Amanda J. Drake’s research while affiliated with University of Edinburgh and other places

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Publications (11)


Associations between image features and DNAm
Neurodevelopment and neurodevelopmental disorders
Major depressive disorder and suicidality
DNA methylation and brain structure and function across the life course: A systematic review
  • Literature Review
  • Full-text available

March 2020

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95 Reads

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63 Citations

Neuroscience & Biobehavioral Reviews

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MRI has enhanced our capacity to understand variations in brain structure and function conferred by the genome. We identified 60 studies that report associations between DNA methylation (DNAm) and human brain structure/function. Forty-three studies measured candidate loci DNAm; seventeen measured epigenome-wide DNAm. MRI features included region-of-interest and whole-brain structural, diffusion and functional imaging features. The studies report DNAm-MRI associations for: neurodevelopment and neurodevelopmental disorders; major depression and suicidality; alcohol use disorder; schizophrenia and psychosis; ageing, stroke, ataxia and neurodegeneration; post-traumatic stress disorder; and socio-emotional processing. Consistency between MRI features and differential DNAm is modest. Sources of bias: variable inclusion of comparator groups; different surrogate tissues used; variation in DNAm measurement methods; lack of control for genotype and cell-type composition; and variations in image processing. Knowledge of MRI features associated with differential DNAm may improve understanding of the role of DNAm in brain health and disease, but caution is required because conventions for linking DNAm and MRI data are not established, and clinical and methodological heterogeneity in existing literature is substantial.

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Bone marrow adipose tissue is a unique adipose subtype with distinct roles in systemic glucose homeostasis

June 2019

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304 Reads

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3 Citations

Bone marrow adipose tissue (BMAT) represents >10% of total adipose mass, yet unlike white or brown adipose tissues (WAT or BAT), its role in systemic metabolism remains unclear. Using transcriptomics, we reveal that BMAT is molecularly distinct to WAT but is not enriched for brown or beige adipocyte markers. Instead, pathway analysis indicated altered glucose metabolism and decreased insulin responsiveness in BMAT. We therefore tested these functions in mice and humans using positron emission tomography–computed tomography (PET/CT) with ¹⁸ F-fluorodeoxyglucose, including establishing a new method for BMAT identification from clinical CT scans. This revealed that BMAT resists insulin- and cold-stimulated glucose uptake and is thus functionally distinct to WAT and BAT. However, BMAT displayed greater basal glucose uptake than axial bones or subcutaneous WAT, underscoring its potential to influence systemic glucose homeostasis. These PET/CT studies are the first to characterise BMAT function in vivo and identify BMAT as a distinct, major subtype of adipose tissue. HIGHLIGHTS Bone marrow adipose tissue (BMAT) is molecularly distinct to other adipose subtypes. BMAT is less insulin responsive than WAT and, unlike BAT, is not cold-responsive. Human BMAT has greater basal glucose uptake than axial bone or subcutaneous WAT. We establish a PET/CT method for BMAT localisation and functional analysis in vivo .


Epigenetic derepression of FKBP5 by aging and stress contributes to NF-kB-driven inflammation and cardiovascular risk

