| Literature DB >> 26807590 |
Analyne M Schroeder1, Huei Bin Wang1, Saemi Park1, Maria C Jordan2, Fuying Gao1, Giovanni Coppola1, Michael C Fishbein3, Kenneth P Roos2, Cristina A Ghiani1,3, Christopher S Colwell1.
Abstract
While Huntington's disease (HD) is classified as a neurological disorder, HD patients exhibit a high incidence of cardiovascular events leading to heart failure and death. In this study, we sought to better understand the cardiovascular phenotype of HD using the BACHD mouse model. The age-related decline in cardiovascular function was assessed by echocardiograms, electrocardiograms, histological and microarray analysis. We found that structural and functional differences between WT and BACHD hearts start at 3 months of age and continue throughout life. The aged BACHD mice develop cardiac fibrosis and ultimately apoptosis. The BACHD mice exhibited adaptive physiological changes to chronic isoproterenol treatment; however, the medication exacerbated fibrotic lesions in the heart. Gene expression analysis indicated a strong tilt toward apoptosis in the young mutant heart as well as changes in genes involved in cellular metabolism and proliferation. With age, the number of genes with altered expression increased with the large changes occurring in the cardiovascular disease, cellular metabolism, and cellular transport clusters. The BACHD model of HD exhibits a number of changes in cardiovascular function that start early in the disease progress and may provide an explanation for the higher cardiovascular risk in HD.Entities:
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Year: 2016 PMID: 26807590 PMCID: PMC4725962 DOI: 10.1371/journal.pone.0147269
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Echocardiogram indicates structural and functional differences early in the disease progression.
Structural (A) and functional (B, C) parameters of the heart from WT (n = 8) and BACHD (n = 9) mice were measured from 3 to 15 mo of age. ^ P<0.05 within WT vs. 3 mo. # P<0.05 within BACHD vs. 3 mo. * P<0.05 for genotypic differences.
Echocardiographic parameters in BACHD and WT animals beginning at 3 mo of age.
| WT ( | BACHD ( | 2-way ANOVA | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age (mo) | 3 | 6 | 9 | 12 | 15 | 3 | 6 | 9 | 12 | 15 | |||
| 51±2 | 60±3 | 64±3 | 74±4 | 77±4 | 79±6 | 89±11 | 116±13 | 116±13 | 110±21 | ||||
| 2.6±0.1 | 2.5±0.1 | 2.8±0.1 | 2.9±0.1 | 3.0±0.1 | 3.2±0.2 | 3.1±0.2 | 3.4±0.2 | 3.4±0.2 | 3.6±0.3 | ||||
| 3.8±0.1 | 3.9±0.1 | 4.1±0.1 | 4.2±01 | 4.4±0.1 | 4.5±0.1 | 4.4±0.2 | 4.6±0.2 | 4.6±0.2 | 4.7±0.3 | ||||
| 0.44±0.02 | 0.48±0.01 | 0.48±0.01 | 0.52±0.01 | 0.50±0.02 | 0.50±0.01 | 0.55±0.02 | 0.64±0.02 | 0.66±0.02 | 0.58±0.03 | ||||
| 66±2 | 72±3 | 66±2 | 65±1 | 62±1 | 60±3 | 64±3 | 60±2 | 57±2 | 54±3 | ||||
* P<0.05 within WT, significant difference vs 3 mo;
† P<0.05 within HD, significant difference vs 3 mo;
‡ P<0.05 significant difference between genotypes in the same age group.
Fig 2Histological analysis finds evidence of fibrosis and hypertrophy in the BACHD hearts.
Examples of Masson’s Trichrome stained heart sections from 15 mo old WT and BACHD mice (A). Quantification of fibrosis by measuring the integrated density of fibrotic tissue and divided by tissue area detected significantly increased areas of fibrosis in BACHD mice (B). Examples of hematoxylin and eosin (H&E) stained heart sections from 15 mo old WT and BACHD mice (C). Morphometry measurements comparing heart weight relative to body weight between 15 mo old WT and BACHD mice (D). * P<0.05 for genotypic differences.
