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Status |
Public on Dec 14, 2021 |
Title |
Blood-based miRNA biomarkers as correlates of brain-based miRNA expression |
Organism |
Papio hamadryas |
Experiment type |
Non-coding RNA profiling by high throughput sequencing
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Summary |
To better understand the relationship between peripheral blood- and brain-based epigenetic activity, we conducted a pilot study on captive baboons (Papio hamadryas) to investigate correlations between miRNA expression in peripheral blood mononuclear cells (PBMCs) and 14 different cortical and subcortical brain regions, represented by two study groups comprised of 4 and 6 animals. Using next-generation sequencing, we identified 362 miRNAs expressed at ≥10 read counts in 80% or more of the brain samples analyzed. Nominally significant pairwise correlations (one-sided P<0.05) between peripheral blood and mean brain expression levels of individual miRNAs were observed for 39 and 44 miRNAs in each group. When miRNA expression levels were averaged across animals within the groups, pairwise correlations between PBMCs and individual brain regions are all highly significant (P<2.2x10^-16), although correlations between brain regions are markedly stronger (rs=0.86-0.99) than those between blood and brain (rs=0.47-0.57). Principal component analysis revealed differentiation in miRNA expression between peripheral blood and the brain regions for the first component (accounting for ~75% of variance). Linear mixed effects modeling attributed most of the variance in expression to differences between miRNAs (>70%), with non-significant 7.5% and 13.1% assigned to differences between blood and brain-based samples in the two study groups. Hierarchical UPGMA clustering revealed two major co-expression branches that are evident in both groups, with one comprised of miRNAs hyper-expressed in blood relative to the brain samples, exhibiting an enrichment of miRNAs expressed in immune cells (CD14+, CD15+, CD19+, CD3+, and CD56+ leukocytes) among the top blood-brain correlates. In the other major branch, hypo-expression in the blood samples was observed, with enrichment for miRNAs associated with Alzheimer’s Disease among its top correlates. Although some differentiation was observed between tissue types, these preliminary findings reveal wider correlated patterns between blood- and brain-expressed miRNAs, suggesting the utility of blood-based miRNA profiling for investigating by proxy the epigenetic underpinnings of neurological and neuroinflammatory processes in the brain.
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Overall design |
miRNAseq characterization and comparison of peripheral blood mononuclear cells and brain samples obtained from captive baboons.
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Contributor(s) |
Carless MA, Kos MZ |
Citation(s) |
35392269 |
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Submission date |
Dec 10, 2021 |
Last update date |
Apr 19, 2022 |
Contact name |
Melanie Anita Carless |
E-mail(s) |
melanie.carless@utsa.edu
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Organization name |
The University of Texas at San Antonio
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Street address |
One UTSA Circle
