| Literature DB >> 31935243 |
Abdelkrim Khadir1, Dhanya Madhu1, Sina Kavalakatt1, Preethi Cherian1, Monira Alarouj2, Abdullah Bennakhi2, Jehad Abubaker1, Ali Tiss1, Naser Elkum3.
Abstract
Cardiovascular disease (CVD) risks persist in patients despite treatment. CVD susceptibility also varies with sex and ethnicity and is not entirely explained by conventional CVD risk factors. The aim of the present study was to identify novel CVD candidate markers in circulating Peripheral blood mononuclear cells (PBMCs) and plasma from Arab obese subjects with and without CVD using proteomic approaches. Human adults with confirmed CVD (n = 208) and matched non-CVD controls (n = 152) living in Kuwait were examined in the present cross-sectional study. Anthropometric and classical biochemical parameters were determined. We employed a shotgun proteomic profiling approach on PBMCs isolated from a subset of the groups (n = 4, each), and differentially expressed proteins selected between the two groups were validated at the mRNA level using RT-PCR (n = 6, each). Plasma levels of selected proteins from the proteomics profiling: Proteinase-3 (PR3), Annexin-A3 (ANX3), Defensin (DEFA1), and Matrix Metalloproteinase-9 (MMP9), were measured in the entire cohort using human enzyme-linked immunosorbent assay kits and were subsequently correlated with various clinical parameters. Out of the 1407 we identified and quantified from the proteomics profiling, 47 proteins were dysregulated with at least twofold change between the two subject groups. Among the differentially expressed proteins, 11 were confirmed at the mRNA levels. CVD influenced the levels of the shortlisted proteins (MMP9, PR3, ANX3, and DEFA1) in the PBMCs and plasma differentially. Despite the decreased levels of both protein and mRNA in PBMCs, PR3 circulating levels increased significantly in patients with CVD and were influenced by neither diabetes nor statin treatment. No significant changes were; however, observed in the DEFA1, MMP9, and ANX3 levels in plasma. Multivariate logistic regression analysis revealed that only PR3 was independently associated with CVD. Our results suggest that the dysregulation of PR3 levels in plasma and PBMCs reflects underlying residual CVD risks even in the treated population. More prospective and larger studies are required to establish the role of PR3 in CVD progression.Entities:
Mesh:
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Year: 2020 PMID: 31935243 PMCID: PMC6959567 DOI: 10.1371/journal.pone.0227606
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
List of differentially expressed proteins from the proteomics profiling.
| Protein IDs | Uniprot | Gene Names | Protein Descriptions | Mol. Weight [kDa] | Ratio CVD : C | p-value |
|---|---|---|---|---|---|---|
| IPI00219678 | P05198 | EIF2A | Eukaryotic translation initiation factor 2 subunit 1 | 36.1 | 0.005 | |
| IPI00006167 | O15355 | PPM1C | Protein phosphatase 1G | 59.3 | 0.015 | |
| IPI00186966 | O00499-1 | AMPHL | Isoform IIA of Myc box-dependent-interacting protein 1 | 64.7 | 0.005 | |
| IPI00025721 | Q9UNS2 | COPS3 | COP9 signalosome complex subunit 3 | 47.9 | 0.004 | |
| IPI00012837 | P33176 | KIF5B | Kinesin-1 heavy chain | 109.7 | 0.001 | |
| IPI00744015 | Q13409-1 | DNCI2 | Isoform 2A of Cytoplasmic dynein 1 intermediate chain 2 | 71.5 | 0.004 | |
| IPI00830067 | Q7Z6I6-1 | ARHGAP30 | Isoform 1 of Rho GTPase-activating protein 30 | 118.6 | 0.024 | |
