1
|
Homopeptide and homocodon levels across fungi are coupled to GC/AT-bias and intrinsic disorder, with unique behaviours for some amino acids. Sci Rep 2021; 11:10025. [PMID: 33976321 PMCID: PMC8113271 DOI: 10.1038/s41598-021-89650-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Accepted: 04/22/2021] [Indexed: 11/09/2022] Open
Abstract
Homopeptides (runs of one amino-acid type) are evolutionarily important since they are prone to expand/contract during DNA replication, recombination and repair. To gain insight into the genomic/proteomic traits driving their variation, we analyzed how homopeptides and homocodons (which are pure codon repeats) vary across 405 Dikarya, and probed their linkage to genome GC/AT bias and other factors. We find that amino-acid homopeptide frequencies vary diversely between clades, with the AT-rich Saccharomycotina trending distinctly. As organisms evolve, homocodon and homopeptide numbers are majorly coupled to GC/AT-bias, exhibiting a bi-furcated correlation with degree of AT- or GC-bias. Mid-GC/AT genomes tend to have markedly fewer simply because they are mid-GC/AT. Despite these trends, homopeptides tend to be GC-biased relative to other parts of coding sequences, even in AT-rich organisms, indicating they absorb AT bias less or are inherently more GC-rich. The most frequent and most variable homopeptide amino acids favour intrinsic disorder, and there are an opposing correlation and anti-correlation versus homopeptide levels for intrinsic disorder and structured-domain content respectively. Specific homopeptides show unique behaviours that we suggest are linked to inherent slippage probabilities during DNA replication and recombination, such as poly-glutamine, which is an evolutionarily very variable homopeptide with a codon repertoire unbiased for GC/AT, and poly-lysine whose homocodons are overwhelmingly made from the codon AAG.
Collapse
|
2
|
Wang Y, Yang HJ, Harrison PM. The relationship between protein domains and homopeptides in the Plasmodium falciparum proteome. PeerJ 2020; 8:e9940. [PMID: 33062426 PMCID: PMC7534687 DOI: 10.7717/peerj.9940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Accepted: 08/24/2020] [Indexed: 12/03/2022] Open
Abstract
The proteome of the malaria parasite Plasmodium falciparum is notable for the pervasive occurrence of homopeptides or low-complexity regions (i.e., regions that are made from a small subset of amino-acid residue types). The most prevalent of these are made from residues encoded by adenine/thymidine (AT)-rich codons, in particular asparagine. We examined homopeptide occurrences within protein domains in P. falciparum. Homopeptide enrichments occur for hydrophobic (e.g., valine), or small residues (alanine or glycine) in short spans (<5 residues), but these enrichments disappear for longer lengths. We observe that short asparagine homopeptides (<10 residues long) have a dramatic relative depletion inside protein domains, indicating some selective constraint to keep them from forming. We surmise that this is possibly linked to co-translational protein folding, although there are specific protein domains that are enriched in longer asparagine homopeptides (≥10 residues) indicating a functional linkage for specific poly-asparagine tracts. Top gene ontology functional category enrichments for homopeptides associated with diverse protein domains include “vesicle-mediated transport”, and “DNA-directed 5′-3′ RNA polymerase activity”, with various categories linked to “binding” evidencing significant homopeptide depletions. Also, in general homopeptides are substantially enriched in the parts of protein domains that are near/in IDRs. The implications of these findings are discussed.
Collapse
|
3
|
Chaudhry SR, Lwin N, Phelan D, Escalante AA, Battistuzzi FU. Comparative analysis of low complexity regions in Plasmodia. Sci Rep 2018; 8:335. [PMID: 29321589 PMCID: PMC5762703 DOI: 10.1038/s41598-017-18695-y] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2017] [Accepted: 12/14/2017] [Indexed: 12/20/2022] Open
Abstract
Low complexity regions (LCRs) are a common feature shared by many genomes, but their evolutionary and functional significance remains mostly unknown. At the core of the uncertainty is a poor understanding of the mechanisms that regulate their retention in genomes, whether driven by natural selection or neutral evolution. Applying a comparative approach of LCRs to multiple strains and species is a powerful approach to identify patterns of conservation in these regions. Using this method, we investigate the evolutionary history of LCRs in the genus Plasmodium based on orthologous protein coding genes shared by 11 species and strains from primate and rodent-infecting pathogens. We find multiple lines of evidence in support of natural selection as a major evolutionary force shaping the composition and conservation of LCRs through time and signatures that their evolutionary paths are species specific. Our findings add a comparative analysis perspective to the debate on the evolution of LCRs and harness the power of sequence comparisons to identify potential functionally important LCR candidates.