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City |
San Antonio |
State/province |
Texas |
ZIP/Postal code |
78249 |
Country |
USA |
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Platforms (1) |
GPL15440 |
Illumina Genome Analyzer IIx (Papio hamadryas) |
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Samples (160)
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GSM5728687 |
Animal 11641, PBMC, index ACAGTG, 1st run [B1_PBMC] |
GSM5728688 |
Animal 11641, PBMC, index ACAGTG, 2nd run [B1_PBMC] |
GSM5728689 |
Animal 11641, cerebellum, index GCCAAT, 1st run [B1_Cb] |
GSM5728690 |
Animal 11641, cerebellum, index GCCAAT, 2nd run [B1_Cb] |
GSM5728691 |
Animal 11641, occipital cortex, index ACTTGA, 1st run [B1_OC] |
GSM5728692 |
Animal 11641, occipital cortex, index ACTTGA, 2nd run [B1_OC] |
GSM5728693 |
Animal 11641, entorhinal cortex, index ATCACG, 1st run [B1_EC] |
GSM5728694 |
Animal 11641, entorhinal cortex, index ATCACG, 2nd run [B1_EC] |
GSM5728695 |
Animal 11641, hippocampus, index CAGATC, 1st run [B1_HDG] |
GSM5728696 |
Animal 11641, hippocampus, index CAGATC, 2nd run [B1_HDG] |
GSM5728697 |
Animal 11641, motor cortex, index CGATGT, 1st run [B1_MC] |
GSM5728698 |
Animal 11641, motor cortex, index CGATGT, 2nd run [B1_MC] |
GSM5728699 |
Animal 11641, posterior parietal cortex, index TTAGGC, 1st run [B1_PPC] |
GSM5728700 |
Animal 11641, posterior parietal cortex, index TTAGGC, 2nd run [B1_PPC] |
GSM5728701 |
Animal 11641, prefrontal cortex, index TGACCA, 1st run [B1_dlPFC] |
GSM5728702 |
Animal 11641, prefrontal cortex, index TGACCA, 2nd run [B1_dlPFC] |
GSM5728703 |
Animal 12656, PBMC, index CTTGTA, 1st run [B2_PBMC] |
GSM5728704 |
Animal 12656, PBMC, index CTTGTA, 2nd run [B2_PBMC] |
GSM5728705 |
Animal 12656, cerebellum, index AGTCAA, 1st run [B2_Cb] |
GSM5728706 |
Animal 12656, cerebellum, index AGTCAA, 2nd run [B2_Cb] |
GSM5728707 |
Animal 12656, occipital cortex, index GGCTAC, 1st run [B2_OC] |
GSM5728708 |
Animal 12656, occipital cortex, index GGCTAC, 2nd run [B2_OC] |
GSM5728709 |
Animal 12656, entorhinal cortex, index GGCTAC, 1st run [B2_EC] |
GSM5728710 |
Animal 12656, entorhinal cortex, index GGCTAC, 2nd run [B2_EC] |
GSM5728711 |
Animal 12656, hippocampus, index ATGTCA, 1st run [B2_HDG] |
GSM5728712 |
Animal 12656, hippocampus, index ATGTCA, 2nd run [B2_HDG] |
GSM5728713 |
Animal 12656, motor cortex, index CCGTCC, 1st run [B2_MC] |
GSM5728714 |
Animal 12656, motor cortex, index CCGTCC, 2nd run [B2_MC] |
GSM5728715 |
Animal 12656, posterior parietal cortex, index GATCAG, 1st run [B2_PPC] |
GSM5728716 |
Animal 12656, posterior parietal cortex, index GATCAG, 2nd run [B2_PPC] |
GSM5728717 |
Animal 12656, prefrontal cortex, index TAGCTT, 1st run [B2_dlPFC] |
GSM5728718 |
Animal 12656, prefrontal cortex, index TAGCTT, 2nd run [B2_dlPFC] |
GSM5728719 |
Animal 13029, PBMC, index GGTAGC, 1st run [B3_PBMC] |
GSM5728720 |
Animal 13029, PBMC, index GGTAGC, 2nd run [B3_PBMC] |
GSM5728721 |
Animal 13029, cerebellum, index GTAGAG, 1st run [B3_Cb] |
GSM5728722 |
Animal 13029, cerebellum, index GTAGAG, 2nd run [B3_Cb] |
GSM5728723 |
Animal 13029, occipital cortex, index GAGTGG, 1st run [B3_OC] |
GSM5728724 |
Animal 13029, occipital cortex, index GAGTGG, 2nd run [B3_OC] |
GSM5728725 |
Animal 13029, entorhinal cortex, index GTCCGC, 1st run [B3_EC] |
GSM5728726 |
