QTL identification related to PZQ response in Schistosoma mansoni using genome-wide association study
This repository contains the notebook and scripts used to analyze the genome-wide association study (GWAS) that led to the identification of the quantitative trait locus (QTL) involved in praziquantel (PZQ) resistance. The GWAS was performed using the SmLE-PZQ-R schistosome population which is polymorphic regarding PZQ response. QTL identification allowed the generation of two populations enriched in PZQ resistant allele (SmLE-PZQ-ER) and enriched in PZQ sensitive allele (SmLE-PZQ-ES). This analysis is part of the work described in Genetic analysis of praziquantel response in schistosome parasites implicates a Transient Receptor Potential channel.
After the initial publication in 2021, an improved reference genome (version 10) was published in 2023. We reanalyzed our GWAS using this improved version and updated the present repository. The revised analysis is part of the short note A single locus determines praziquantel response in Schistosoma mansoni.
Mass treatment with praziquantel (PZQ) monotherapy is the mainstay for schistosomiasis treatment. This drug shows imperfect cure rates in the field and parasites showing reduced PZQ response can be selected in the laboratory, but the extent of resistance in Schistosoma mansoni populations is unknown. We examined the genetic basis of variation in PZQ response in a S. mansoni population (SmLE-PZQ-R) selected with PZQ in the laboratory: 35% of these worms survive high dose (73 µg/mL) PZQ treatment. We used genome wide association to map loci underlying PZQ response. The major chr. 3 peak contains a transient receptor potential (Sm.TRPMPZQ) channel (Smp_246790), activated by nanomolar concentrations of PZQ. PZQ response shows recessive inheritance and marker-assisted selection of parasites at a single Sm.TRPMPZQ SNP enriched populations of PZQ-resistant (PZQ-ER) and sensitive (PZQ-ES) parasites showing >377 fold difference in PZQ response. The PZQ-ER parasites survived treatment in rodents better than PZQ-ES. Resistant parasites show 2.25-fold lower expression of Sm.TRPMPZQ than sensitive parasites. Specific chemical blockers of Sm.TRPMPZQ enhanced PZQ resistance, while Sm.TRPMPZQ activators increased sensitivity. A single SNP in Sm.TRPMPZQ differentiated PZQ-ER and PZQ-ES lines, but mutagenesis showed this was not involved in PZQ-response, suggesting linked regulatory changes. We surveyed Sm.TRPMPZQ sequence variation in 259 parasites from the New and Old World revealing one nonsense mutation that results in a truncated protein with no PZQ-binding site. Our results demonstrate that Sm.TRPMPZQ underlies variation in PZQ response in S. mansoni and provides an approach for monitoring emerging PZQ-resistance alleles in schistosome elimination programs.
Two dependencies must be installed before running the Jupyter notebook:
- A conda distribution, like miniconda,
- Jupyter Notebook with a bash kernel.
Once this is done, run the first cells of the Jupyter notebook from this repository to install a dedicated conda environment and related R packages.