Collapse
Affiliation(s)
- S R Chaudhry
- Department of Biological Sciences, Oakland University, Rochester, MI, USA.,Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI, USA
| | - N Lwin
- Department of Biological Sciences, Oakland University, Rochester, MI, USA
| | - D Phelan
- Department of Biological Sciences, Oakland University, Rochester, MI, USA
| | - A A Escalante
- Institute for Genomics and Evolutionary Medicine, Temple University, Philadelphia, PA, USA
| | - F U Battistuzzi
- Department of Biological Sciences, Oakland University, Rochester, MI, USA. .,Center for Data Science and Big Data Analytics, Oakland University, Rochester, MI, USA.
| |
Collapse
|
4
|
Miles A, Iqbal Z, Vauterin P, Pearson R, Campino S, Theron M, Gould K, Mead D, Drury E, O'Brien J, Ruano Rubio V, MacInnis B, Mwangi J, Samarakoon U, Ranford-Cartwright L, Ferdig M, Hayton K, Su XZ, Wellems T, Rayner J, McVean G, Kwiatkowski D. Indels, structural variation, and recombination drive genomic diversity in Plasmodium falciparum. Genome Res 2016; 26:1288-99. [PMID: 27531718 PMCID: PMC5052046 DOI: 10.1101/gr.203711.115] [Citation(s) in RCA: 149] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2015] [Accepted: 06/28/2016] [Indexed: 12/14/2022]
Abstract
The malaria parasite Plasmodium falciparum has a great capacity for evolutionary adaptation to evade host immunity and develop drug resistance. Current understanding of parasite evolution is impeded by the fact that a large fraction of the genome is either highly repetitive or highly variable and thus difficult to analyze using short-read sequencing technologies. Here, we describe a resource of deep sequencing data on parents and progeny from genetic crosses, which has enabled us to perform the first genome-wide, integrated analysis of SNP, indel and complex polymorphisms, using Mendelian error rates as an indicator of genotypic accuracy. These data reveal that indels are exceptionally abundant, being more common than SNPs and thus the dominant mode of polymorphism within the core genome. We use the high density of SNP and indel markers to analyze patterns of meiotic recombination, confirming a high rate of crossover events and providing the first estimates for the rate of non-crossover events and the length of conversion tracts. We observe several instances of meiotic recombination within copy number variants associated with drug resistance, demonstrating a mechanism whereby fitness costs associated with resistance mutations could be compensated and greater phenotypic plasticity could be acquired.
Collapse
Affiliation(s)
- Alistair Miles
- MRC Centre for Genomics and Global Health, University of Oxford, Oxford OX3 7BN, United Kingdom; Malaria Programme, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, United Kingdom
| | - Zamin Iqbal
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, United Kingdom
| | - Paul Vauterin
- MRC Centre for Genomics and Global Health, University of Oxford, Oxford OX3 7BN, United Kingdom
| | - Richard Pearson
- MRC Centre for Genomics and Global Health, University of Oxford, Oxford OX3 7BN, United Kingdom; Malaria Programme, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, United Kingdom
| | - Susana Campino
- Malaria Programme, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, United Kingdom
| | - Michel Theron
- Malaria Programme, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, United Kingdom
| | - Kelda Gould
- Malaria Programme, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, United Kingdom
| | - Daniel Mead
- Malaria Programme, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, United Kingdom
| | - Eleanor Drury
- Malaria Programme, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, United Kingdom
| | | | | | - Bronwyn MacInnis
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts 02142, USA
| | - Jonathan Mwangi
- Department of Biochemistry, Medical School, Mount Kenya University, 01000 Thika, Kenya; Institute of Infection, Immunity and Inflammation, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, United Kingdom
| | - Upeka Samarakoon