December 2018

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206 Reads

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1 Citation

Aging and psychosocial stress are associated with increased inflammation and disease risk, but the underlying molecular mechanisms are poorly understood. Because both aging and stress are also associated with lasting epigenetic changes, a plausible hypothesis is that stress exposure along the lifespan could confer disease risk by epigenetically deregulating molecules involved in inflammatory processes. Here, by combining large-scale analyses in human cohorts with mechanistic in vitro investigations, we found that FKBP5, a protein implicated in stress physiology, contributes to these relations. Across independent human cohorts (total n=3,131), aging and stress-related phenotypes were synergistically associated with epigenetic derepression of FKBP5 . These age/stress-related epigenetic effects were recapitulated in an in vitro model of replicative senescence, whereby we exposed replicating human fibroblasts to stress (glucocorticoid) hormones. Unbiased genome-wide analyses in human blood linked higher FKBP5 mRNA with a proinflammatory profile and altered NF-κB-related gene networks. Accordingly, experiments in immune cells showed that FKBP5 overexpression promotes inflammation by strengthening the interactions of NF-κB regulatory kinases, whereas opposing FKBP5 either by genetic deletion (CRISPR/Cas9-mediated) or selective pharmacological inhibition prevented the effects on NF-κB. Further, the age/stress-related epigenetic signature enhanced FKBP5 responsivity to NF-κB through a positive feedback loop and was present in individuals with a history of acute myocardial infarction, a disease state linked to peripheral inflammation. These findings suggest that FKBP5-NF-κB signaling mediates inflammation associated with aging and stress, potentially contributing to cardiovascular risk, and may thus point to novel biomarker and treatment possibilities. Significance Diseases of the aging are the leading cause of morbidity and mortality. Elucidating the molecular mechanisms through which modifiable factors, such as psychosocial stress, confer risk for aging-related disease can have profound implications. Here, by combining studies in humans with experiments in cells, we find that aging and stress synergize to epigenetically derepress FKBP5, a protein implicated in stress physiology. Higher FKBP5 promotes inflammation by activating the master immune regulator NF-κB, whereas opposing FKBP5 – either genetically or pharmacologically– prevents the effects on NF-κB. Further, the age/stress-related epigenetic signature of FKBP5 is associated with history of myocardial infarction, a disease state linked to inflammation. These findings provide molecular insights into stress-related disease and may point to novel biomarker and treatment possibilities.


DNA Methylation Signatures of Depressive Symptoms in Middle-aged and Elderly Persons: Meta-analysis of Multiethnic Epigenome-wide Studies

July 2018

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181 Reads

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106 Citations

JAMA Psychiatry

Importance Depressive disorders arise from a combination of genetic and environmental risk factors. Epigenetic disruption provides a plausible mechanism through which gene-environment interactions lead to depression. Large-scale, epigenome-wide studies on depression are missing, hampering the identification of potentially modifiable biomarkers. Objective To identify epigenetic mechanisms underlying depression in middle-aged and elderly persons, using DNA methylation in blood. Design, Setting, and Participants To date, the first cross-ethnic meta-analysis of epigenome-wide association studies (EWAS) within the framework of the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium was conducted. The discovery EWAS included 7948 individuals of European origin from 9 population-based cohorts. Participants who were assessed for both depressive symptoms and whole-blood DNA methylation were included in the study. Results of EWAS were pooled using sample-size weighted meta-analysis. Replication of the top epigenetic sites was performed in 3308 individuals of African American and European origin from 2 population-based cohorts. Main Outcomes and Measures Whole-blood DNA methylation levels were assayed with Illumina-Infinium Human Methylation 450K BeadChip and depressive symptoms were assessed by questionnaire. Results The discovery cohorts consisted of 7948 individuals (4104 [51.6%] women) with a mean (SD) age of 65.4 (5.8) years. The replication cohort consisted of 3308 individuals (2456 [74.2%] women) with a mean (SD) age of 60.3 (6.4) years. The EWAS identified methylation of 3 CpG sites to be significantly associated with increased depressive symptoms: cg04987734 (P = 1.57 × 10⁻⁰⁸; n = 11 256; CDC42BPB gene), cg12325605 (P = 5.24 × 10⁻⁰⁹; n = 11 256; ARHGEF3 gene), and an intergenic CpG site cg14023999 (P = 5.99 × 10⁻⁰⁸; n = 11 256; chromosome = 15q26.1). The predicted expression of the CDC42BPB gene in the brain (basal ganglia) (effect, 0.14; P = 2.7 × 10⁻⁰³) and of ARHGEF3 in fibroblasts (effect, −0.48; P = 9.8 × 10⁻⁰⁴) was associated with major depression. Conclusions and Relevance This study identifies 3 methylated sites associated with depressive symptoms. All 3 findings point toward axon guidance as the common disrupted pathway in depression. The findings provide new insights into the molecular mechanisms underlying the complex pathophysiology of depression. Further research is warranted to determine the utility of these findings as biomarkers of depression and evaluate any potential role in the pathophysiology of depression and their downstream clinical effects.