Histological measurements of hearts of 15 mo WT and BACHD mice.
| Histological Measurements | WT ( | BACHD ( | |
|---|---|---|---|
| 4.4 ± 0.1 | 6.6 ± 2.8 | ||
| 10.0 ± 0.1 | 12.8 ± 2.1 | ||
| 180 ± 2 | 220 ± 33 | ||
| 41 ± 2 | 35 ± 4 | ||
| 18.0 ± 0.1 | 18.0 ± 0.1 | ||
| 9.2 ± 1.4 | 29.0 ± 6.8 |
* P<0.05 significant difference between genotypes.
Fig 3The cardiovascular system of the BACHD mice responded adaptively to chronic treatment with an adrenoreceptor challenge (ISO, 0.96mg/kg per day for 30 days).
Examples of ECG waveforms from WT (n = 10) (A) and BACHD (n = 8) mice (B). The ST segment range is shown by the black line. ISO increased HR (C) and elevated the ST segment voltage (D) in both genotypes indicating that the drug was effective in stimulating the heart also in BACHD mice. No significant difference in the response to ISO between genotypes was detected. # P<0.05 vs. saline.
Echocardiographic parameters from BACHD and WT animals (6 mo) following chronic administration of isoproterenol (0.97 mg/day for 30 days).
| Echo Measurements | WT ( | BACHD ( | |
|---|---|---|---|
| 73 ± 3 | 94 ± 11 | ||
| 2.9 ± 0.1 | 3.4 ± 0.3 | ||
| 4.2 ± 0.1 | 4.4 ± 0.3 | ||
| 0.51 ± 0.01 | 0.55 ± 0.02 | ||
| 67 ± 3 | 56 ± 3 |
* P<0.05 significant difference between genotypes.
Fig 4Histological analysis finds evidence of increased fibrosis in the BACHD hearts in response to the adrenoreceptor challenge.
Examples of Masson’s Trichrome (A) stained heart sections from WT and BACHD mice treated with saline or ISO. Quantification of fibrosis by measurement of the optical density of blue staining confirmed increased fibrosis in the ISO-treated BACHD animals (B). Comparison of heart dimensions from H & E sections (C) and morphological measurements of WT and BACHD (D) mice indicated that the heart weight/body weight ratio was higher in both groups following ISO treatment. However, there were no significant differences between the genotypes. * P < 0.05 between genotypes; # P<0.05 vs. saline within a genotype.
Histological measurements of WT and BACHD hearts following isoproterenol challenge.
| Histological Measurements | WT ( | BACHD ( | |
|---|---|---|---|
| 6.2 ± 0.3 | 6.7 ± 0.3 | ||
| 10.4 ± 0.3 | 11.9 ± 0.9 | ||
| 182.0 ± 5.3 | 210.7 ± 16.6 | ||
| 29.7 ± 1.0 | 31.2 ± 1.3 | ||
| 17.5 ± 0.1 | 17.7 ± 0.1 | ||
| 12.5 ± 1.7 | 22.8 ± 5.2 |
* P<0.05 significant difference between genotypes under the same condition.
Histological measurements in WT and BACHD mice (6 mo) following 12 wks of isoproterenol challenge.
| Histological Measurements | WT | BACHD | Two-way Repeated Measures ANOVA | ||||
|---|---|---|---|---|---|---|---|
| Drug | Saline ( | ISO ( | Saline ( | ISO ( | |||
| 3.4 ± 0.2 | 4.1 ± 0.1 | 3.5 ± 0.3 | |||||
| 7.12 ± 0.94 | 10.84 ± 0.59 | 8.40 ± 1.65 | |||||
| 0.79 ± 0.09 | 0.67 ± 0.04 | ||||||
| 0.70 ± 0.08 | 0.68 ± 0.02 | ||||||
| 3.8 ± 0.5 | 3.1 ± 0.3 | 5.0 ± 0.6 | 3.7 ± 0.6 | ||||
| 0.39 ± 0.02 | 0.42 ± 0.04 | 0.47 ± 0.05 | 0.41 ± 0.03 | ||||
* P<0.05 within WT, significant difference vs saline,
† P<0.05 within HD, significant difference vs saline,
‡ P<0.05 significant difference between genotypes under the same condition.