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre Dame, Notre Dame, Indiana 46556, USA
| | - Lisa Ranford-Cartwright
- Institute of Infection, Immunity and Inflammation, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow G12 8QQ, United Kingdom
| | - Michael Ferdig
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre Dame, Notre Dame, Indiana 46556, USA
| | - Karen Hayton
- Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Disease, National Institutes of Health, Bethesda, Maryland 20892-9806, USA
| | - Xin-Zhuan Su
- Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Disease, National Institutes of Health, Bethesda, Maryland 20892-9806, USA
| | - Thomas Wellems
- Laboratory of Malaria and Vector Research, National Institute of Allergy and Infectious Disease, National Institutes of Health, Bethesda, Maryland 20892-9806, USA
| | - Julian Rayner
- Malaria Programme, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, United Kingdom
| | - Gil McVean
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, United Kingdom; Department of Statistics, University of Oxford, Oxford OX1 3LB, United Kingdom
| | - Dominic Kwiatkowski
- MRC Centre for Genomics and Global Health, University of Oxford, Oxford OX3 7BN, United Kingdom; Malaria Programme, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, United Kingdom
| |
Collapse
|
5
|
Battistuzzi FU, Schneider KA, Spencer MK, Fisher D, Chaudhry S, Escalante AA. Profiles of low complexity regions in Apicomplexa. BMC Evol Biol 2016; 16:47. [PMID: 26923229 PMCID: PMC4770516 DOI: 10.1186/s12862-016-0625-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2015] [Accepted: 02/17/2016] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Low complexity regions (LCRs) are a ubiquitous feature in genomes and yet their evolutionary history and functional roles are unclear. Previous studies have shown contrasting evidence in favor of both neutral and selective mechanisms of evolution for different sets of LCRs suggesting that modes of identification of these regions may play a role in our ability to discern their evolutionary history. To further investigate this issue, we used a multiple threshold approach to identify species-specific profiles of proteome complexity and, by comparing properties of these sets, determine the influence that starting parameters have on evolutionary inferences. RESULTS We find that, although qualitatively similar, quantitatively each species has a unique LCR profile which represents the frequency of these regions within each genome. Inferences based on these profiles are more accurate in comparative analyses of genome complexity as they allow to determine the relative complexity of multiple genomes as well as the type of repetitiveness that is most common in each. Based on the multiple threshold LCR sets obtained, we identified predominant evolutionary mechanisms at different complexity levels, which show neutral mechanisms acting on highly repetitive LCRs (e.g., homopolymers) and selective forces becoming more important as heterogeneity of the LCRs increases. CONCLUSIONS Our results show how inferences based on LCRs are influenced by the parameters used to identify these regions. Sets of LCRs are heterogeneous aggregates of regions that include homo- and heteropolymers and, as such, evolve according to different mechanisms. LCR profiles provide a new way to investigate genome complexity across species and to determine the driving mechanism of their evolution.
Collapse
Affiliation(s)
| | - Kristan A Schneider
- Department of MNI, University of Applied Sciences Mittweida, Mittweida, Germany.
| | - Matthew K Spencer
- Department of Geology and Physics, Lake Superior State University, Sault Ste. Marie, MI, USA.
| | - David Fisher
- David Eccles School of Business, University of Utah, Salt Lake City, UT, USA.
| | - Sophia Chaudhry
- Department of Biological Sciences, Oakland University, Rochester, MI, USA. .,Center for Molecular Medicine and Genetics, Wayne State University, Detroit, MI, USA.
| | - Ananias A Escalante
- Institute for Genomics and Evolutionary Medicine, Temple University, Philadelphia, PA, USA.
