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MultiDMPcaller: a one-stop software for detection and visualization of differentially methylated positions and regions.

MOTIVATION: Whole-genome bisulfite sequencing (WGBS/BS-Seq) is the gold standard for single-base resolution DNA methylome profiling. However, the diverse statistical models of existing computational methods lead to limited overlap between their results, highlighting the need for novel methods to detect differentially methylated positions (DMPs) and differentially methylated regions (DMRs). RESULTS: We developed MultiDMPcaller, an automated downstream methylome analysis software. It processes upstream outputs to profile DMPs, non-DMPs, DMRs, and context-specific (CpG/CHG/CHH) methylation status, alongside visualizing their chromosomal distribution and enrichment. The software features two key innovations: (i) an adaptive two-step P-value adjustment strategy based on organism-specific methylation patterns, with raw P-value ≤0.05 pre-filtering followed by false discovery rate (FDR) correction, to recover potential DMPs usually missed by standard FDR correction in plant CHG/CHH and animal CpG contexts; and (ii) a multiple pairwise comparison approach, which performs m × n pairwise comparisons for m control and n experimental replicates, followed by a voting system supporting both user-defined majority thresholds and model-based adaptive thresholds, to identify robust and reliable DMPs (with a stricter voting threshold exclusively for loci with low methylation differences) and DMRs. On real datasets from Arabidopsis, apple, and mouse, as well as simulated human datasets, MultiDMPcaller's results showed good agreement with those of other software, exhibiting high conservativeness and superior precision, which suggested a low false discovery proportion. AVAILABILITY AND IMPLEMENTATION: MultiDMPcaller is available at GitHub (https://github.com/jiantaoyuNWAFU/MultiDMPcaller) and via a web server (https://ciebioinfo.nwafu.edu.cn).

Software

An X chromosome inactivation assay based on differential methylation of a CpG island coupled to a VNTR polymorphism at the 5' end of the monoamine oxidase A gene.

A CpG island has been identified just upstream of the first exon of the human monoamine oxidase A (MAOA) gene, localized to Xp11.4-Xp11.23. Southern blotting following digestion with the methylation sensitive restriction endonucleases SmaI, HpaII and HhaI, indicated that CpG dinucleotides within the CpG island were unmethylated on the active X chromosome and extensively methylated on the inactive X chromosome. These sites of differential methylation were close to a polymorphic GT-dinucleotide/VNTR region, which is located 1 kb 3' of the first exon and has a heterozygosity value of 75%. PCR primers were designed for amplification of 1.2-1.3 kb DNA fragments, encompassing both the hypervariable region and a cluster of six HpaII sites within the CpG-rich region. Cleavage of HpaII sites was found to be restricted to active X chromosomes. Therefore, following HpaII digestion, DNA fragments were exclusively amplified from inactive X chromosomes. The resulting PCR products were digested with SacI, which reduced the size of the DNA fragments containing the hypervariable region to 230-330 bp, and were subsequently analyzed on denaturating polyacrylamide gels. Because amplified fragments were exclusively derived from the inactive X chromosome, the relative densities of the two allelic fragments should reflect the proportions of cells that have either of the two X chromosome inactivated. The results of this PCR-based X chromosome inactivation assay were fully concordant with Southern blotting methylation analyses at the PGK locus. It therefore provides a rapid and informative method in tumour clonality analysis and carrier detection in X-linked diseases.

Base Sequence

Differential methylation of HMG proteins by dexamethasone in the liver of aging rats.

In vitro methylation of HMG proteins was studied in young and old rats by incubating liver slices with (methyl-14C)methionine. The level of methylation of all the four HMG proteins was relatively higher in young, as compared to old rats. Dexamethasone stimulated the methylation of HMG 2 to 12-fold, and inhibited that of other HMGs in young rats. On the other hand, it stimulated all major HMG proteins except HMG 2, which remains unchanged in old age. Such differential methylation of HMG proteins induced by dexamethasone affects the structure and function of chromatin during aging.

Aging

Non-parametric differential methylation analysis characterizes histotype-specific promoter regions in epithelial ovarian cancer.