Figure 1. PET/CT Identification of Supraclavicular BAT and Whole-Body Measurements (A) 18 FDG PET/CT images from subjects with the most (top panel) and least (bottom panel) BAT volume during cold exposure. (B and C) Volume of active BAT (B) and total 18 FDG uptake by BAT (C) in each subject. (D-J) Data are mean ± SEM for (D) n = 6 and (E-J) n = 5 subjects during warm (red columns) and cold (blue columns) exposure. (D) Cold exposure (3 hr duration) increased whole-body energy expenditure in all subjects. Cold exposure (E) reduced arterial glucose but (F) did not alter the clearance of 6,6-[ 2 H] 2 -glucose. Cold exposure (G) transiently increased noradrenaline concentrations, (H) did not alter glycerol but increased (I) non-esterified fatty acids (NEFAs) and (J) the rate of appearance (Ra) of glycerol. Data were analyzed using the paired t test or by repeated measures ANOVA with post hoc least significant difference (LSD) testing. *p < 0.05, **p < 0.01 versus warm room.
Figure 2. WAT and BAT Dialysate Concentrations Data are mean ± SEM for n = 6 subjects for dialysate concentrations measured using a flow rate of 0.3 mL/min. (A and B) Glucose (A) and glycerol (B) concentrations were lower in BAT (red columns) than in WAT (yellow columns) during warm conditions. (C-E) Lactate (C) and glutamate (E) concentrations were higher in BAT than WAT during warm conditions, while (D) pyruvate concentrations were similar between depots. Cold exposure reduced (A) glucose and (E) glutamate concentrations in BAT and (C) increased lactate concentrations in WAT. (F) The reduction in BAT glucose concentration during cold exposure strongly correlated with cold-induced thermogenesis (CIT). Data were analyzed by repeated measures ANOVA with post hoc LSD testing or using the Pearson correlation coefficient. *p < 0.05 versus warm conditions; # p < 0.05 versus WAT.
Figure 3. Net Substrate Balance in WAT and BAT (A-F) Data are mean ± SEM for (A) n = 6 and (B-F) n = 5 subjects. (A) Cold exposure increased blood flow in BAT (red columns) but not in WAT (yellow columns). There was (B) increased net glucose uptake, (C) decreased glycerol release, and (D) increased lactate release in BAT than WAT during warm conditions. Cold exposure increased (B) net glucose uptake, (C) glycerol release, and (F) glutamate uptake by BAT. Cold exposure increased (D) net lactate release by WAT. Data were analyzed by repeated measures ANOVA with post hoc LSD testing. *p < 0.05 versus warm conditions; # p < 0.05 versus WAT.
Figure 4. Glycerol Recycling and Release In Vitro
Substantial Metabolic Activity of Human Brown Adipose Tissue during Warm Conditions and Cold-Induced Lipolysis of Local Triglycerides

May 2018

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182 Reads

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120 Citations

Cell Metabolism

Current understanding of in vivo human brown adipose tissue (BAT) physiology is limited by a reliance on positron emission tomography (PET)/computed tomography (CT) scanning, which has measured exogenous glucose and fatty acid uptake but not quantified endogenous substrate utilization by BAT. Six lean, healthy men underwent ¹⁸fluorodeoxyglucose-PET/CT scanning to localize BAT so microdialysis catheters could be inserted in supraclavicular BAT under CT guidance and in abdominal subcutaneous white adipose tissue (WAT). Arterial and dialysate samples were collected during warm (∼25°C) and cold exposure (∼17°C), and blood flow was measured by ¹³³xenon washout. During warm conditions, there was increased glucose uptake and lactate release and decreased glycerol release by BAT compared with WAT. Cold exposure increased blood flow, glycerol release, and glucose and glutamate uptake only by BAT. This novel use of microdialysis reveals that human BAT is metabolically active during warm conditions. BAT activation substantially increases local lipolysis but also utilization of other substrates such as glutamate. Weir et al., using microdialysis, have shown that human brown adipose tissue (BAT) is metabolically active in warm conditions, with higher glucose uptake and lactate release than white AT. Cold activation increased glucose and glutamate uptake and glycerol release by BAT, quantifying substrate utilization and hydrolysis of BAT triglycerides during thermogenesis.


