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1.
Nat Methods ; 21(2): 236-246, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38177508

ABSTRACT

Metagenomics has enabled the comprehensive study of microbiomes. However, many applications would benefit from a method that sequences specific bacterial taxa of interest, but not most background taxa. We developed mEnrich-seq (in which 'm' stands for methylation and seq for sequencing) for enriching taxa of interest from metagenomic DNA before sequencing. The core idea is to exploit the self versus nonself differentiation by natural bacterial DNA methylation and rationally choose methylation-sensitive restriction enzymes, individually or in combination, to deplete host and background taxa while enriching targeted taxa. This idea is integrated with library preparation procedures and applied in several applications to enrich (up to 117-fold) pathogenic or beneficial bacteria from human urine and fecal samples, including species that are hard to culture or of low abundance. We assessed 4,601 bacterial strains with mapped methylomes so far and showed broad applicability of mEnrich-seq. mEnrich-seq provides microbiome researchers with a versatile and cost-effective approach for selective sequencing of diverse taxa of interest.


Subject(s)
Microbiota , Humans , Sequence Analysis, DNA/methods , Microbiota/genetics , Bacteria/genetics , Metagenome , DNA Methylation , Metagenomics/methods , DNA, Bacterial/genetics
2.
Nat Methods ; 18(5): 491-498, 2021 05.
Article in English | MEDLINE | ID: mdl-33820988

ABSTRACT

Bacterial DNA methylation occurs at diverse sequence contexts and plays important functional roles in cellular defense and gene regulation. Existing methods for detecting DNA modification from nanopore sequencing data do not effectively support de novo study of unknown bacterial methylomes. In this work, we observed that a nanopore sequencing signal displays complex heterogeneity across methylation events of the same type. To enable nanopore sequencing for broadly applicable methylation discovery, we generated a training dataset from an assortment of bacterial species and developed a method, named nanodisco ( https://github.com/fanglab/nanodisco ), that couples the identification and fine mapping of the three forms of methylation into a multi-label classification framework. We applied it to individual bacteria and the mouse gut microbiome for reliable methylation discovery. In addition, we demonstrated the use of DNA methylation for binning metagenomic contigs, associating mobile genetic elements with their host genomes and identifying misassembled metagenomic contigs.


Subject(s)
Bacteria/genetics , DNA Methylation/physiology , DNA, Bacterial/genetics , Metagenomics/methods , Nanopore Sequencing , Animals , Gastrointestinal Microbiome , Genome, Bacterial , Metagenome , Mice
3.
Cell Rep ; 17(1): 114-124, 2016 09 27.
Article in English | MEDLINE | ID: mdl-27681425

ABSTRACT

Maintenance of cellular homeostasis and xenobiotic detoxification is mediated by 19 human UDP-glucuronosyltransferase enzymes (UGTs) encoded by ten genes that comprise the glucuronidation pathway. Deep RNA sequencing of major metabolic organs exposes a substantial expansion of the UGT transcriptome by alternative splicing, with variants representing 20% to 60% of canonical transcript expression. Nearly a fifth of expressed variants comprise in-frame sequences that may create distinct structural and functional features. Follow-up cell-based assays reveal biological functions for these alternative UGT proteins. Some isoforms were found to inhibit or induce inactivation of drugs and steroids in addition to perturbing global cell metabolism (energy, amino acids, nucleotides), cell adhesion, and proliferation. This work highlights the biological relevance of alternative UGT expression, which we propose increases protein diversity through the evolution of metabolic regulators from specific enzymes.


Subject(s)
Alternative Splicing , Gene Expression , Glucuronosyltransferase/genetics , RNA, Messenger/genetics , Transcriptome , Amino Acids/biosynthesis , Biological Assay , Cell Adhesion , Cell Proliferation , Glucuronosyltransferase/metabolism , HEK293 Cells , Hep G2 Cells , High-Throughput Nucleotide Sequencing , Humans , Inactivation, Metabolic/genetics , Intestines/enzymology , Isoenzymes/genetics , Isoenzymes/metabolism , Kidney/enzymology , Liver/enzymology , Nucleotides/biosynthesis , Organ Specificity , RNA, Messenger/metabolism
4.
Haematologica ; 100(2): 275-83, 2015 Feb.
Article in English | MEDLINE | ID: mdl-25425682

ABSTRACT

Effective immunosuppression is mandatory to prevent graft-versus-host disease and to achieve a successful clinical outcome of hematopoietic stem cell transplantation. Here we tested whether germline single nucleotide polymorphisms in 20 candidate genes related to methotrexate and cyclosporine metabolism and activity influence the incidence of graft-versus-host disease in patients who undergo stem cell transplantation for hematologic disorders. Recipient genetic status of the adenosine triphosphate-binding cassette sub-family C1 and adenosine triphosphate-binding cassette sub-family C2 transporters, 5-aminoimidazole-4-carboxamide ribonucleotide formyltransferase/ inosine monophosphate cyclohydrolase within the methotrexate pathway, and nuclear factor of activated T cells (cytoplasmic 1) loci exhibit a remarkable influence on severe acute graft-versus-host disease prevalence. Indeed, an increased risk of acute graft-versus-host disease was observed in association with single nucleotide polymorphisms located in 5-aminoimidazole-4-carboxamide ribonucleotide formyltransferase/inosine monophosphate cyclohydrolase (hazard ratio=3.04; P=0.002), nuclear factor of activated T cells (cytoplasmic 1) (hazard ratio=2.69; P=0.004), adenosine triphosphate-binding cassette sub-family C2 (hazard ratio=3.53; P=0.0018) and adenosine triphosphate-binding cassette sub-family C1 (hazard ratio=3.67; P=0.0005). While donor single nucleotide polymorphisms of dihydrofolate reductase and solute carrier family 19 (member 1) genes are associated with a reduced risk of acute graft-versus-host disease (hazard ratio=0.32-0.41; P=0.0009-0.008), those of nuclear factor of activated T cells (cytoplasmic 2) are found to increase such risk (hazard ratio=3.85; P=0.0004). None of the tested single nucleotide polymorphisms was associated with the occurrence of chronic graft-versus-host disease. In conclusion, by targeting drug-related biologically relevant genes, this work emphasizes the potential role of germline biomarkers in predicting acute graft-versus-host disease. Further investigations are warranted to improve our understanding of these relationships to personalize immunosuppressive therapy and optimize outcomes.


Subject(s)
Biomarkers, Tumor/genetics , Cyclosporine/therapeutic use , Graft vs Host Disease/drug therapy , Graft vs Host Disease/genetics , Methotrexate/therapeutic use , Pharmacogenetics , Polymorphism, Single Nucleotide/genetics , Acute Disease , Adult , Canada/epidemiology , Chronic Disease , Cohort Studies , Female , Follow-Up Studies , Graft vs Host Disease/epidemiology , Graft vs Host Disease/mortality , Hematologic Neoplasms/complications , Hematologic Neoplasms/mortality , Hematologic Neoplasms/therapy , Hematopoietic Stem Cell Transplantation/adverse effects , Humans , Immunosuppressive Agents/therapeutic use , Incidence , Male , Middle Aged , Neoplasm Staging , Prognosis , Survival Rate , Young Adult
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