Epithelial ovarian cancer (EOC) is a heterogenous disease with frequent late-stage diagnosis and high mortality rates, for which no reliable screening tests exist. In recent years, epigenetic biomarkers in the form of DNA methylation in CpG-rich regions have gained increased attention in the scientific community due to their robust nature and accessibility, allowing for diagnosis without the need for invasive surgery. In this study, we investigated the aberrant methylation of promoter regions in early stage EOC through non-parametric methods, with the purpose of characterizing candidate epigenetic biomarkers. The approach was used on a cohort of early stage EOC samples, and results were compared to existing programs for differential methylation. Significant regions were then used to construct a CpG panel for stratifying EOC histotypes through predictive classification in external data. Identified promoter regions were highly reproducible across cohorts, and the constructed CpG model stratified histotypes in external cohorts through predictive classification. Comparisons against other DMP and DMR callers showed a degree of homogeneity between results but also revealed promoter regions that were overlooked despite clear signs of aberrant methylation. Finally, EOC histotypes were found to differ in their methylation distribution types, and results indicate that methods sensitive to non-normally distributed data may be poorly suited to compare groups with different distribution types. The non-parametric approach identified aberrantly methylated promoter regions that were highly reproducible across cohorts. Results from predictive classification indicate that these regions may be useful for the purpose of EOC histotype stratification.

Humans

Detection of cell-type-specific differentially methylated regions in epigenome-wide association studies.

MOTIVATION: DNA methylation at cytosine-phosphate-guanine (CpG) sites is one of the most important epigenetic markers. Therefore, epidemiologists are interested in investigating DNA methylation in large cohorts through epigenome-wide association studies (EWAS). However, the observed EWAS data are bulk data with signals aggregated from distinct cell types. Deconvolution of cell-type-specific signals from EWAS data is challenging because phenotypes can affect both cell-type proportions and cell-type-specific methylation levels. Recently, there has been active research on detecting cell-type-specific risk CpG sites for EWAS data. However, existing methods all assume that the methylation levels of different CpG sites are independent and perform association detection for each CpG site separately. Although these methods significantly improve the detection at the aggregated-level-identifying a CpG site as a risk CpG site as long as it is associated with the phenotype in any cell type, they have low power in detecting cell-type-specific associations for EWAS with typical sample sizes. RESULTS: Here, we develop a new method, Fine-scale inference for Differentially Methylated Regions (FineDMR), to borrow strengths of nearby CpG sites to improve the cell-type-specific association detection. Via a Bayesian hierarchical model built upon Gaussian process functional regression, FineDMR takes advantage of the spatial dependencies between CpG sites. FineDMR can provide cell-type-specific association detection as well as output subject-specific and cell-type-specific methylation profiles for each subject. Simulation studies and real data analysis show that FineDMR substantially improves the power in detecting cell-type-specific associations for EWAS data. AVAILABILITY AND IMPLEMENTATION: FineDMR is freely available at https://github.com/JiaRuofan/Detection-of-Cell-type-specific-DMRs-in-EWAS.

DNA Methylation

Differential methylation clock ages across buffy coat (BC), peripheral blood mononuclear cells (PBMC), and saliva in individuals approaching midlife.

Understanding epigenetic aging prior to midlife is gaining interest as a potentially intervenable period to address factors that influence health and cognitive aging. Epigenetic changes associated with aging may point to differential biological aging rates; however, methylation profiles may not be substitutable across tissues. We compared DNA methylation in three tissues collected in 91 siblings and twins from the Colorado Adoption/Twin Study of Lifespan behavioral development and cognitive aging (CATSLife1): saliva, buffy coat (BC), and peripheral blood mononuclear cells (PBMC). Overall, across five methylation clocks and two blood-derived and one saliva-derived tissues, moderate to strong associations between chronological age and methylation ages were observed. Moreover, PBMC methylation age values correlate more strongly with BC values (Spearman r = 0.66 - 0.87), whereas saliva showed weaker correlations with either form of blood-derived measures (Spearman r = 0.25 - 0.69) although still moderate to strong magnitudes. Saliva demonstrated significantly older methylation ages across four of five clocks, whereas PBMC and BC did not differ. Twins were more strongly correlated for BC and PBMC derived clocks with weaker and inconsistent patterns among Saliva clocks. DunedinPACE age acceleration showed no significant tissue differences and on average demonstrated the largest divergence of similarity between monozygotic (MZ) versus dizygotic (DZ) twins (rMZ= .56, rDZ= .21). In summary, saliva-derived methylation is not a direct substitute for blood-derived methylation whereas blood-derived methylation values were comparable across buffy coat and peripheral blood mononuclear cell tissues.

age acceleration

Differential methylation at the 5' and the 3' CCGG sites flanking the X chromosomal hypervariable DXS255 locus.