| |
Collapse
|
6
|
Guy AJ, Irani V, MacRaild CA, Anders RF, Norton RS, Beeson JG, Richards JS, Ramsland PA. Insights into the Immunological Properties of Intrinsically Disordered Malaria Proteins Using Proteome Scale Predictions. PLoS One 2015; 10:e0141729. [PMID: 26513658 PMCID: PMC4626106 DOI: 10.1371/journal.pone.0141729] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2015] [Accepted: 10/12/2015] [Indexed: 12/31/2022] Open
Abstract
Malaria remains a significant global health burden. The development of an effective malaria vaccine remains as a major challenge with the potential to significantly reduce morbidity and mortality. While Plasmodium spp. have been shown to contain a large number of intrinsically disordered proteins (IDPs) or disordered protein regions, the relationship of protein structure to subcellular localisation and adaptive immune responses remains unclear. In this study, we employed several computational prediction algorithms to identify IDPs at the proteome level of six Plasmodium spp. and to investigate the potential impact of protein disorder on adaptive immunity against P. falciparum parasites. IDPs were shown to be particularly enriched within nuclear proteins, apical proteins, exported proteins and proteins localised to the parasitophorous vacuole. Furthermore, several leading vaccine candidates, and proteins with known roles in host-cell invasion, have extensive regions of disorder. Presentation of peptides by MHC molecules plays an important role in adaptive immune responses, and we show that IDP regions are predicted to contain relatively few MHC class I and II binding peptides owing to inherent differences in amino acid composition compared to structured domains. In contrast, linear B-cell epitopes were predicted to be enriched in IDPs. Tandem repeat regions and non-synonymous single nucleotide polymorphisms were found to be strongly associated with regions of disorder. In summary, immune responses against IDPs appear to have characteristics distinct from those against structured protein domains, with increased antibody recognition of linear epitopes but some constraints for MHC presentation and issues of polymorphisms. These findings have major implications for vaccine design, and understanding immunity to malaria.
Collapse
Affiliation(s)
- Andrew J. Guy
- Centre for Biomedical Research, Burnet Institute, Melbourne, Australia
- Department of Immunology, Monash University, Melbourne, Australia
| | - Vashti Irani
- Centre for Biomedical Research, Burnet Institute, Melbourne, Australia
- Department of Medicine, University of Melbourne, Melbourne, Australia
| | - Christopher A. MacRaild
- Medicinal Chemistry, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, Australia
| | - Robin F. Anders
- Department of Biochemistry and Genetics, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, Australia
| | - Raymond S. Norton
- Medicinal Chemistry, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, Australia
| | - James G. Beeson
- Centre for Biomedical Research, Burnet Institute, Melbourne, Australia
- Department of Medicine, University of Melbourne, Melbourne, Australia
- Department of Microbiology, Monash University, Melbourne, Australia
| | - Jack S. Richards
- Centre for Biomedical Research, Burnet Institute, Melbourne, Australia
- Department of Medicine, University of Melbourne, Melbourne, Australia
- Department of Microbiology, Monash University, Melbourne, Australia
- Victorian Infectious Diseases Service, Royal Melbourne Hospital, Melbourne, Australia
- * E-mail: (JSR); (PAR)
| | - Paul A. Ramsland
- Centre for Biomedical Research, Burnet Institute, Melbourne, Australia
- Department of Immunology, Monash University, Melbourne, Australia
- Department of Surgery Austin Health, University of Melbourne, Heidelberg, Australia
- School of Biomedical Sciences, CHIRI Biosciences, Faculty of Health Sciences, Curtin University, Perth, Australia
- * E-mail: (JSR); (PAR)
| |
Collapse
|
7
|
Lenz C, Haerty W, Golding GB. Increased substitution rates surrounding low-complexity regions within primate proteins. Genome Biol Evol 2014; 6:655-65. [PMID: 24572016 PMCID: PMC3971593 DOI: 10.1093/gbe/evu042] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Previous studies have found that DNA-flanking low-complexity regions (LCRs) have an increased substitution rate. Here, the substitution rate was confirmed to increase in the vicinity of LCRs in several primate species, including humans. This effect was also found among human sequences from the 1000 Genomes Project. A strong correlation was found between average substitution rate per site and distance from the LCR, as well as the proportion of genes with gaps in the alignment at each site and distance from the LCR. Along with substitution rates, dN/dS ratios were also determined for each site, and the proportion of sites undergoing negative selection was found to have a negative relationship with distance from the LCR.