Rv = Right ventricle.
Fig 5Network analysis of biologically relevant pathways altered in the heart of BACHD mice vs WT as measured by microarrays.
Most altered gene networks in the comparison between young (3 mo) WT and BACHD hearts (A) and in the comparison between aged (15 mo) WT and aged BACHD (B). Grey boxes indicate that gene expression is increased in BACHD mice, while white boxes indicate decreased expression.
List of top 10 genes up-regulated and down-regulated in BACHD ventricles compared to WT at the same age (n = 4 per group).
| Probe | Accession | Full Name | Symbol | Fold Change | Function | |
|---|---|---|---|---|---|---|
| ILMN_2775202 | NM_027491 | Ras-related GTP Binding D | Rragd | -0.348 | 4.00E-05 | Nucleotide Binding, GTP Binding |
| ILMN_2835723 | NM_027288.2 | Mannosidase, Beta A, Lysosomal | Manba | -0.324 | 1.00E-04 | Glycoprotein Catabolic Process |
| ILMN_2698107 | NM_010120.3 | Eukaryotic Translation Initiation Factor 1A | Eif1a | -0.205 | 0.00039 | Protein Translation |
| ILMN_2925281 | NM_008991.2 | ATP-binding Cassette, Sub-family D | Abcd3 | -0.3 | 0.00042 | Nuclear Receptors in Lipid Metabolism and Toxicity |
| ILMN_2775600 | NM_198619.1 | Unknown | MGC67181 | -0.301 | 0.00059 | Regulation of Transcription |
| ILMN_3092415 | NM_153198.1 | High Mobility Group Box Transcription Factor 1 | Hbp1 | -0.392 | 0.00071 | Wnt Receptor Signaling Pathway, Regulation of Transcription |
| ILMN_3006930 | NM_027409.1 | Motile Sperm Domain Containing 1 | Mospd1 | -0.215 | 0.00072 | Integral to Membrane, Intrinsic to Membrane |
| ILMN_2661733 | NM_008212.1 | L-3-Hydroxyacyl-Coenzyme A Dehydrogenase, Short Chain | Hadhsc | -0.378 | 0.00105 | Fatty Acid Elongation in Mitochondria, Fatty Acid Metabolism |
| ILMN_1243283 | NM_010771.3 | Matrin 3 | Matr3 | -0.303 | 0.00107 | RNA Polymerase III Transcription |
| ILMN_2512043 | NM_009454.2 | Ubiquitin-Conjugating Enzyme E2E 3 | Ube2e3 | -0.306 | 0.00117 | Ubiquitin Mediated Proteolysis |
| ILMN_1250767 | NM_025482.2 | Tumor Protein D52-like 2 | Tpd52l2 | 0.254 | 2.00E-05 | Tumor Protein D52 |
| ILMN_1234565 | NM_011030.1 | Procollagen-proline, 2-Oxoglutarate 4-Dioxygenase | P4ha1 | 0.407 | 0.00026 | Arginine and Proline Metabolism |
| ILMN_1255832 | NM_153134.2 | Immunity-related GTPase Family, Q | Irgq | 0.229 | 0.00029 | Immunity-related GTPase Family, Q |
| ILMN_2749737 | NM_031843.2 | Dipeptidylpeptidase 7 | Dpp7 | 0.207 | 0.00038 | Proteolysis |
| ILMN_2486906 | NM_016873.1 | WNT1 Inducible Signaling Pathway Protein 2 | Wisp2 | 0.344 | 0.00043 | Regulation of Cell Growth, Cell Adhesion |
| ILMN_1258691 | NM_133226.1 | PDZ Domain Containing 2 | Pdzk2 | 0.258 | 5.00E-04 | Guanylate Cyclase Inhibitor Activity |
| ILMN_2930933 | NM_008717.1 | Zinc Finger, Matrin-like | Zfml | 0.299 | 6.00E-04 | DNA Binding, RNA Binding; Ion, Metal, Cation Binding |
| ILMN_1233813 | NM_009280 | Synovial Sarcoma Translocation, Chromosome 18 | Ss18 | 0.215 | 0.00062 | Microtubule Cytoskeleton Organization |
