| Literature DB >> 19936094 |
Hyman M Schipper1, Olivier C Maes, Howard M Chertkow, Eugenia Wang.
Abstract
Various coding genes representing multiple functional categories are downregulated in blood mononuclear cells (BMC) of patients with sporadic Alzheimer disease (AD). Noncoding microRNAs (miRNA) regulate gene expression by degrading messages or inhibiting translation. Using BMC as a paradigm for the study of systemic alterations in AD, we investigated whether peripheral miRNA expression is altered in this condition. MicroRNA levels were assessed using the microRNA microarray (MMChip) containing 462 human miRNA, and the results validated by real time PCR. Sixteen AD patients and sixteen normal elderly controls (NEC) were matched for ethnicity, age, gender and education. The expression of several BMC miRNAs was found to increase in AD relative to NEC levels, and may differ between AD subjects bearing one or two APOE4 alleles. As compared to NEC, miRNAs significantly upregulated in AD subjects and confirmed by qPCR were miR-34a and 181b. Predicted target genes downregulated in Alzheimer BMC that correlated with the upregulated miRNAs were largely represented in the functional categories of Transcription/Translation and Synaptic Activity. Several miRNAs targeting the same genes were within the functional category of Injury response/Redox homeostasis. Taken together, induction of microRNA expression in BMC may contribute to the aberrant systemic decline in mRNA levels in sporadic AD.Entities:
Keywords: Alzheimer disease; gene expression; microarray; neurodegeneration; noncoding small RNA
Year: 2007 PMID: 19936094 PMCID: PMC2759133 DOI: 10.4137/grsb.s361
Source DB: PubMed Journal: Gene Regul Syst Bio ISSN: 1177-6250
Upregulated microRNA in Alzheimer BMC.
| MicroRNA | Fold change | Score (d) | q-value (%) | BMC targets (%) |
|---|---|---|---|---|
| hsa-miR-34a | 1.2 | 1.3 | 0.0 | 21.7 |
| hsa-miR-579 | 1.2 | 1.2 | 0.0 | 12.3 |
| hsa-miR-181b | 1.4 | 1.1 | 0.0 | 31.3 |
| hsa-miR-520h | 1.1 | 1.0 | 0.0 | - |
| hsa-miR-155 | 1.2 | 0.9 | 5.1 | - |
| hsa-miR-517* | 1.1 | 0.9 | 5.1 | 11.3 |
| hsa-let-7f | 1.1 | 0.8 | 5.1 | 16.0 |
| hsa-miR-200a | 1.1 | 0.7 | 5.1 | 7.5 |
| hsa-miR-371 | 1.1 | 0.7 | 5.1 | - |
False discovery rate (q-values) was 5.1% of 16 significant miRNAs.
Predicted targets were determined for miRNAs having scores (d) higher than 1.0 or 0% q-values in both Tables 1 and 2.
Figure 1Gene set enrichment analysis and hierarchical clustering of microRNA expression in Alzheimer BMC. (A) The significantly upregulated miRNA in AD are ranked in order of significance from top to bottom. (B) The hierarchical clustering of subjects was determined using Pearson correlation.
Altered miRNA expression in APOE4-negative and -positive strata
| APOE4 status | MicroRNA | Fold change | Score (d) | q-value (%) |
|---|---|---|---|---|
| negative | hsa-miR-34a | 1.4 | 1.8 | 0.0 |
| negative | hsa-miR-517* | 1.2 | 1.7 | 0.0 |
| negative | hsa-let-7f | 1.2 | 1.5 | 0.0 |
| negative | hsa-miR-200a | 1.2 | 1.4 | 0.0 |
| positive | hsa-miR-371 | 1.4 | 1.1 | 22.2 |
| positive | hsa-miR-181b | 1.7 | 1.0 | 22.2 |
False discovery rates (q-values) were 0% in the negative stratum and 22.2% in the positive stratum of 4 and 4 significant miRNAs respectively.
Figure 2Quantitative real time PCR of miRNA levels in AD. Fold differences in miRNA levels between NEC and AD were estimated by the delta Ct method.