| IPI00646689 | Q9BRA2 | TXNDC17 | Thioredoxin domain-containing protein 17 | 13.9 | 0.003 | |
| IPI00401264 | Q9BS26 | ERP44 | Endoplasmic reticulum resident protein ERp44 | 47.0 | 0.020 | |
| IPI00397701 | B4DP32 | RPS16 | 40S ribosomal protein S16 | 16.4 | 0.001 | |
| IPI00646500 | P15927-3 | REPA2 | Isoform 3 of Replication protein A 32 kDa subunit | 38.8 | 0.003 | |
| IPI00221224 | P15144 | ANPEP | Aminopeptidase N | 109.5 | 0.034 | |
| IPI00909773 | B4DSZ4 | UBCE7 | Ubiquitin carrier protein | 23.9 | ≤0.001 | |
| IPI00021766 | Q9NQC3-1 | RTN4 | Isoform 1 of Reticulon-4 | 129.9 | 0.006 | |
| IPI00027834 | P14866 | HNRNPL | Heterogeneous nuclear ribonucleoprotein L | 64.1 | 0.002 | |
| IPI00220834 | P13010 | XRCC5 | ATP-dependent DNA helicase 2 subunit 2 | 82.7 | 0.009 | |
| IPI00296337 | P78527-1 | HYRC | Isoform 1 of DNA-dependent protein kinase catalytic subunit | 469.1 | 0.029 | |
| IPI00789159 | A8MUS3 | RPL23A | Ribosomal protein L23a, isoform CRA_a | 21.9 | 0.027 | |
| IPI00894409 | B0QZ18 | CPNE1 | copine I isoform b | 59.7 | 0.032 | |
| IPI00019563 | B4DWA5 | GIMAP4 | GTPase IMAP family member 4 | 39.0 | 0.054 | |
| IPI00017526 | P25815 | S100E | Protein S100-P | 10.4 | 0.034 | |
| IPI00292532 | P49913 | CAMP | Cathelicidin antimicrobial peptide precursor | 19.6 | 0.042 | |
| IPI00791534 | P02730 | AE1 | 104 kDa protein; Band 3 anion transport protein | 103.9 | 0.020 | |
| IPI00478231 | P61586 | ARH12 | Transforming protein RhoA | 21.8 | 0.035 | |
| IPI00298860 | P02788 | LTF | cDNA FLJ78440, highly similar to Human lactoferrin | 78.4 | 0.001 | |
| IPI00827847 | P17213 | BPI | Bactericidal permeability-increasing protein | 53.9 | 0.037 | |
| IPI00410714 | P69905 | HBA1 | Hemoglobin subunit alpha | 15.3 | 0.002 | |
| IPI00643623 | A6NII8 | NGAL | Neutrophil gelatinase-associated lipocalin | 22.8 | 0.006 | |
| IPI00641737 | P00738 | HP | Haptoglobin isoform 2 | 46.7 | 0.003 | |
| IPI00027409 | P24158 | MBN; PRTN3; PR3 | Myeloblastin | 27.8 | ≤0.001 | |
| IPI00654755 | P68871 | HBB | Hemoglobin subunit beta | 16.0 | 0.001 | |
| IPI00005721 | P59665 | DEFA1 | Neutrophil defensin 1 | 10.2 | ≤0.001 | |
| IPI00027846 | P22894 | MMP8 | Neutrophil collagenase | 53.4 | 0.040 | |
| IPI00027509 | P14780 | MMP9 | Matrix metalloproteinase-9 | 78.5 | ≤0.001 | |
| IPI00473011 | P02042 | HBD | Hemoglobin subunit delta | 16.1 | ≤0.001 | |
| IPI00745868 | A6NLK4 | ANXA3 | Annexin A3 | 36.4 | 0.001 | |
| IPI00021841 | P02647 | APOA1 | Apolipoprotein A-I; Apolipoprotein A1 | 30.8 | 0.006 | |
| IPI00914949 | Q59FP5 | SPTB | Spectrin, beta | 268.2 | 0.002 | |
| IPI00893949 | A0N0E2 | HLA-A | Major histocompatibility complex, class I, A | 41.4 | 0.003 | |
| IPI00220741 | P02549-1 | SPTA | Isoform 1 of Spectrin alpha chain, erythrocyte | 280.0 | 0.020 | |
| IPI00024282 | Q92930 | RAB8B | Ras-related protein Rab-8B | 23.6 | 0.013 | |
| IPI00795979 | Q14254 | ESA1 | Flotillin-2 | 53.1 | 0.006 | |
| IPI00026516 | P55809 | OXCT | Succinyl-CoA:3-ketoacid-coenzyme A transferase 1 | 56.2 | 0.001 | |
| IPI00016255 | Q6P4A8 | PLBD1 | Putative phospholipase B-like 1 | 63.3 | 0.018 | |
| IPI00006608 | P05067-1 | A4 | Isoform APP770 of Amyloid beta A4 protein (Fragment) | 86.9 | 0.002 | |
| IPI00855785 | P02751-15 | FN | Isoform 15 of Fibronectin | 272.3 | 0.005 | |
| IPI00472825 | P10314 | HLAA | HLA class I histocompatibility antigen, A-32 alpha chain | 41.0 | 0.009 |
Fig 1Relationship network analysis.