The degree of methylation at the 5' and 3' CCGG sequences flanking the variable number of tandem repeat (VNTR) region of the DXS255 locus at Xp11.22 was analysed separately in several haematopoietic cell lineages. The 5' CCGG site on active chromosomes was found to be completely methylated in B and T lymphocytes and granulocytes. Methylation of the 5' site on inactive X chromosomes differed between females (0%-60%), but was consistent in different cell lineages obtained from individual females. In contrast, methylation at the 3' CCGG site on active chromosomes was found to vary in B lymphocytes (40%-100%), whereas complete methylation was found in T lymphocytes and granulocytes. The extent of methylation on inactive X chromosomes was found to differ significantly between B lymphocytes (17%), T lymphocytes (54%) and granulocytes (82%). Thus, methylation at the 5' CCGG site seems to be primarily related to the status of X chromosome inactivation, whereas methylation at the 3' CCGG site is mainly subject to cell-lineage-specific influences.

Blotting, Southern

Organization, replication and modification of the human genome: differential methylation of two classes of HeLa nuclear DNA separated on Ag+--Cs2SO4 gradients.

HeLa nuclear DNA sediments as a single peak, in neutral CsCl, while it is separated in a heavier and a lighter components, in alkaline Ag+--Cs2SO4. The heavy fraction, on the average, represents about 20% of the total DNA. CsCl analytical ultracentrifugation shows that heavy DNA bands at 1.715 g/cm3 and contains 53% GC (10% of the total GC), whereas light DNA bands at 1.703 g/cm3 and contains 40% GC (32% of the total GC). Coherently, Tm values in 0.1 x SSC are 82.5 degrees C, for heavy DNA, and 72.5 degrees C, for light DNA. After treatment with [3H-methyl-S-adenosyl-L-methionine in isolated nuclei, the concentration of labelled 5-methylcytosine was found to be highest in the more dense regions of the heavy peak and in the less dense regions of the light peak. Exposure to ultrasound modifies the quantitative relationship of the two peaks and improves the separation of supermethylated AT- and GC-rich DNAs. Four possible triplets as sites for DNA-methylase recognition are discussed.

Cell Nucleus

Differential methylation patterns in molecular species of phosphatidylethanolamine derivatives in rat liver membranes.

The appearance of individual molecular species of phospholipids in the complete sequence of the transmethylation of phosphatidylethanolamine (PE) was examined in rat liver microsomes incubated with S-adenosyl-L-[methyl-14C]methionine. Reverse-phase HPLC analysis of phosphatidylcholine (PC), phosphatidyl-N,N-dimethylethanolamine (dimethyl-PE), or phosphatidyl-N-monomethylethanolamine (monomethyl-PE) showed that radioactivity was present in the same six principal molecules; a first group is constituted by 16:0/22:6, 16:0/20:4 and 16:0/18:2 and a second one by the homologous molecules with 18:0 instead of 16:0 at the sn-1 position of glycerol. In PC, 16:0/22:6 (23% of total radioactivity) was preponderant, and 18:0/20:4 was the lowest. The ratios cpm in PC/nmol in PE were in the order: 16:0/22:6 greater than 16:0/18:2 greater than 16:0/20:4 followed by the corresponding 18:0 molecules. On the other hand, in intermediate phospholipids, incorporation of methyl groups was most marked in 18:0/20:4 (24-27% of total). 16:0/22:6 and 16:0/18:2 were low in comparison to their relative values in PC. The ratio (18:0/20:4)/(16:0/22:6) was 4.5-5.6-times higher in monomethyl-PE and dimethyl-PE than in PC. These differences were found consistently, regardless of incubation time of microsomes (2.5-60 min) and of S-adenosyl-L-methionine (AdoMet) concentration (3 or 100 microM). In liver membranes, it would therefore seem that there is a different selectivity in methyl group transfer, depending upon whether the first two steps or the third step of the reaction are considered. Side reactions, such as deacylation/reacylation, are unlikely to account for this difference, which could rather be related to the enzyme itself.

Animals

The effect of differential methylation by Escherichia coli of plasmid DNA and phage T7 and lambda DNA on the cleavage by restriction endonuclease MboI from Moraxella bovis.