Fig. 2 DNA methylation in F1 sperm is unaffected by Dex treatment. a Pearson correlation heatmaps with hierarchical clustering for 5mC datasets from sperm from offspring in which the mother had been exposed to dexamethasone (D) or vehicle controls (V) as well as in liver (L). b Circular visualisation of average meDIP datasets plotted as heatmaps. Veh, blue bars; Dex, red bars. Change in meDIP signal between Dex and Veh are plotted in black between the heatmap data. Positions of genes are shown in the inner circle. c Box plot of 5mC signals across one of five genomic compartments ("promoter core", TSS ± 100 bp; "promoter proximal", TSS + 1 kb; "promoter distal", TSS + 1 kb to + 2 kb; "genic" or "nongenic", not associated with any of the above). d Heatmap of average promoter core 5mC levels across sample sets. e Boxplot of 5mC signals across four common classes of repetitive element. f Boxplot of standard deviation scores between sample groups across genomic compartments. g Sliding window analysis of 5mC patterns (average patterns shown in bold, upper and lower plots denote upper and lower patterns using standard deviation scores between samples. In all plots asterisks denote p value < 0.05, Wilcoxon signed-rank test 
Fig. 3 Small RNA expression in the F1 sperm is unaffected by Dex treatment. a The proportion of reads aligning to annotated small RNA species. Replicate samples are shown separately. b Length profile of sRNA-Seq reads following trimming to remove adapter read-through sequences. Reads exceeding 38 bp are not shown. Replicates are shown as separate lines. c Hierarchical clustering of Veh and Dex samples based on miRNA expression. Spearman's correlation Rho shown below in heatmap. d Expression of candidate miRNAs in total RNA from sperm (n = 8/8). No significant differences were observed (Student's t-test) 
Fig. 4 Dex treatment does not induce detectable changes in histone methylation. a Enrichment of methylated H3K IP over unmodified H3 IP for annotated features. Only features with at least 1.2-fold enrichment or depletion in one or more sample are shown. Error bars represent range for the three replicates. No significant differences were observed (Student's t-test, Benjamini-Hochberg adjusted p-value, 10% FDR). b Enrichment of methylated H3K IP over unmodified H3 IP centred over transcription start sites (TSS) and transcription termination site (TTS) ± 3000 bp. Each replicate is shown as a separate line. c Hierarchical clustering of samples and peaks by average enrichment of methylated H3K IP over unmodified H3 IP. Samples clearly cluster by histone mark but do not cluster by Veh vs Dex for any histone mark. Vertical colour bar indicates six clusters following k-means clustering. Gold and purple clusters show higher H3K9me3 enrichment. Bivalent enrichment observed for H3K4me3 and H3K9me3 (turquoise) and H3K4me3 and H3K27me3 (green). Blue cluster represents inactive enhancers marked by H3K4me1 and H3K9me3 
Experimental design and phenotype. a Experimental design. b Placenta and pup weight at e19.5 (n = 129 vehicle (Veh) and 120 Dex). Birth weight of c F1 (n = 75 Veh and 91 Dex offspring) and d F2 (n = 65 offspring from Veh mothers crossed with Veh fathers (Veh/Veh) and 77 offspring of Veh mothers crossed with Dex fathers (Veh/Dex)). Values represent mean weight ± standard error; *p < 0.05, ***p < 0.001 using unpaired Student t-test
Investigation into the role of the germline epigenome in the transmission of glucocorticoid-programmed effects across generations