| ILMN_2683414 | NM_033568.1 | ESCRT-II Complex Subunit | D11Moh34 | 0.245 | 0.00066 | Endocytosis |
| ILMN_2615547 | NM_030262 | O-Fucosyltransferase 2 | Pofut2 | 0.232 | 0.00079 | Monosaccharide Metabolic Process |
| ILMN_2625893 | NM_053200.1 | Carboxylesterase 3 | Ces3 | -0.379 | 0 | Fatty Acid/Lipid Metabolism |
| ILMN_2925281 | NM_008991.2 | ATP-binding Cassette, Sub-family D (ALD), Member 3 | Abcd3 | -0.445 | 1.00E-05 | Peroxisome |
| ILMN_2834915 | NM_011396.2 | Solute Carrier Family 22 (organic cation/carnitine transporter), Member 5 | Slc22a5 | -0.415 | 1.00E-05 | Molecular Transport |
| ILMN_2835723 | NM_027288.2 | Mannosidase, Beta A, Lysosomal | Manba | -0.345 | 5.00E-05 | Glycoprotein Catabolic Process |
| ILMN_1234702 | NM_173866.1 | Glutamic Pyruvate Transaminase 2 | Gpt2 | -0.371 | 8.00E-05 | Mitochrondrion, Transferase Activity |
| ILMN_3114124 | NM_133943.2 | Hydroxy-delta-5-steroid Dehydrogenase, 3 Beta- and Steroid delta-isomerase 7 | Hsd3b7 | -0.402 | 9.00E-05 | Lipid Biosynthetic Process |
| ILMN_2966162 | NM_178936.3 | Transmembrane Protein 56 | Tmem56 | -0.319 | 0.00011 | Transmembrane |
| ILMN_1240332 | NM_146073.2 | Zinc Finger, DHHC Domain Containing 14 | Zdhhc14 | -0.343 | 0.00012 | Ion Binding |
| ILMN_2794051 | NM_172734.2 | Serine/Threonine Kinase 38 Like | Stk38l | -0.295 | 0.00014 | Actin-Cytoskeleton |
| ILMN_2973925 | NM_026398.2 | Processing of Precursor 5 | Pop5 | -0.292 | 0.00015 | RNA Metabolic Process |
| ILMN_2718416 | NM_028659.1 | Eukaryotic Translation Initiation Factor 3, Subunit K | Eif3k | 0.339 | 2.00E-05 | Protein Synthesis |
| ILMN_2775202 | NM_027491 | Ras-related GTP Binding D | Rragd | 0.358 | 3.00E-05 | Nucleotide Binding |
| ILMN_1239181 | NM_026393.1 | NmrA-like Family Domain Containing 1 | Nmral1 | 0.378 | 7.00E-05 | Oxidation Reduction, Transcripiton Regulator Activity |
| ILMN_2650739 | NM_146011.1 | Rho GTPase Activating Protein 9 | Arhgap9 | 0.405 | 1.00E-04 | GTPase Activator Activity |
| ILMN_1215768 | NM_024182.2 | RIO Kinase 3 | Riok3 | 0.266 | 0.00012 | Phosphorus Metabolic Process |
| ILMN_2647048 | NM_023721.1 | ATPase, H+ Transporting, Lysosomal V1 Subunit D | Atp6v1d | 0.333 | 0.00015 | Purine Nucleotide Metabolic Process |
| ILMN_2929572 | NM_201362.1 | Coiled-Coil Domain Containing 68 | Ccdc68 | 0.282 | 0.00016 | Coiled-coil Domain Containing 68 |
| ILMN_2986315 | NM_019580.3 | Membrane Interacting Protein of RGS16 | Mir16 | 0.205 | 0.00019 | Glycerol Metabolic Process |
| ILMN_2879600 | NM_008983.1 | Protein Tyrosine Phosphatase, Receptor Type, K | Ptprk | 0.234 | 3.00E-04 | Protein Dephosphorylation |
| ILMN_3161547 | NM_008725.1 | Natriuretic Peptide Type A | Nppa | 1.316 | 3.00E-04 | Cardiovascular/ Muscular Development |
Fig 6Microarray results were confirmed by probing expression of 4 genes using quantitative real-time PCR from ventricles from mice at 3 mo of age.
