct subpopulations of blood cells that have acquired somatic genetic variation (mutations). These CHIP-associated genetic variants have been associated with an increased risk of blood malignancies and cardiovascular disease. The most frequent CHIP-associated variants are found in epigenetic modifiers or driver genes such as DNMT3A, TET2, ASXL1, and JAK2. By current definition, CHIP requires the variant allele fractions (VAF) of these somatically acquired genetic variation to be 2% or higher. However, there is some research suggesting that CHIP-associated variants below this 2% VAF threshold are clinically relevant. Assessment of variants at this low VAF has several technical challenges including i) the generation of massively parallel sequencing data adequate to confidently call variants at the level and ii) the capacity of the bioinformatic pipeline (including the specific variant caller) to detect and correctly call variants at VAFs below 2%. This project will explore somatically acquired genetic variation that falls below the 2% VAF in a massively parallel sequencing dataset generated from blood-derived DNA from individuals over the age of 65 years. The student will be introduced to bioinformatics and somatic variant calling, gaining skills in programming languages such as Bash, R, and SQL. Additionally, they will learn how databases are applied in genetic research on human disease.
Essential criteria: 
Minimum entry requirements can be found here: https://www.monash.edu/admissions/entry-requirements/minimum
Keywords 
Bioinformatics, massively parallel sequencing, pipeline development, clonal haematopoiesis of indeterminant potential, somatic genetic variation
School 
School of Clinical Sciences at Monash Health / Hudson Institute of Medical Research
Available options 
Honours
BMedSc(Hons)
Time commitment 
Full-time
Part-time
Physical location 
Monash Health Translation Precinct (Monash Medical Centre)
Co-supervisors 
Prof 
Melissa Southey

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