Predicted miRNA targets downregulated in Alzheimer BMC.
| Upregulated microRNA | Target | Target Gene Name | Fold change | Score (d) | Function |
|---|---|---|---|---|---|
| Cell development and metabolism | |||||
| 181b | AHCY | S-adenosylhomocysteine hydrolase | 0.46 | −1.14 | methylation/homocysteine |
| 34a | BCKDK | branched chain alpha- ketoacid dehydrogenase kinase | 0.56 | −1.91 | amino acid pathway |
| let-7f; 34a | FXYD2 | FXYD domain containing ion transport regulator 2 | 0.66 | −1.61 | ion transport |
| 34a | SHMT1 | serine hydroxymethyl- transferase 1 | 0.75 | −1.59 | serine catabolism |
| 181b | glucose phosphate isomerase | 0.75 | −1.52 | glycolysis | |
| 34a | AMPD2 | adenosine monophosphate deaminase 2 | 0.50 | −1.47 | energy metabolism (brain) |
| 181b; 517* | HMBS | hydroxymethylbilane synthase | 0.35 | −1.24 | heme biosynthesis |
| 34a | LTF | lactotransferrin | 0.15 | −0.93 | iron homeostasis |
| 34a | CD151 | CD151 antigen | 0.59 | −2.66 | cell adhesion (sensory neuron) |
| 181b | NADH dehydrogenase Fe-S protein 3 | 0.08 | −1.19 | mitochondrial complex I | |
| Cell survival program | |||||
| 579 | PSAP | prosaposin | 0.79 | −1.61 | anti-apoptotic |
| 34a | BIK | BCL2-interacting killer | 0.54 | −1.01 | apoptosis |
| CNS and synapse | |||||
| let-7f; 34a | CRB3 | crumbs homolog 3 | 0.39 | −2.19 | tight junction |
| 34a | P2RY2 | purinergic receptor P2Y, G-protein coupled, 2 | 0.51 | −1.84 | APP processing |
| 579 | RXRG | retinoid X receptor, gamma | 0.49 | −1.74 | synaptic plasticity |
| 34a | GFAP | glial fibrillary acidic protein | 0.47 | −1.65 | myelination |
| 181b; 517* | ACTG1 | actin, gamma 1 | 0.77 | −1.63 | axon growth |
| 34a | heterogeneous nuclear ribonucleoprotein R | 0.45 | −1.49 | axon motor neuron | |
| DNA repair | |||||
| 181b; 200a | minichromosome maintenance deficient 3 | 0.70 | −1.68 | DNA damage response | |
| 181b | MMS19L | MMS19-like (MET18 homolog) | 0.59 | −1.39 | DNA repair |
| Inflammatory-immune response | |||||
| 579 | D-dopachrome tautomerase | 0.76 | −2.68 | inflammation | |
| let-7f; 34a | CHST12 | carbohydrate sulfotransferase 12 | 0.79 | −1.85 | immune response |
| 517* | LAMP2 | lysosomal-associated membrane protein 2 | 0.50 | −1.73 | immune response |
| 181b | SLA | Src-like-adaptor | 0.53 | −1.41 | immune response |
| Injury response-redox homeostasis | |||||
| let-7f; 200a | HERPUD1 | homocysteine-inducible, ubiquitin-likedomainmember1 | 0.41 | −2.26 | stress response |
| 517* | HMGN2 | high-mobility group nucleosomal binding domain 2 | 0.71 | −1.71 | oxidative stress |
| let-7f; 181b | TBP-like 1 | 0.41 | −1.69 | stress response | |
| 181b | heat shock transcription factor 2 | 0.34 | −1.64 | stress response | |
| Lipid metabolism | |||||
| let-7f | ELA3B | elastase 3B, pancreatic | 0.53 | −2.87 | cholesterol biosynthesis |