April 2018

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180 Reads

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20 Citations

Genome Biology

Background: Early life exposure to adverse environments affects cardiovascular and metabolic systems in the offspring. These programmed effects are transmissible to a second generation through both male and female lines, suggesting germline transmission. We have previously shown that prenatal overexposure to the synthetic glucocorticoid dexamethasone (Dex) in rats reduces birth weight in the first generation (F1), a phenotype which is transmitted to a second generation (F2), particularly through the male line. We hypothesize that Dex exposure affects developing germ cells, resulting in transmissible alterations in DNA methylation, histone marks and/or small RNA in the male germline. Results: We profile epigenetic marks in sperm from F1 Sprague Dawley rats expressing a germ cell-specific GFP transgene following Dex or vehicle treatment of the mothers, using methylated DNA immunoprecipitation sequencing, small RNA sequencing and chromatin immunoprecipitation sequencing for H3K4me3, H3K4me1, H3K27me3 and H3K9me3. Although effects on birth weight are transmitted to the F2 generation through the male line, no differences in DNA methylation, histone modifications or small RNA were detected between germ cells and sperm from Dex-exposed animals and controls. Conclusions: Although the phenotype is transmitted to a second generation, we are unable to detect specific changes in DNA methylation, common histone modifications or small RNA profiles in sperm. Dex exposure is associated with more variable 5mC levels, particularly at non-promoter loci. Although this could be one mechanism contributing to the observed phenotype, other germline epigenetic modifications or non-epigenetic mechanisms may be responsible for the transmission of programmed effects across generations in this model.


DNA methylation differs between lean and obese placenta and is influenced by maternal environment and fetal sex

October 2017

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7 Reads

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3 Citations

Endocrine Abstracts

Obesity in pregnancy is associated with an increased risk of complications for mother and child. Epigenetic modifications have been proposed as an important underlying mechanism. As the placenta plays a key role in fetal nutrition and metabolism we hypothesized there would be placental DNA methylation differences between lean and obese placenta.


The Current State of Epigenetic Research in Humans: Promise and Reality

December 2016

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120 Reads

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11 Citations

JAMA Pediatrics

Conrad Waddington introduced the term epigenetics as the “branch of biology which studies the causal interactions between genes and their products, which bring the phenotype into being.” Over recent years epigenetic processes have been defined in many ways, from “a change in the state of expression of a gene that does not involve a mutation, but that is nevertheless inherited in the absence of the signal (or event) that initiated the change”¹ to a much broader definition: “the structural adaptation of chromosomal regions so as to register, signal or perpetuate altered activity states.”² The lack of a clear, agreed definition means the term epigenetic is now used to describe many processes associated with the control of gene expression, including DNA methylation, histone modifications, and noncoding RNA, despite the fact that we do not know of biochemical mechanisms allowing histone modifications or noncoding RNA to be “heritable” from parent to daughter cell through mitosis or meiosis. Here we focus on the most widely studied “epigenetic” modification, DNA methylation, which occurs predominantly at cytosines in a CpG dinucleotide context.


Citations (8)


... O álcool pode influenciar a expressão dos miRNAs miR29b, miR-497, miR-302b, miR-26b, que por sua vez regulam a expressão de outros genes- Além disso, estudos mostram associações DNAm-MRI para: neurodesenvolvimento e distúrbios do neurodesenvolvimento; depressão maior e suicídio; transtorno por uso de álcool; esquizofrenia e psicose; envelhecimento, acidente vascular cerebral, ataxia e neurodegeneração; transtorno de estresse pós-traumático; e processamento socioemocional (Wheater et al., 2020). ...

Reference:

A RELAÇÃO EPIGENÉTICA COM O ÁLCOOL E O NEURODESENVOLVIMENTO
DNA methylation and brain structure and function across the life course: A systematic review

Neuroscience & Biobehavioral Reviews

... SECT-based measurements of BM density, expressed in Hounsfield Units, correlate inversely with BMA; however, these measurements include the density of yellow and red marrow as well as trabecular bone, and therefore do not allow for direct quantification of BMA (142). Nevertheless, several recent studies have used SECT to estimate relative adipose volume within the BM based on HU thresholds indicative of adipose tissue (108,143). In contrast to SECT, DECT is able to separate BMA from the other tissue components, allowing true quantification of BMA. ...

