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Improving and estimating Y chromosome loss in blood and brain tissues using high-throughput sequencing Vermeulen, Michael Cory
Abstract
To our knowledge age-related loss of chromosome Y (LOY) in circulating leukocytes is the most common somatic genetic aberration. Many recent epidemiology studies have found robust associations between LOY in leukocytes and age-related diseases such as blood and solid tumour cancers, Alzheimer’s disease, and macular degeneration. Despite these associations, the prevalence and mechanisms of LOY in non-hematopoietic cell-types are not well characterized. In response, the need for bioinformatic methods to analyse Y chromosome ploidy across multiple genomic/transcriptomic datatypes has escalated. In the past, the Y chromosome was commonly removed from genomic analyses for several reasons including low gene count, haploidy, lack of biological interest and short-read mapping difficulties. Resultingly, methods for investigating chromosome Y specific trends using next-generation sequencing have suffered and require improvement. The main objective of this thesis was two-fold. First, to improve methods of Y chromosome aneuploidy detection using whole genome sequencing and single-nuclei RNA sequencing. Second, to use these improved methods to provide estimates of loss of Y (LOY) in brain tissue – which had not previously been established in humans. Using genomic characteristics such as mappability, GC content, and read alignment filtering I was able to improve LOY detection in both WGS and single-nuclei RNA-seq. Given high sequence similarity between the X and Y chromosome, strict mappability filtering improves, and smooths read depth estimates of Y chromosome aneuploidy. Using these methods we estimate that of the elderly male population represented in this cohort (median age = 87.5), LOY was found in 13.8% (11/123) of blood samples, 0% (0/159) in prefrontal cortex and 0% (0/78) cerebellum samples. Despite this, we found a significant association between age and reduced Y ploidy in the dorsolateral prefrontal cortex (R=-0.35, p=3.9x10-⁵), suggesting low-frequency LOY may be occurring in the cortex. In single-nuclei data from the dorsolateral prefrontal cortex we found 8.6% of cells lacked a Y chromosome. LOY was enriched in the glial cells, and particularly the microglia where 33% of male cells were affected. Although further evidence is required, LOY within the frontal cortex (and specifically the microglia) may represent an understudied factor in cognitive decline and neurodegeneration.
Item Metadata
Title |
Improving and estimating Y chromosome loss in blood and brain tissues using high-throughput sequencing
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Creator | |
Publisher |
University of British Columbia
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Date Issued |
2020
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Description |
To our knowledge age-related loss of chromosome Y (LOY) in circulating leukocytes is the most common somatic genetic aberration. Many recent epidemiology studies have found robust associations between LOY in leukocytes and age-related diseases such as blood and solid tumour cancers, Alzheimer’s disease, and macular degeneration. Despite these associations, the prevalence and mechanisms of LOY in non-hematopoietic cell-types are not well characterized. In response, the need for bioinformatic methods to analyse Y chromosome ploidy across multiple genomic/transcriptomic datatypes has escalated. In the past, the Y chromosome was commonly removed from genomic analyses for several reasons including low gene count, haploidy, lack of biological interest and short-read mapping difficulties. Resultingly, methods for investigating chromosome Y specific trends using next-generation sequencing have suffered and require improvement. The main objective of this thesis was two-fold. First, to improve methods of Y chromosome aneuploidy detection using whole genome sequencing and single-nuclei RNA sequencing. Second, to use these improved methods to provide estimates of loss of Y (LOY) in brain tissue – which had not previously been established in humans. Using genomic characteristics such as mappability, GC content, and read alignment filtering I was able to improve LOY detection in both WGS and single-nuclei RNA-seq. Given high sequence similarity between the X and Y chromosome, strict mappability filtering improves, and smooths read depth estimates of Y chromosome aneuploidy. Using these methods we estimate that of the elderly male population represented in this cohort (median age = 87.5), LOY was found in 13.8% (11/123) of blood samples, 0% (0/159) in prefrontal cortex and 0% (0/78) cerebellum samples. Despite this, we found a significant association between age and reduced Y ploidy in the dorsolateral prefrontal cortex (R=-0.35, p=3.9x10-⁵), suggesting low-frequency LOY may be occurring in the cortex. In single-nuclei data from the dorsolateral prefrontal cortex we found 8.6% of cells lacked a Y chromosome. LOY was enriched in the glial cells, and particularly the microglia where 33% of male cells were affected. Although further evidence is required, LOY within the frontal cortex (and specifically the microglia) may represent an understudied factor in cognitive decline and neurodegeneration.
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Genre | |
Type | |
Language |
eng
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Date Available |
2020-09-08
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Provider |
Vancouver : University of British Columbia Library
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Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
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DOI |
10.14288/1.0394248
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URI | |
Degree | |
Program | |
Affiliation | |
Degree Grantor |
University of British Columbia
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Graduation Date |
2020-11
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Campus | |
Scholarly Level |
Graduate
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Rights URI | |
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Attribution-NonCommercial-NoDerivatives 4.0 International