| 181b | FDXR | ferredoxin reductase | 0.51 | −1.85 | cholesterol biosynthesis |
| let-7f; 34a | MECR | mitochondrial trans-2- enoyl-CoA reductase | 0.50 | −1.17 | fatty acid metabolism |
| Proteasome-lysosome-transport | |||||
| 579 | ubiquitin-conjugating enzyme E2M | 0.50 | −2.13 | ubiquitin cycle | |
| 181b | DnaJ (Hsp40) homolog, subfamily C, member 7 | 0.76 | −1.82 | protein folding | |
| 181b | NDRG2 | NDRG family member 2 | 0.43 | −1.76 | protein chaperone (misfolded) |
| 579 | SNX2 | sorting nexin 2 | 0.34 | −1.68 | protein sorting |
| Signal transduction | |||||
| 181b | AGGF1 | Angiogenic factor with G patch and FHA domains 1 | 0.54 | −1.44 | signal transduction |
| 181b | MAP3K6 | mitogen-activated protein kinase kinase kinase 6 | 0.58 | −0.93 | signal transduction |
| Transcripion-translation | |||||
| 34a | BTF3 | basic transcription factor 3 | 0.45 | −3.31 | transcription |
| 200a | DEAD/H (Asp-Glu-Ala-Asp/His) box polypeptide 5 | 0.73 | −2.34 | spliceosome | |
| 34a | interferon regulatory factor 1 | 0.59 | −1.46 | transcription | |
| let-7f; 181b | TAF1A | TATA box binding protein- assoc. factor, RNApol I, A | 0.58 | −1.35 | transcription (rRNA) |
| Unknown | |||||
| 517* | myeloid leukemia factor 2 | 0.71 | −2.04 | unknown | |
| 181b; 579 | Brain expressed X-linked 2 | 0.33 | −1.89 | unknown (brain) | |
| let7f; 181b; 579 | SSX2 | synovial sarcoma, X breakpoint 2 | 0.46 | −1.75 | unknown |
| 517* | ZNF691 | zinc finger protein 691 | 0.14 | −1.60 | unknown |
| 181b | RBMXL1 | RNA binding motif protein, X-linked-like 1 | 0.42 | −1.27 | unknown |
| let-7f, 517* | OBFC1 | oligonucleotide/oligosaccharide- bindingfoldcontaining1 | 0.55 | −1.11 | unknown |
Underlined gene symbols indicate similar down-regulation in AD affected brains (Maes et al. 2006).
Figure 3Functional categories of predicted microRNA targets downregulated in Alzheimer BMC. Targets of upregulated BMC miRNA were compared to previous downregulated mRNA data in Alzheimer BMC (Maes et al. 2006), and summarized according to percentage of targets per functional category. The average number of miRNAs targeting the same gene within each category is reported.
| Diagnosis | Subject ID | Gender | Age | Education | MMSE | APOE | Total RNA (μg) | Small RNA (μg) | Ratio |
|---|---|---|---|---|---|---|---|---|---|
| NEC | 967 | F | 80 | 11 | 29 | 2,3 | 41.7 | 1.2 | 2.9 |
| NEC | 944 | F | 68 | 18 | 30 | 3,3 | 80.4 | 1.7 | 2.1 |
| NEC | 1014 | F | 83 | 21 | 29 | 3,3 | 73.6 | 2.1 | 2.8 |
| NEC | 3R447 | F | 78 | 17 | 29 | 3,3 | 23.5 | 1.1 | 4.5 |
| NEC | 3R464 | F | 78 | 10 | 28 | 3,3 | 115.8 | 1.2 | 1.0 |
| NEC | R787 | F | 87 | 15 | 30 | 3,3 | 26.8 | 1.7 | 6.5 |
| NEC | 1005 | F | 68 | 15 | 30 | 3,4 | 97.0 | 1.2 | 1.3 |
| NEC | 1025 | F | 71 | 15 | 28 | 3,4 | 51.1 | 3.4 | 6.6 |
| NEC | 917 | M | 72 | 15 | 29 | 3,3 | 23.5 | 1.8 | 7.7 |
| NEC | 923 | M | 84 | 12 | 27 | 3,3 | 43.2 | 1.0 | 2.2 |