Bone marrow adipose tissue is a unique adipose subtype with distinct roles in systemic glucose homeostasis

... 17 On the other hand, as immune 18 and endocrine 19 system dysfunction has been extensively investigated in the context of MDD pathogenesis, brain tissue is not necessarily the only sample source that should be examined for DNA methyla tion in the context of MDD and, in fact, DNA methylation profiling has already been conducted using blood samples from patients with MDD. 20 This has revealed DNA methyla tion alterations for a wide range of genes such as CDC42BPB, ARHGEF3, 21 FANCI, CACNB2, 22 and TCF4. 23 Moreover, the DNA methylation status of PPFIA4 24 and BDNF, 25 deter mined on the basis of blood samples, is now used as a pre dictor of responses to antidepressant medication. ...

DNA Methylation Signatures of Depressive Symptoms in Middle-aged and Elderly Persons: Meta-analysis of Multiethnic Epigenome-wide Studies
  • Citing Article
  • July 2018

JAMA Psychiatry

... A number of studies have highlighted the close link between BAT activity and metabolic disorders [23]. Among them, Becher et al. recently studied the correlation between BAT and pathophysiological phenotypes [3]. ...

Substantial Metabolic Activity of Human Brown Adipose Tissue during Warm Conditions and Cold-Induced Lipolysis of Local Triglycerides

Cell Metabolism

... [51][52][53] However, subsequent studies have shown that individual RNAs (mainly mRNA, miRNA, or lncRNA) can also participate in embryonic development (such as regulating transcriptional activation, post-transcriptional mRNA degradation and/or translation inhibition, or specific modifications) through unique regulatory mechanisms. [54][55][56][57] In accordance with this, we identified several porcine sperm-specific miRNAs and circRNAs. qPCR results for six circRNAs in oocytes, sperm, and IVF embryos confirmed that circRNA-1572, circRNA-1892, and circRNA-1881 are delivered into oocytes by sperm. ...

Investigation into the role of the germline epigenome in the transmission of glucocorticoid-programmed effects across generations

Genome Biology

... Fewer studies have looked solely at the effect of maternal obesity on placental DNA methylation. Yang et al. observed that miR-411 was hypermethylated in placentas from obese mothers in a sex-dependent manner compared to placentas from normal weight mothers [23]. In this same cohort, FABP1 was hypermethylated in placentas from obese compared to normal weight mothers [23]. ...

DNA methylation differs between lean and obese placenta and is influenced by maternal environment and fetal sex
  • Citing Article
  • October 2017

Endocrine Abstracts

... Epigenetics classically defines changes in gene expression which are not the result of gene mutations but are heritable in the absence of the signal which initiated the change (51). Epigenetics is a broad term commonly used to describe the study of DNA methylation, histone modifications, and noncoding RNA (ncRNA); however, no mechanistic evidence currently exists to confirm the heritability or self-perpetuating capabilities of histone modifications or ncRNA (51)(52)(53). DNA methylation of the fifth position of cytosine (5mC) is the most commonly studied epigenetic modification, with these changes having the potential to be both heritable and dynamic in response to stimuli (54)(55)(56). ...

The Current State of Epigenetic Research in Humans: Promise and Reality

JAMA Pediatrics

... Not surprisingly, diet and genetic loss of PPARα hepatocyte function trigger massive DNA methylation changes of multiple genes associated with fatty acid, bile acid and steroid hormone receptor pathways, including PPARα, which changes the expression of multiple lipid metabolic genes ( Figure 5). Since bisulfite sequencing does not discriminate between DNA methylation and hydroxymethylation changes, epigenetic changes trigger mixed metabolic gene silencing-activation effects involved in lipid metabolism and MASLD (RETSAT, FABP1, Eci1/2, Cyp7a1) (Lyall et al., 2016;Chiang, 2017;Heidenreich et al., 2017;Mukai et al., 2017;Lyall et al., 2020;Rom et al., 2020). Moreover, epigenetic changes following loss of PPARα functions seem to fail to mitigate liver metabolic dysfunctions (autophagy, mitophagy, lipophagy), since downstream gene expression profiles and key regulatory proteins of ferroptosis and pyroptosis lipotoxicity pathways are highly enriched (Figures 7, 8). ...

The role of DNA hydroxymethylation in non-alcoholic fatty liver disease
  • Citing Article
  • November 2016

Endocrine Abstracts