Hspa1a (A) and Nppb (B) are both involved in stress and pathological responses and were increased in the BACHD mice. Expression of Kcnip2 (C), a voltage-gated potassium channel interacting protein responsive to changes in calcium, and Acot1 (D) an enzyme involved in fatty acid metabolism were decreased in BACHD ventricles. Data are reported as ratios of the target gene expression to Tbp, and are shown as the mean ± SEM, * P<0.05 for genotypic differences (n = 4 per group).
Fig 7Altered inflammatory markers in young BACHD mice.
Levels of chemokines and pro-inflammatory cytokines were measured in the serum of young (3 mo) BACHD and WT mice using a multiplex assay. Significant changes in RANTES (A) and IL-6 (B) levels were found in serum of young WT and BACHD mice. IL-1α (C) levels were not different. Data are shown as the mean ± SEM, * P<0.05 for genotypic differences (n = 8 per group).
Fig 8Apoptotic and stress markers are increased in the aged BACHD heart.
A significant increase in Cleaved Caspase 3 (A) and Hsp-70 (B) protein levels was found in whole tissue lysate of the heart of aged BACHD mice. Values derived from the densitometric analysis were corrected for the background, normalized to GAPDH and are shown as a percentage of the value for the WT mice. (C) Protein levels of GAPDH did not differ between WT and BACHD. Insert shows representative immunoblots. Data are shown as the mean ± SEM, * P<0.05 for genotypic differences (n = 4 per group).
List of cardiovascular disease related genes altered in BACHD ventricles compared to WT at the same age.
| Probe | Accession | Enzyme name | Symbol | Fold Change | |
|---|---|---|---|---|---|
| ILMN_2689473 | NM_007381.2 | Acyl-Coenzyme A Dehydrogenase, Long-Chain | Acadl | -0.354 | 0.00229 |
| ILMN_2659063 | NM_013457 | Adducin 1 | Add1 | -0.159 | 0.0032 |
| ILMN_2726837 | NM_008726.2 | Natriuretic Peptide Precursor Type B | Nppb | 0.466 | 0.00083 |
| ILMN_1248293 | NM_009534.1 | Yes-associated Protein 1 | Yap1 | 0.29 | 0.00236 |
| ILMN_2735350 | NM_011819.1 | Growth Differentiation Factor 15 | Gdf15 | 0.376 | 0.00337 |
| ILMN_2726837 | NM_008726.2 | Phosphodiesterase 8A | Pde8a | 0.24 | 0.00433 |
| ILMN_3008858 | NM_009982.2 | Cathepsin C | Ctsc | -0.263 | 0.00055 |
| ILMN_2721439 | NM_007792.2 | Cysteine and Glycine-rich Protein 2 | Csrp2 | -0.335 | 7.00E-04 |
| ILMN_2885532 | NM_009949.1 | Carnitine Palmitoyl Transferase 2 | Cpt2 | -0.311 | 0.0015 |
| ILMN_2886828 | NM_011243.1 | Retinoic Acid Receptor, Beta | Rarb | -0.371 | 0.00194 |
| ILMN_2727432 | NM_138672.1 | Stabilin 1 | Stab1 | -0.166 | 0.0021 |
| ILMN_1229161 | NM_007932 | Endoglin | Eng | -0.356 | 0.00258 |