Animal 13029, entorhinal cortex, index GTCCGC, 2nd run [B3_EC] |
GSM5728727 |
Animal 13029, hippocampus, index GTGAAA, 1st run [B3_HDG] |
GSM5728728 |
Animal 13029, hippocampus, index GTGAAA, 2nd run [B3_HDG] |
GSM5728729 |
Animal 13029, motor cortex, index GTGGCC, 1st run [B3_MC] |
GSM5728730 |
Animal 13029, motor cortex, index GTGGCC, 2nd run [B3_MC] |
GSM5728731 |
Animal 13029, posterior parietal cortex, index GTTTCG, 1st run [B3_PPC] |
GSM5728732 |
Animal 13029, posterior parietal cortex, index GTTTCG, 2nd run [B3_PPC] |
GSM5728733 |
Animal 13029, prefrontal cortex, index CGTACG, 1st run [B3_dlPFC] |
GSM5728734 |
Animal 13029, prefrontal cortex, index CGTACG, 2nd run [B3_dlPFC] |
GSM5728735 |
Animal 13669, PBMC, index ATCACG, 1st run [B4_PBMC] |
GSM5728736 |
Animal 13669, PBMC, index ATCACG, 2nd run [B4_PBMC] |
GSM5728737 |
Animal 13669, cerebellum, index CGATGT, 1st run [B4_Cb] |
GSM5728738 |
Animal 13669, cerebellum, index CGATGT, 2nd run [B4_Cb] |
GSM5728739 |
Animal 13669, occipital cortex, index ACTTGA, 1st run [B4_OC] |
GSM5728740 |
Animal 13669, occipital cortex, index ACTTGA, 2nd run [B4_OC] |
GSM5728741 |
Animal 13669, entorhinal cortex, index TTAGGC, 1st run [B4_EC] |
GSM5728742 |
Animal 13669, entorhinal cortex, index TTAGGC, 2nd run [B4_EC] |
GSM5728743 |
Animal 13669, hippocampus, index TGACCA, 1st run [B4_HDG] |
GSM5728744 |
Animal 13669, hippocampus, index TGACCA, 2nd run [B4_HDG] |
GSM5728745 |
Animal 13669, motor cortex, index ACAGTG, 1st run [B4_MC] |
GSM5728746 |
Animal 13669, motor cortex, index ACAGTG, 2nd run [B4_MC] |
GSM5728747 |
Animal 13669, posterior parietal cortex, index GCCAAT, 1st run [B4_PPC] |
GSM5728748 |
Animal 13669, posterior parietal cortex, index GCCAAT, 2nd run [B4_PPC] |
GSM5728749 |
Animal 13669, prefrontal cortex, index CAGATC, 1st run [B4_dlPFC] |
GSM5728750 |
Animal 13669, prefrontal cortex, index CAGATC, 2nd run [B4_dlPFC] |
GSM5728751 |
Animal 13737, PBMC, index GATCAG, 1st run [B5_PBMC] |
GSM5728752 |
Animal 13737, PBMC, index GATCAG, 2nd run [B5_PBMC] |
GSM5728753 |
Animal 13737, cerebellum, index TAGCTT, 1st run [B5_Cb] |
GSM5728754 |
Animal 13737, cerebellum, index TAGCTT, 2nd run [B5_Cb] |
GSM5728755 |
Animal 13737, occipital cortex, index CCGTCC, 1st run [B5_OC] |
GSM5728756 |
Animal 13737, occipital cortex, index CCGTCC, 2nd run [B5_OC] |
GSM5728757 |
Animal 13737, entorhinal cortex, index GGCTAC, 1st run [B5_EC] |
GSM5728758 |
Animal 13737, entorhinal cortex, index GGCTAC, 2nd run [B5_EC] |
GSM5728759 |
Animal 13737, hippocampus, index CTTGTA, 1st run [B5_HDG] |
GSM5728760 |
Animal 13737, hippocampus, index CTTGTA, 2nd run [B5_HDG] |
GSM5728761 |
Animal 13737, motor cortex, index AGTCAA, 1st run [B5_MC] |
GSM5728762 |
Animal 13737, motor cortex, index AGTCAA, 2nd run [B5_MC] |
GSM5728763 |
Animal 13737, posterior parietal cortex, index AGTTCC, 1st run [B5_PPC] |
GSM5728764 |
Animal 13737, posterior parietal cortex, index AGTTCC, 2nd run [B5_PPC] |
GSM5728765 |
Animal 13737, prefrontal cortex, index ATGTCA, 1st run [B5_dlPFC] |
GSM5728766 |
Animal 13737, prefrontal cortex, index ATGTCA, 2nd run [B5_dlPFC] |
GSM5728767 |
Animal 14838, amygdala, index CCGTCC, 1st run [A1_Amg] |
GSM5728768 |
Animal 14838, amygdala, index CCGTCC, 2nd run [A1_Amg] |
GSM5728769 |
Animal 14838, prefrontal cortex (BA9), index GGCTAC, 1st run [A1_PFC] |