The nucleotide sequence recognized and cleaved by the restriction endonuclease MboI is 5' GATC and is identical to the central tetranucleotide of the restriction sites of BamHI and BglII. Experiments on the restriction of DNA from Escherichia coli dam and dam+ confirm the notion that GATC sequences are adenosyl-methylated by the dam function of E. coli and thereby are made refractory to cleavage by MboI. On the basis of this observation the degree of dam methylation of various DNAs was examined by cleavage with MboI and other restriction endonucleases. In plasmid DNA essentially all of the GATC sequences are methylated by the dam function. The DNA of phage lambda is only partially methylated, extended methylation is observed in the DNA of a substitution mutant of lambda, lambda gal8bio256, and in the lambda derived plasmid, lambdadv93, which is completely methylated. In contrast, phage T7 DNA is not methylated by dam. A suppression of dam methylation of T7 DNA appears to act only in cis dam. A suppression of dam methylation of T7 DNA appears to act only in cis since plasmid DNA replicated in a T7-infected cell is completely methylated. The results are discussed with respect to the participation of the dam methylase in different replication systems.

Base Sequence

Differential methylation of a CpG-island concatemer in hemi- and homozygous transgenic mice.

Methylation-free islands (MFIs), clusters of non-methylated CpG-dinucleotides in mammalian genomes, are associated with a majority of studied genes. By which precise mechanism they maintain their unmethylated status is unknown. The behaviour of transgenic MFIs may contribute to unveil this enigma. We have generated a high-copy number transgenic line with the MFI from the murine Thy-1.1 allele. A stable, minor fraction of this otherwise non-methylated DNA became completely methylated in all adult tissues tested. Furthermore, individuals homozygous for the transgene showed a significantly higher proportion of methylated copies compared to the hemizygous state. These findings support the hypothesis that a limited pool of trans-acting factors are involved in maintaining the hypomethylated state.

Animals

Differential methylation of the hypervariable locus DXS255 on active and inactive X chromosomes correlates with the expression of a human X-linked gene.

Consistent differences in methylation of particular cytosine residues in the DNA of active and inactive X chromosomes can be used for rapid, direct analysis of X-inactivation patterns in different female tissues. We have studied methylation of the highly polymorphic DXS255 locus in tissues from patients with deficiency of the E1 alpha subunit of the pyruvate dehydrogenase complex in whom the results can be correlated directly with total enzyme activity, levels of immunoreactive protein, and patterns of cell mosaicism. The results confirm that methylation of the DXS255 locus correlates with X-chromosome expression. In patients and normal controls, the pattern of X inactivation varied widely from tissue to tissue and often deviated markedly from a 50:50 proportion. These deviations are likely to reflect small numbers of tissue-specific stem cells at the time of random X inactivation and cannot be taken alone as evidence for selection or "nonrandom" inactivation.

Dosage Compensation, Genetic

A novel GC-rich human macrosatellite VNTR in Xq24 is differentially methylated on active and inactive X chromosomes.

A new X chromosome-specific repetitive sequence, a 3 kilobase HindIII clone with a base composition of 63% C+G, has been isolated. The sequence is organized as a hypervariable tandem repeat cluster ranging in size from 150-350 kilobases, with outlying single copies. This locus, designated DXZ4 and mapped to chromosome band Xq24, may consist of as many as 50 variable-length alleles. It represents a class of variable number of tandem repeat polymorphism which may be termed 'macrosatellite'. The cluster is highly methylated on the active X chromosome and hypomethylated on the inactive X.

Base Composition

Differential methylation of a retrotransposon upstream of a MYB gene causes variegation of lettuce leaves, which is abolished by the presence of an (AT)5 repeat in the promoter.

Variegation, a common phenomenon in plants, can be the result of several genetic, developmental, and physiological factors. Leaves of some lettuce cultivars exhibit dramatic red variegation; however, the genetic mechanisms underlying this variegation remain unknown. In this study, we cloned the causal gene for variegation on lettuce leaves and elucidated the underlying molecular mechanisms. Genetic analysis revealed that the polymorphism of variegated versus uniformly red leaves is caused by an "AT" repeat in the promoter of the RLL2A gene encoding a MYB transcription factor. Complementation tests demonstrated that the RLL2A allele (RLL2AV) with (AT)n repeat numbers other than five led to variegated leaves. RLL2AV was expressed in the red spots but not in neighboring green regions. This expression pattern was in concert with a relatively low level of methylation in a retrotransposon inserted in -761 bp of the gene in the red spots compared to high methylation of the retrotransposon in the green region. The presence of (AT)5 in the promoter region, however, stabilized the expression of RLL2A, resulting in uniformly red leaves. In summary, we identified a novel promoter mechanism controlling variegation through inconsistent levels of methylation and showed that the presence of a simple sequence repeat of specific size could stabilize gene expression.