| ILMN_2678336 | NM_007795.1 | Cardiotrophin 1 | Ctf1 | -0.185 | 0.00316 |
| ILMN_2933647 | NM_019802.1 | Gamma-glutamyl Carboxylase | Ggcx | -0.252 | 0.00377 |
| ILMN_2724942 | NM_008968.2 | Prostaglandin I2 (prostacyclin) Synthase | Ptgis | -0.27 | 0.00382 |
| ILMN_1223738 | NM_011034.2 | Peroxiredoxin 1 | Prdx1 | -0.168 | 0.00383 |
| ILMN_1232231 | NM_028500 | Calreticulin 3 | Calr3 | -0.297 | 0.00446 |
| ILMN_2613904 | NM_024441.1 | Heat Shock Protein 2 | Hspb2 | -0.241 | 0.00456 |
| ILMN_2945491 | NM_080728.2 | Myosin, Heavy Polypeptide 7 | Myh7 | 1.756 | 0.00046 |
| ILMN_2453051 | NM_023500 | X-linked Kx Blood Group | Xkh | 0.153 | 0.00062 |
| ILMN_2716567 | NM_009761.2 | BCL2/adenovirus E1B Interacting Protein 3-like | Bnip3l | 0.391 | 0.00071 |
| ILMN_1224768 | NM_133838 | EH-domain Containing 4 (Ehd4) | Ehd4 | 0.336 | 0.00101 |
| ILMN_1235481 | NM_021880.1 | Protein Kinase, cAMP Dependent Regulatory, Type I, Alpha | Prkar1a | 0.239 | 0.00126 |
| ILMN_2667369 | NM_022305.2 | UDP-Gal:betaGlcNAc Beta 1,4- Galactosyl Transferase, Polypeptide 1 | B4galt1 | 0.186 | 0.00159 |
| ILMN_2677634 | NM_172621.1 | Chloride Intracellular Channel 5 | Clic5 | 0.324 | 0.00311 |
| ILMN_2711948 | NM_011404.2 | Solute Carrier Family 7 (Amino Acid Transporter Light Chain, L System), Member 5 | Slc7a5 | 0.261 | 0.00326 |
| ILMN_2594450 | NM_008960 | Phosphatase and Tensin Homolog | Pten | 0.188 | 0.00329 |
| ILMN_1255207 | NM_008803.1 | Phosphodiesterase 8A | Pde8a | 0.249 | 0.00335 |
| ILMN_2625451 | NM_013468.2 | Ankyrin Repeat Domain 1 | Ankrd1 | 0.559 | 0.00391 |
| ILMN_2689136 | NM_008653.1 | Myosin Binding Protein C, Cardiac | Mybpc3 | 0.278 | 0.00469 |
List of apoptosis related genes altered in BACHD ventricles compared to WT at the same age.
| Probe | Accession | Enzyme name | Symbol | Fold Change | |
|---|---|---|---|---|---|
| ILMN_1225608 | NM_008679 | Nuclear Receptor Coactivator 3 | Ncoa3 | -0.179 | 0.00107 |
| ILMN_3079866 | NM_009845.1 | Cluster of Differentiation-22 | Cd22 | -0.155 | 0.00138 |
| ILMN_3035162 | NM_133220.2 | Serum/Glucocorticoid Regulated Kinase 3 | Sgk3 | -0.178 | 0.00145 |
| ILMN_2943477 | NM_025304.3 | Leucine Carboxyl Methyl Transferase 1 | Lcmt1 | -0.163 | 0.00157 |
| ILMN_2793522 | NM_013869.3 | Tumor Necrosis Factor Receptor Superfamily, Member 19 | Tnfrsf19 | -0.198 | 0.00251 |
| ILMN_1247125 | NM_025923.2 | Fanconi Anemia, Complementation Group L | Fancl | -0.174 | 0.00262 |
| ILMN_2776952 | NM_009687 | Apurinic/Apyrimidinic Endonuclease 1 | Apex1 | -0.145 | 0.00294 |
| ILMN_2675776 | NM_023879 | Retinitis Pigmentosa GTPase Regulator Interacting Protein 1 | Rpgrip1 | -0.117 | 0.00406 |