Collapse
Affiliation(s)
- Carolyn Lenz
- Department of Biology, McMaster University, Hamilton, Ontario, Canada
| | | | | |
Collapse
|
8
|
Mok S, Liong KY, Lim EH, Huang X, Zhu L, Preiser PR, Bozdech Z. Structural polymorphism in the promoter of pfmrp2 confers Plasmodium falciparum tolerance to quinoline drugs. Mol Microbiol 2014; 91:918-934. [PMID: 24372851 PMCID: PMC4286016 DOI: 10.1111/mmi.12505] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/23/2013] [Indexed: 12/17/2022]
Abstract
Drug resistance in Plasmodium falciparum remains a challenge for the malaria eradication programmes around the world. With the emergence of artemisinin resistance, the efficacy of the partner drugs in the artemisinin combination therapies (ACT) that include quinoline-based drugs is becoming critical. So far only few resistance markers have been identified from which only two transmembrane transporters namely PfMDR1 (an ATP-binding cassette transporter) and PfCRT (a drug-metabolite transporter) have been experimentally verified. Another P. falciparum transporter, the ATP-binding cassette containing multidrug resistance-associated protein (PfMRP2) represents an additional possible factor of drug resistance in P. falciparum. In this study, we identified a parasite clone that is derived from the 3D7 P. falciparum strain and shows increased resistance to chloroquine, mefloquine and quinine through the trophozoite and schizont stages. We demonstrate that the resistance phenotype is caused by a 4.1 kb deletion in the 5' upstream region of the pfmrp2 gene that leads to an alteration in the pfmrp2 transcription and thus increased level of PfMRP2 protein. These results also suggest the importance of putative promoter elements in regulation of gene expression during the P. falciparum intra-erythrocytic developmental cycle and the potential of genetic polymorphisms within these regions to underlie drug resistance.
Collapse
Affiliation(s)
- Sachel Mok
- School of Biological Sciences, Nanyang Technological UniversitySingapore
| | - Kek-Yee Liong
- School of Biological Sciences, Nanyang Technological UniversitySingapore
| | - Eng-How Lim
- School of Biological Sciences, Nanyang Technological UniversitySingapore
| | - Ximei Huang
- School of Biological Sciences, Nanyang Technological UniversitySingapore
| | - Lei Zhu
- School of Biological Sciences, Nanyang Technological UniversitySingapore
| | | | - Zbynek Bozdech
- School of Biological Sciences, Nanyang Technological UniversitySingapore
| |
Collapse
|
9
|
Repeat polymorphisms in the low-complexity regions of Plasmodium falciparum ABC transporters and associations with in vitro antimalarial responses. Antimicrob Agents Chemother 2013; 57:6196-204. [PMID: 24080667 DOI: 10.1128/aac.01465-13] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The Plasmodium falciparum genome is rich in regions of low amino acid complexity which evolve with few constraints on size. To explore the extent of diversity in these loci, we sequenced repeat regions in pfmdr1, pfmdr5, pfmdr6, pfmrp2, and the antigenic locus pfmsp8 in laboratory and cultured-adapted clinical isolates. We further assessed associations between the repeats and parasite in vitro responses to 7 antimalarials to determine possible adaptive roles of these repeats in drug tolerance. Our results show extensive repeat variations in the reference and clinical isolates in all loci. We also observed a modest increase in dihydroartemisinin activity in parasites harboring the pfmdr1 sequence profile 7-2-10 (reflecting the number of asparagine repeats, number of aspartate repeats, and number of asparagine repeats in the final series of the gene product) (P = 0.0321) and reduced sensitivity to chloroquine, mefloquine, quinine, and dihydroartemisinin in those with the 7-2-11 profile (P = 0.0051, 0.0068, 0.0011, and 0.0052, respectively). Interestingly, we noted an inverse association between two drugs whereby isolates with 6 asparagine repeats encoded by pfmdr6 were significantly more susceptible to piperaquine than those with 8 (P = 0.0057). Against lumefantrine, those with 8 repeats were, however, more sensitive (P = 0.0144). In pfmrp2, the 7-DNNNTS/NNNNTS (number of DNNNTS or NNNNTS motifs; underlining indicates dimorphism) repeat group was significantly associated with a higher lumefantrine 50% inhibitory concentration (IC50) (P = 0.008) than in those without. No associations were observed with pfmsp8. These results hint at the probable utility of some repeat conformations as markers of in vitro antimalarial response; hence, biochemical functional studies to ascertain their role in P. falciparum are required.
Collapse
|