GSM5728770 |
Animal 14838, prefrontal cortex (BA9), index GGCTAC, 2nd run [A1_PFC] |
GSM5728771 |
Animal 14838, dorsal anterior cingulate cortex, index CTTGTA, 1st run [A1_dACC] |
GSM5728772 |
Animal 14838, dorsal anterior cingulate cortex, index CTTGTA, 2nd run [A1_dACC] |
GSM5728773 |
Animal 14838, hypothalamus, index TAGCTT, 1st run [A1_Hyp] |
GSM5728774 |
Animal 14838, hypothalamus, index TAGCTT, 2nd run [A1_Hyp] |
GSM5728775 |
Animal 14838, lateral orbitofrontal cortex, index AGTCAA, 1st run [A1_lOFC] |
GSM5728776 |
Animal 14838, lateral orbitofrontal cortex, index AGTCAA, 2nd run [A1_lOFC] |
GSM5728777 |
Animal 14838, medial orbitofrontal cortex, index ATGTCA, 1st run [A1_mOFC] |
GSM5728778 |
Animal 14838, medial orbitofrontal cortex, index ATGTCA, 2nd run [A1_mOFC] |
GSM5728779 |
Animal 14838, PBMC, index GATCAG, 1st run [A1_PBMC] |
GSM5728780 |
Animal 14838, PBMC, index GATCAG, 2nd run [A1_PBMC] |
GSM5728781 |
Animal 14838, posterior cingulate cortex, index AGTTCC, 1st run [A1_PCC] |
GSM5728782 |
Animal 14838, posterior cingulate cortex, index AGTTCC, 2nd run [A1_PCC] |
GSM5728783 |
Animal 15942, amygdala, index ACTTGA, 1st run [A2_Amg] |
GSM5728784 |
Animal 15942, amygdala, index ACTTGA, 2nd run [A2_Amg] |
GSM5728785 |
Animal 15942, prefrontal cortex (BA9), index CAGATC, 1st run [A2_PFC] |
GSM5728786 |
Animal 15942, prefrontal cortex (BA9), index CAGATC, 2nd run [A2_PFC] |
GSM5728787 |
Animal 15942, dorsal anterior cingulate cortex, index TTAGGC, 1st run [A2_dACC] |
GSM5728788 |
Animal 15942, dorsal anterior cingulate cortex, index TTAGGC, 2nd run [A2_dACC] |
GSM5728789 |
Animal 15942, hypothalamus, index GCCAAT, 1st run [A2_Hyp] |
GSM5728790 |
Animal 15942, hypothalamus, index GCCAAT, 2nd run [A2_Hyp] |
GSM5728791 |
Animal 15942, lateral orbitofrontal cortex, index CGATGT, 1st run [A2_lOFC] |
GSM5728792 |
Animal 15942, lateral orbitofrontal cortex, index CGATGT, 2nd run [A2_lOFC] |
GSM5728793 |
Animal 15942, medial orbitofrontal cortex, index ACAGTG, 1st run [A2_mOFC] |
GSM5728794 |
Animal 15942, medial orbitofrontal cortex, index ACAGTG, 2nd run [A2_mOFC] |
GSM5728795 |
Animal 15942, PBMC, index ATCACG, 1st run [A2_PBMC] |
GSM5728796 |
Animal 15942, PBMC, index ATCACG, 2nd run [A2_PBMC] |
GSM5728797 |
Animal 15942, posterior cingulate cortex, index TGACCA, 1st run [A2_PCC] |
GSM5728798 |
Animal 15942, posterior cingulate cortex, index TGACCA, 2nd run [A2_PCC] |
GSM5728799 |
Animal 15987, amygdala, index GGTAGC, 1st run [A3_Amg] |
GSM5728800 |
Animal 15987, amygdala, index GGTAGC, 3rd run [A3_Amg] |
GSM5728801 |
Animal 15987, amygdala, index GGTAGC, 2nd run [A3_Amg] |
GSM5728802 |
Animal 15987, amygdala, index GGTAGC, 4th run [A3_Amg] |
GSM5728803 |
Animal 15987, prefrontal cortex (BA9), index GTGGCC, 1st run [A3_PFC] |
GSM5728804 |
Animal 15987, prefrontal cortex (BA9), index GTGGCC, 2nd run [A3_PFC] |
GSM5728805 |
Animal 15987, dorsal anterior cingulate cortex, index GAGTGG, 1st run [A3_dACC] |
GSM5728806 |
Animal 15987, dorsal anterior cingulate cortex, index GAGTGG, 2nd run [A3_dACC] |
GSM5728807 |
Animal 15987, hypothalamus, index CGTACG, 1st run [A3_Hyp] |
GSM5728808 |
Animal 15987, hypothalamus, index CGTACG, 2nd run [A3_Hyp] |
GSM5728809 |
Animal 15987, lateral orbitofrontal cortex, index GTTTCG, 1st run [A3_lOFC] |
GSM5728810 |