| ILMN_1236489 | NM_029410.1 | BCL2-like 12 | Bcl2l12 | -0.213 | 0.00435 |
| ILMN_2866752 | NM_007530.2 | B-cell Receptor-associated Protein 29 | Bcap29 | -0.149 | 0.00435 |
| ILMN_1234453 | NM_016809.2 | RNA Binding Motif Protein 3 (Rbm3) | Rbm3 | -0.553 | 0.00466 |
| ILMN_2749737 | NM_031843.2 | Dipeptidylpeptidase 7 | Dpp7 | 0.207 | 0.00038 |
| ILMN_2726837 | NM_008726.2 | Natriuretic Peptide Precursor Type B | Nppb | 0.466 | 0.00083 |
| ILMN_1232240 | NM_026238.2 | Nuclear Prelamin A Recognition Factor-like | Narfl | 0.173 | 0.00106 |
| ILMN_1248293 | NM_009534.1 | Yes-associated Protein 1 | Yap1 | 0.29 | 0.00236 |
| ILMN_2621752 | NM_012057.1 | Nterferon Regulatory Factor 5 | Irf5 | 0.182 | 0.00261 |
| ILMN_2829594 | NM_010479.2 | Heat Shock Protein 1A | Hspa1a | 1.42 | 0.00284 |
| ILMN_2510383 | NM_033042.2 | Tumor Necrosis Factor Receptor Superfamily, Member 25 | Tnfrsf25 | 0.259 | 0.00307 |
| ILMN_2735350 | NM_011819.1 | Growth Differentiation Factor 15 | Gdf15 | 0.376 | 0.00337 |
| ILMN_2611812 | NM_027395 | Membrane Attached Signal Protein 1 (Basp1) | Basp1 | 0.152 | 0.00426 |
| ILMN_2886828 | NM_011243.1 | Retinoic Acid Receptor, Beta | Rarb | -0.371 | 0.00194 |
| ILMN_2968211 | NM_010706.1 | Lectin, Galactose Binding, Soluble 4 | Lgals4 | -0.366 | 0.00222 |
| ILMN_1229161 | NM_007932 | Endoglin | Eng | -0.356 | 0.00258 |
| ILMN_1235374 | NM_026172.3 | 2,4-Dienoyl CoA Reductase 1 | Decr1 | -0.311 | 0.0029 |
| ILMN_2657175 | NM_007585.2 | Annexin A2 | Anxa2 | -0.292 | 0.00482 |
| ILMN_2623591 | NM_009685.1 | Amyloid Beta (A4) Precursor Protein-binding, Family B, Member 1 | Apbb1 | -0.283 | 0.0013 |
| ILMN_2724942 | NM_008968.2 | Prostaglandin I2 (prostacyclin) Synthase | Ptgis | -0.27 | 0.00382 |
| ILMN_2594714 | NM_011809.2 | E26 Avian Leukemia Oncogene 2 | Ets2 | -0.255 | 0.00291 |
| ILMN_2613904 | NM_024441.1 | Heat Shock Protein 2 | Hspb2 | -0.241 | 0.00456 |
| ILMN_2592093 | NM_018854.3 | Intraflagellar Transport Protein 20 | Ift20 | -0.235 | 0.00103 |
| ILMN_2724386 | NM_177613.2 | Cell Division Cycle 34 | Cdc34 | -0.222 | 0.0034 |
| ILMN_2991107 | NM_029342.3 | Non-Homologous End-Joining Factor 1 | Nhej1 | -0.218 | 0.00051 |
| ILMN_2589651 | NM_008486.1 | Alanine Aminopeptidase | Anpep | -0.204 | 0.00129 |
| ILMN_2480180 | NM_016862 | Vesicle Transport Through Interaction with t-SNAREs 1A | Vti1a | -0.186 | 0.00377 |
| ILMN_2678336 | NM_007795.1 | Cardiotrophin 1 | Ctf1 | -0.185 | 0.00316 |
| ILMN_1223738 | NM_011034.2 | Peroxiredoxin 1 | Prdx1 | -0.168 | 0.00383 |
| ILMN_2726271 | NM_133205.1 | Arrestin 3, retinal | Arr3 | -0.164 | 0.00463 |
