| Literature DB >> 35699419 |
Asael Lubotzky1,2, Ilana Pelov3, Ronen Teplitz3, Daniel Neiman1, Adama Smadja4, Hai Zemmour1, Sheina Piyanzin1, Bracha-Lea Ochana1, Kirsty L Spalding5, Benjamin Glaser6, Ruth Shemer1, Yuval Dor1, Yoav Kohn3,4.
Abstract
Schizophrenia is a common, severe, and debilitating psychiatric disorder. Despite extensive research there is as yet no biological marker that can aid in its diagnosis and course prediction. This precludes early detection and intervention. Imaging studies suggest brain volume loss around the onset and over the first few years of schizophrenia, and apoptosis has been proposed as the underlying mechanism. Cell-free DNA (cfDNA) fragments are released into the bloodstream following cell death. Tissue-specific methylation patterns allow the identification of the tissue origins of cfDNA. We developed a cocktail of brain-specific DNA methylation markers, and used it to assess the presence of brain-derived cfDNA in the plasma of patients with a first psychotic episode. We detected significantly elevated neuron- (p=0.0013), astrocyte- (p=0.0016), oligodendrocyte- (p=0.0129), and whole brain-derived (p=0.0012) cfDNA in the plasma of patients during their first psychotic episode (n=29), compared with healthy controls (n=31). Increased cfDNA levels were not correlated with psychotropic medications use. Area under the curve (AUC) was 0.77, with 65% sensitivity at 90% specificity in patients with a psychotic episode. Potential interpretations of these findings include increased brain cell death, disruption of the blood-brain barrier, or a defect in clearance of material from dying brain cells. Brain-specific cfDNA methylation markers can potentially assist early detection and monitoring of schizophrenia and thus allow early intervention and adequate therapy.Entities:
Keywords: DNA methylation; biomarker; brain biomarkers; cfDNA; epigenetics; genetics; genomics; human; liquid biopsy; neuroscience; psychosis
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Year: 2022 PMID: 35699419 PMCID: PMC9203052 DOI: 10.7554/eLife.76391
Source DB: PubMed Journal: Elife ISSN: 2050-084X Impact factor: 8.713
Figure 1—figure supplement 1.Specificity and sensitivity of brain methylation markers.
(A) Methylation status of 13 brain-derived markers in genomic DNA from multiple human tissues. Each color represents a different locus that is differentially hypomethylated in a specific brain cell type. Shown is the methylation score of multiple CpG sites in each block (i.e. the fraction of molecules that are fully unmethylated in a given sample). (B) Sensitivity of brain-derived methylation markers. Brain DNA was spiked into leukocyte DNA as indicated and the fraction of brain DNA was assessed using bisulfite conversion, multiplex PCR amplification of brain markers, and sequencing. Left: 20 brain cell genome equivalents (GE) (120 pg brain DNA) were mixed with blood DNA (0–10 ng). Right: brain cell DNA (20–0.2 GE) was diluted into 10 ng of blood DNA.
Figure 1.Brain-derived cell-free DNA (cfDNA) in patients with a first psychotic episode.
(A) Plasma concentrations of total cfDNA. Total levels of cfDNA in healthy controls and patients with first psychotic episode. Mann-Whitney test for controls vs. patients, p-value = 0.017. (B–C) Plasma concentrations of brain-derived cfDNA. Brain cfDNA levels in healthy controls (n=31) and patients with first psychotic episode (n=29), represented as the cumulative sum of the average signals from neuron, oligodendrocyte, and astrocyte markers. In panel B, graph retaining the value of each component; in panel C, graph combining all average signals to one value for statistical analysis. (D) Signals from distinct brain cell types. Mann-Whitney test for controls vs. patients, neurons p-value = 0.0013, astrocytes p-value = 0.0016, oligodendrocytes p-value = 0.0129, and whole brain markers p-value = 0.0012. Shown are the average levels in plasma of four neuronal markers, three astrocyte markers, three oligodendrocyte markers, and three general brain markers. cfDNA was treated with bisulfite, PCR amplified, and sequenced, and the molecules that are fully unmethylated were scored. The fraction of brain-specific molecules was multiplied by the total cfDNA concentration. Each dot represents one plasma sample. (E) Receiver operating characteristic (ROC) curve for distinguishing patients with first psychotic episode from healthy controls. A combined score of all brain markers, area under the curve (AUC) 0.77; 95% CI=0.64–0.9; p-value = 0.0003.
(A) Methylation status of 13 brain-derived markers in genomic DNA from multiple human tissues. Each color represents a different locus that is differentially hypomethylated in a specific brain cell type. Shown is the methylation score of multiple CpG sites in each block (i.e. the fraction of molecules that are fully unmethylated in a given sample). (B) Sensitivity of brain-derived methylation markers. Brain DNA was spiked into leukocyte DNA as indicated and the fraction of brain DNA was assessed using bisulfite conversion, multiplex PCR amplification of brain markers, and sequencing. Left: 20 brain cell genome equivalents (GE) (120 pg brain DNA) were mixed with blood DNA (0–10 ng). Right: brain cell DNA (20–0.2 GE) was diluted into 10 ng of blood DNA.
(A–D) Percentage of brain-derived cfDNA. Brain cfDNA levels expressed as percentage of cfDNA derived from the indicated brain cell type. Mann-Whitney test for controls vs. patients, neurons p-value = 0.0048, astrocytes p-value = 0.0074, oligodendrocytes p-value = 0.0186, and whole brain markers p-value = 0.0018. (E–H) ROC curves for distinguishing patients with first psychotic episode from healthy controls, using markers of individual brain cell types. (E) Neuronal markers; area under the curve (AUC) 0.73, 95% CI = 0.6 to 0.86; p-value. (G) Oligodendrocyte markers; AUC 0.65; 95% CI = 0.51 to 0.79; p-value. (H) Whole brain markers; AUC 0.71; 95% CI = 0.58 to 0.84; p-value.
Figure 1—figure supplement 2.Fractions and receiver operating characteristic (ROC) curves for markers of individual brain cell types.
(A–D) Percentage of brain-derived cfDNA. Brain cfDNA levels expressed as percentage of cfDNA derived from the indicated brain cell type. Mann-Whitney test for controls vs. patients, neurons p-value = 0.0048, astrocytes p-value = 0.0074, oligodendrocytes p-value = 0.0186, and whole brain markers p-value = 0.0018. (E–H) ROC curves for distinguishing patients with first psychotic episode from healthy controls, using markers of individual brain cell types. (E) Neuronal markers; area under the curve (AUC) 0.73, 95% CI = 0.6 to 0.86; p-value. (G) Oligodendrocyte markers; AUC 0.65; 95% CI = 0.51 to 0.79; p-value. (H) Whole brain markers; AUC 0.71; 95% CI = 0.58 to 0.84; p-value.