Molecular Interaction network of the proteins differentially expressed in the PBMCs from CVD and their controls individuals, was constructed using STRING software and showed a direct connection between most of the proteins affected by CVD. Network nodes represent proteins, edges represent protein-protein associations and line thickness indicates the strength of data support. Color codes are for interactions based on: curated databases (turquoise), experimentally determined (purple), gene neighbourhood (green), gene fusions (red), and gene co-occurrence (blue).
Validation of proteomic data with RT-PCR.
| Gene | Expression ratio | |
|---|---|---|
| Proteomics | RT-PCR | |
| ERP44 | >5 | 0.96 |
| PPMC | >5 | 0.78 |
| TXDNC17 | >5 | 0.65 |
| KIF5B | >5 | 0.73 |
| ANX3 | ||
| OXCT | <0.1 | 1.4 |
| SPTB | <0.1 | 3 |
| <0.1 | 1.4 | |
Bold indicates similar trend between protein and RNA expression levels.
Study population characteristics.
| Parameter | No CVD (n = 152) | Reported CVD (n = 208) | P-value |
|---|---|---|---|
| Age, years | 52.3 ± 11.1 | 54.45 ± 11.7 | 0.0766 |
| Sex (M/F) | 85/67 | 132/76 | 0.1487 |
| Waist, cm | 101.8 ± 12.7 | 103.3 ± 13.8 | 0.3089 |
| Hip, cm | 109.9 ± 11.9 | 109.3 ± 12.0 | 0.6366 |
| BMI (kg/m2) | 31.3 ± 5.63 | 31.40 ± 5.96 | 0.8625 |
| SBP (mmHg) | 134.9 ± 19.9 | 136.9 ± 20.1 | 0.3596 |
| DBP (mmHg) | 80.1 ± 11.8 | 77.8 ± 12.07 | 0.0753 |
| FBG (mmol/l) | 6.40 ± 2.58 | 7.34 ± 3.47 | |
| HbA1c | 6.70 ± 1.78 | 7.29 ± 2.12 | |
| TC (mmol/l) | 5.29 ± 1.03 | 4.87 ± 1.29 | 0.4882 |
| TG (mmol/l) | 1.67 ± 1.00 | 1.76 ± 1.42 | 0.0884 |
| HDL (mmol/l) | 1.16 ± 0.37 | 1.10 ± 0.35 | |
| LDL (mmol/l) | 3.37 ± 0.88 | 2.97 ± 1.06 | |
| hsCRP (ug/l) | 2.41 (0.20–13.76) | 3.12 (0.09–11.85) | 0.1158 |
| oxLDL (ug/l) | 18.2 (1.32–69.78) | 16.0 (0.03–61.21) | |
| MMP9 | 92.21 (0.20–438.23) | 79.44 (0.51–998.14) | 0.3771 |
| PR3 | 61.60 (14.05–571.30) | 105.54 (5.35–705.45) | |
| Defensin | 6.01 (5.63–115.65) | 6.03 (5.64–83.62) | 0.3176 |
| Annexin A3 | 2.17 (0.66–8.39) | 2.01 (0.56–21.45) | 0.2707 |
| Smoking | 45 (29.6%) | 51 (24.5%) | 0.2811 |
| Diabetes | 71 (46.7%) | 140 (67.3%) | |
| Coronary and Peripheral Artery Disease | - | 68% | - |
| Heart Failure | - | 22% | - |
| Stroke | - | 10% | - |
| Statins | 40 (26%) | 111 (53%) | - |
| Blood pressure treatment | 42 (27.6%) | 117 (56.3%) | - |
| Anti-platelets | - | 27 (13%) | - |
Spearman correlations.