Animal 15987, lateral orbitofrontal cortex, index GTTTCG, 2nd run [A3_lOFC] |
GSM5728811 |
Animal 15987, medial orbitofrontal cortex, index GTGAAA, 1st run [A3_mOFC] |
GSM5728812 |
Animal 15987, medial orbitofrontal cortex, index GTGAAA, 2nd run [A3_mOFC] |
GSM5728813 |
Animal 15987, PBMC, index GTAGAG, 1st run [A3_PBMC] |
GSM5728814 |
Animal 15987, PBMC, index GTAGAG, 2nd run [A3_PBMC] |
GSM5728815 |
Animal 15987, posterior cingulate cortex, index GTCCGC, 1st run [A3_PCC] |
GSM5728816 |
Animal 15987, posterior cingulate cortex, index GTCCGC, 2nd run [A3_PCC] |
GSM5728817 |
Animal 16172, PBMC, index GTAGAG, 1st run [B6_PBMC] |
GSM5728818 |
Animal 16172, PBMC, index GTAGAG, 2nd run [B6_PBMC] |
GSM5728819 |
Animal 16172, cerebellum, index GTCCGC, 1st run [B6_Cb] |
GSM5728820 |
Animal 16172, cerebellum, index GTCCGC, 2nd run [B6_Cb] |
GSM5728821 |
Animal 16172, occipital cortex, index GGTAGC, 1st run [B6_OC] |
GSM5728822 |
Animal 16172, occipital cortex, index GGTAGC, 2nd run [B6_OC] |
GSM5728823 |
Animal 16172, entorhinal cortex, index GTGAAA, 1st run [B6_EC] |
GSM5728824 |
Animal 16172, entorhinal cortex, index GTGAAA, 2nd run [B6_EC] |
GSM5728825 |
Animal 16172, hippocampus, index GTGGCC, 1st run [B6_HDG] |
GSM5728826 |
Animal 16172, hippocampus, index GTGGCC, 2nd run [B6_HDG] |
GSM5728827 |
Animal 16172, motor cortex, index GTTTCG, 1st run [B6_MC] |
GSM5728828 |
Animal 16172, motor cortex, index GTTTCG, 2nd run [B6_MC] |
GSM5728829 |
Animal 16172, posterior parietal cortex, index CGTACG, 1st run [B6_PPC] |
GSM5728830 |
Animal 16172, posterior parietal cortex, index CGTACG, 2nd run [B6_PPC] |
GSM5728831 |
Animal 16172, prefrontal cortex, index GAGTGG, 1st run [B6_dlPFC] |
GSM5728832 |
Animal 16172, prefrontal cortex, index GAGTGG, 2nd run [B6_dlPFC] |
GSM5728833 |
Animal 16401, prefrontal cortex (BA9), index GTGGCC, 1st run [A4_PFC] |
GSM5728834 |
Animal 16401, prefrontal cortex (BA9), index GTGGCC, 2nd run [A4_PFC] |
GSM5728835 |
Animal 16401, dorsal anterior cingulate cortex, index GTGAAA, 1st run [A4_dACC] |
GSM5728836 |
Animal 16401, dorsal anterior cingulate cortex, index GTGAAA, 2nd run [A4_dACC] |
GSM5728837 |
Animal 16401, hypothalamus, index GTTTCG, 1st run [A4_Hyp] |
GSM5728838 |
Animal 16401, hypothalamus, index GTTTCG, 2nd run [A4_Hyp] |
GSM5728839 |
Animal 16401, lateral orbitofrontal cortex, index CGTACG, 1st run [A4_lOFC] |
GSM5728840 |
Animal 16401, lateral orbitofrontal cortex, index CGTACG, 2nd run [A4_lOFC] |
GSM5728841 |
Animal 16401, medial orbitofrontal cortex, index GTAGAG, 1st run [A4_mOFC] |
GSM5728842 |
Animal 16401, medial orbitofrontal cortex, index GTAGAG, 2nd run [A4_mOFC] |
GSM5728843 |
Animal 16401, PBMC, index CCGTCC, 1st run [A4_PBMC] |
GSM5728844 |
Animal 16401, PBMC, index CCGTCC, 2nd run [A4_PBMC] |
GSM5728845 |
Animal 16401, posterior cingulate cortex, index GTCCGC, 1st run [A4_PCC] |
GSM5728846 |
Animal 16401, posterior cingulate cortex, index GTCCGC, 2nd run [A4_PCC] |
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Relations |
BioProject |
PRJNA787946 |
SRA |
SRP350276 |
Supplementary file |
Size |
Download |
File type/resource |
GSE190675_Processed_miRNA_expression_data.xlsx |
237.2 Kb |
(ftp)(http) |
XLSX |
SRA Run Selector |
Raw data are available in SRA |
Processed data are available on Series record |
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