| ILMN_1228796 | NM_023179.2 | ATPase, H+ Transporting, Lysosomal V1 Subunit G2 | Atp6v1g2 | -0.162 | 0.00392 |
| ILMN_2598703 | NM_010509.1 | Interferon (alpha and beta) Receptor 2 | Ifnar2 | -0.148 | 0.00378 |
| ILMN_1224846 | NM_153785.1 | Cyclin-dependent Kinase-like 3 | Cdkl3 | 0.138 | 0.00139 |
| ILMN_2722864 | NM_010875 | Neural Cell Adhesion Molecule 1 | Ncam1 | 0.148 | 0.00304 |
| ILMN_1228881 | NM_013523.2 | Follicle Stimulating Hormone Receptor | Fshr | 0.155 | 0.00105 |
| ILMN_1216788 | NM_172773.1 | Solute Carrier Family 17 | Slc17a5 | 0.163 | 0.00124 |
| ILMN_1215951 | NM_138315.1 | Microtubule Associated Monoxygenase, Calponin and LIM Domain Containing 1 | Mical1 | 0.176 | 0.00473 |
| ILMN_2667369 | NM_022305.2 | Beta-1,4-Galactosyl Transferase 1 | B4galt1 | 0.186 | 0.00159 |
| ILMN_2594450 | NM_008960 | Phosphatase and Tensin Homolog | Pten | 0.188 | 0.00329 |
| ILMN_2680549 | NM_029094.1 | Phosphatidylinositol-4,5-bisphosphate 3-kinase Catalytic Subunit Beta Isoform | Pik3cb | 0.197 | 0.00383 |
| ILMN_3097726 | NM_178846.1 | Guanine Nucleotide Binding Protein-like 3 | Gnl3 | 0.203 | 0.00303 |
| ILMN_2661125 | NM_019791.1 | Melanoma Antigen, Family D, 1 | Maged1 | 0.205 | 0.00082 |
| ILMN_1229318 | NM_172665.1 | Pyruvate Dehydrogenase Kinase, Isoenzyme 1 | Pdk1 | 0.209 | 0.00393 |
| ILMN_2840091 | NM_011673.2 | UDP-glucose Ceramide Glucosyltransferase | Ugcg | 0.215 | 0.00459 |
| ILMN_1250213 | NM_019464.1 | SH3-domain GRB2-like B1 | Sh3glb1 | 0.221 | 0.00444 |
| ILMN_1220096 | NM_028193.1 | Belgischer Rundfunk 1 | Brf1 | 0.232 | 0.00173 |
| ILMN_1235481 | NM_021880.1 | Protein Kinase, cAMP Dependent Regulatory, Type I, Alpha | Prkar1a | 0.239 | 0.00126 |
| ILMN_1259127 | NM_026602.1 | Breast Carcinoma Amplified Sequence 2 | Bcas2 | 0.297 | 0.0031 |
| ILMN_1259174 | NM_009132.1 | Scinderin | Scin | 0.308 | 0.00243 |
| ILMN_2727503 | NM_008343 | Insulin-like Growth Factor Binding Protein 3 | Igfbp3 | 0.314 | 0.0041 |
| ILMN_1224768 | NM_133838 | EH-domain Containing 4 | Ehd4 | 0.336 | 0.00101 |
| ILMN_2676606 | NM_181848.3 | Optineurin | Optn | 0.34 | 0.00175 |
| ILMN_2434472 | NM_009413.1 | Tumor Protein D52-like 1 | Tpd52l1 | 0.388 | 0.0024 |
| ILMN_2716567 | NM_009761.2 | BCL2/Adenovirus E1B Interacting Protein 3-like | Bnip3l | 0.391 | 0.00071 |
| ILMN_2728729 | NM_011521.1 | Syndecan 4 | Sdc4 | 0.444 | 0.0014 |
| ILMN_1226016 | NM_198885.2 | Scleraxis | Scx | 0.458 | 0.00035 |
| ILMN_2625451 | NM_013468.2 | Ankyrin Repeat Domain 1 | Ankrd1 | 0.559 | 0.00391 |
| ILMN_3161547 | NM_008725.1 | Natriuretic Peptide Type A | Nppa | 1.316 | 3.00E-04 |