| NEC | 942 | M | 72 | 11 | 29 | 3,3 | 57.8 | 1.9 | 3.3 |
| NEC | 948 | M | 80 | 16 | 30 | 3,3 | 34.9 | 1.4 | 4.1 |
| NEC | R887 | M | 74 | 20 | 30 | 3,3 | 56.4 | 3.1 | 5.5 |
| NEC | 951 | M | 80 | 16 | 30 | 3,4 | 15.1 | 1.1 | 7.0 |
| NEC | R265 | M | 73 | 22 | 30 | 3,4 | 44.3 | 1.0 | 2.3 |
| NEC | 3R446 | M | 71 | 9 | 29 | 4,4 | 62.9 | 1.7 | 2.6 |
| AD | 940 | F | 75 | 13 | 21 | 3,4 | 52.9 | 1.1 | 2.1 |
| AD | 961 | F | 79 | 10 | 23 | 3,4 | 100.1 | 1.8 | 1.8 |
| AD | 939 | F | 78 | 6 | 27 | 3,3 | 76.9 | 1.1 | 1.4 |
| AD | 2R411 | F | 80 | 14 | 24 | 3,3 | 38.4 | 2.6 | 6.8 |
| AD | 1049 | F | 84 | 16 | 24 | 2,4 | 18.9 | 2.6 | 13.9 |
| AD | 1057 | F | 72 | 11 | 27 | 3,4 | 37.6 | 1.1 | 2.8 |
| AD | 928 | F | 81 | 13 | 13 | 2,2 | 39.4 | 1.1 | 2.9 |
| AD | 1033 | F | 88 | 12 | nd | 3,3 | 48.0 | 0.9 | 1.9 |
| AD | 906 | M | 73 | 14 | 25 | 3,3 | 28.1 | 1.3 | 4.7 |
| AD | 925 | M | 80 | 15 | 28 | 3,3 | 52.1 | 1.4 | 2.6 |
| AD | 943 | M | 75 | 20 | 17 | 3,3 | 77.8 | 1.6 | 2.0 |
| AD | 989 | M | 69 | 11 | 21 | 4,4 | 36.7 | 0.9 | 2.6 |
| AD | 1018 | M | 76 | 12 | 23 | 4,4 | 34.3 | 2.8 | 8.1 |
| AD | 1022 | M | 84 | 12 | 22 | 3,4 | 61.0 | 2.5 | 4.1 |
| AD | 2R377 | M | 81 | 15 | 26 | 3,4 | 117.0 | 1.3 | 1.1 |
| AD | 3R386 | M | 79 | 7 | 25 | 3,3 | 73.8 | 1.8 | 2.5 |
Percentage of small RNA over total RNA.
| High (intensity 20–8) | Medium (intensity <7) | Low (intensity <3) |
|---|---|---|
| hsa-let-7c | hsa-let-7g | hsa-let-7i |
| hsa-let-7f | hsa-miR-34a | hsa-miR-10a |
| hsa-miR-10b | hsa-miR-34b | hsa-miR-18b |
| hsa-miR-18a | hsa-miR-92b | hsa-miR-23b |
| hsa-miR-27b | hsa-miR-125b | hsa-miR-26a |
| hsa-miR-95 | hsa-miR-136 | hsa-miR-93 |
| hsa-miR-137 | hsa-miR-181b | hsa-miR-107 |
| hsa-miR-188 | hsa-miR-182 | hsa-miR-146a |
| hsa-miR-200b | hsa-miR-195 | hsa-miR-148a |
| hsa-miR-373* | hsa-miR-200a | hsa-miR-152 |
| hsa-miR-376a* | hsa-miR-219 | hsa-miR-155 |
| hsa-miR-377 | hsa-miR-373 | hsa-miR-192 |
| hsa-miR-380-5p | hsa-miR-489 | hsa-miR-363 |
| hsa-miR-509 | hsa-miR-515-5p | hsa-miR-371 |
| hsa-miR-510 | hsa-miR-518a | hsa-miR-424 |
| hsa-miR-517* | hsa-miR-520b | hsa-miR-431 |
| hsa-miR-520h | hsa-miR-539 | hsa-miR-449b |
| hsa-miR-523 | hsa-miR-548b | hsa-miR-493-3p |
| hsa-miR-551a | hsa-miR-562 | hsa-miR-513 |
| hsa-miR-561 | hsa-miR-577 | hsa-miR-569 |
| hsa-miR-574 | hsa-miR-579 | hsa-miR-575 |
| hsa-miR-582 | hsa-miR-600 | hsa-miR-581 |
| hsa-miR-585 | hsa-miR-607 | hsa-miR-587 |
| hsa-miR-591 | hsa-miR-620 | hsa-miR-605 |
| hsa-miR-598 | hsa-miR-623 | hsa-miR-608 |
| hsa-miR-603 | hsa-miR-624 | hsa-miR-638 |
| hsa-miR-609 | hsa-miR-627 | hsa-miR-652 |
| hsa-miR-612 | hsa-miR-646 | |
| hsa-miR-621 | hsa-miR-647 | |
| hsa-miR-633 | hsa-miR-653 | |
| hsa-miR-641 | hsa-miR-661 | |
| hsa-miR-649 | ||
| hsa-miR-659 | ||
| hsa-miR-660 |
Hybridization intensity after DIG immunodetection (see Methods section).