Promoter Regions, Genetic

Differential methylation of the ornithine carbamoyl transferase gene on active and inactive mouse X chromosomes.

Ornithine carbamoyl transferase (Oct) is an X-linked gene which exhibits tissue-specific expression. To determine whether methylation of specific CpG sequences plays a role in dosage compensation or tissue-specific expression of the gene, 13 potentially methylatable sites were identified over a 30-kilobase (kb) region spanning from approximately 15 kb upstream to beyond exon II. Fragments of the Mus hortulanus Oct gene were used as probes to establish the degree of methylation at each site. By considering the methylation status in liver (expressing tissue) versus kidney (nonexpressing tissue) from male and female mice, the active and inactive genes could be investigated on active and inactive X-chromosome backgrounds. One MspI site, 12 kb 5' of the Oct-coding region, was cleaved by HpaII in liver DNA from males but not in kidney DNA from males and thus exhibited complete correlation with tissue-specific expression of the gene. Six other sites showed partial methylation, reflecting incomplete correlation with tissue-specific expression.

Animals

Triphenyl Phosphate Alters Methyltransferase Expression and Induces Genome-Wide Aberrant DNA Methylation in Zebrafish Larvae.

Emerging environmental contaminants, organophosphate flame retardants (OPFRs), pose significant threats to ecosystems and human health. Despite numerous studies reporting the toxic effects of OPFRs, research on their epigenetic alterations remains limited. In this study, we investigated the effects of exposure to 2-ethylhexyl diphenyl phosphate (EHDPP), tricresyl phosphate (TMPP), and triphenyl phosphate (TPHP) on DNA methylation patterns during zebrafish embryonic development. We assessed general toxicity and morphological changes, measured global DNA methylation and hydroxymethylation levels, and evaluated DNA methyltransferase (DNMT) enzyme activity, as well as mRNA expression of DNMTs and ten-eleven translocation (TET) methylcytosine dioxygenase genes. Additionally, we analyzed genome-wide methylation patterns in zebrafish larvae using reduced-representation bisulfite sequencing. Our morphological assessment revealed no general toxicity, but a statistically significant yet subtle decrease in body length following exposure to TMPP and EHDPP, along with a reduction in head height after TPHP exposure, was observed. Eye diameter and head width were unaffected by any of the OPFRs. There were no significant changes in global DNA methylation levels in any exposure group, and TMPP showed no clear effect on DNMT expression. However, EHDPP significantly decreased only DNMT1 expression, while TPHP exposure reduced the expression of several DNMT orthologues and TETs in zebrafish larvae, leading to genome-wide aberrant DNA methylation. Differential methylation occurred primarily in introns (43%) and intergenic regions (37%), with 9% and 10% occurring in exons and promoter regions, respectively. Pathway enrichment analysis of differentially methylated region-associated genes indicated that TPHP exposure enhanced several biological and molecular functions corresponding to metabolism and neurological development. KEGG enrichment analysis further revealed TPHP-mediated potential effects on several signaling pathways including TGFβ, cytokine, and insulin signaling. This study identifies specific changes in DNA methylation in zebrafish larvae after TPHP exposure and brings novel insights into the epigenetic mode of action of TPHP.

Animals

DNA methylation and differentiation.

The methylation of specific cytosine residues in DNA has been implicated in regulating gene expression and facilitating functional specialization of cellular phenotypes. Generally, the demethylation of certain CpG sites correlates with transcriptional activation of genes. 5-Azacytidine is an inhibitor of DNA methylation and has been widely used as a potent activator of suppressed genetic information. Treatment of cells with 5-azacytidine results in profound phenotypic alterations. The drug-induced hypomethylation of DNA apparently perturbs DNA-protein interactions that may consequently alter transcriptional activity and cell determination. The inhibitory effect of cytosine methylation may be exerted via altered DNA-protein interactions specifically or may be transduced by a change in the conformation of chromatin. Recent studies have demonstrated that cytosine methylation also plays a central role in parental imprinting, which in turn determines the differential expression of maternal and paternal genomes during embryogenesis. In other words, methylation is the mechanism whereby the embryo retains memory of the gametic origin of each component of genetic information. A memory of this type would probably persist during DNA replication and cell division as methylation patterns are stable and heritable.

Animals