| Parameter | MMP9 | PR3 | Annexin A3 | Defensin | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All | CVD | No CVD | All | CVD | No CVD | All | CVD | No CVD | All | CVD | No CVD | |
| -0.086 | -0.012 | -0.089 | -0.099 | 0.016 | -0.038 | 0.040 | -0.033 | -0.092 | -0.048 | -0.053 | -0.096 | |
| 0.142 | 0.102 | 0.034 | 0.068 | 0.056 | -0.008 | 0.172 | 0.089 | 0.078 | 0.109 | |||
| 0.071 | 0.114 | 0.072 | 0.050 | 0.023 | 0.015 | 0.099 | 0.012 | 0.022 | 0.129 | |||
| 0.093 | 0.081 | 0.088 | 0.057 | 0.026 | -0.086 | 0.138 | 0.063 | 0.074 | 0.063 | 0.074 | ||
| 0.078 | 0.070 | 0.075 | 0.025 | 0.137 | 0.091 | 0.078 | ||||||
| -0.054 | 0.091 | -0.039 | 0.053 | -0.124 | -0.038 | 0.073 | 0.044 | 0.048 | -0.008 | |||
| -0.048 | 0.091 | 0.046 | 0.046 | 0.014 | -0.043 | 0.049 | 0.070 | 0.033 | -0.060 | |||
| 0.025 | -0.082 | -0.010 | -0.127 | -0.047 | 0.034 | 0.033 | 0.021 | -0.045 | -0.066 | -0.095 | ||
| -0.005 | -0.021 | -0.014 | -0.126 | 0.018 | 0.006 | 0.053 | -0.163 | -0.039 | -0.033 | -0.038 | ||
| 0.072 | -0.037 | 0.022 | -0.077 | -0.128 | 0.004 | -0.101 | -0.096 | -0.029 | 0.080 | |||
| -0.149 | 0.117 | -0.001 | 0.113 | 0.039 | 0.051 | -0.079 | 0.023 | 0.013 | 0.039 | |||
| 0.026 | -0.124 | -0.033 | 0.045 | -0.047 | -0.088 | -0.008 | -0.027 | -0.018 | -0.111 | |||
| 0.085 | -0.007 | 0.016 | -0.055 | -0.139 | -0.010 | -0.080 | -0.076 | -0.040 | 0.098 | -0.148 | ||
| -0.141 | 0.022 | -0.012 | 0.013 | -0.053 | -0.005 | -0.193 | 0.039 | 0.041 | ||||
| - | - | - | -0.027 | 0.082 | -0.046 | |||||||
| -0.028 | 0.023 | -0.036 | - | - | - | -0.079 | 0.005 | -0.036 | 0.099 | -0.037 | ||
| -0.079 | 0.019 | -0.095 | - | - | - | 0.066 | 0.060 | 0.078 | ||||
| 0.099 | -0.049 | 0.065 | 0.060 | 0.125 | - | - | ||||||
P-trend for the effect of diabetes.
| Age, years | 48.1±11.08 | 58.37±7.95 | 47.38±11.08 | 59.05±9.72 | |
| Sex (M/F) | 45/45 | 40/22 | 42/40 | 90/36 | |
| Weight, kg | 86.16±18.90 | 84.66±15.99 | 84.05±15.10 | 86.96±18.57 | 0.7847 |
| Waist, cm | 100.39±13.49 | 103.91±11.37 | 99.23±10.84 | 105.92±14.89 | |
| Hip, cm | 110.81±12.13 | 108.69±11.50 | 108.92±10.64 | 109.61±12.89 | 0.6745 |
| BMI (kg/m2) | 31.45±5.99 | 31.06±5.11 | 31.02±5.00 | 31.64±6.51 | 0.8616 |
| SBP (mmHg) | 128.69±17.60 | 143.95±19.67 | 131.29±19.79 | 140.50±19.53 | |
| DBP (mmHg) | 79.24±11.82 | 81.32±11.74 | 78.99±11.60 | 77.07±12.31 | 0.1371 |
| Smoking (%) | 34.44 | 22.58 | 32.93 | 19.05 | |
| FBG (mmol/l) | 5.03±0.5 | 8.39±3.06 | 5.13±0.56 | 8.78±3.80 | |
| Hb1Ac | 5.61±0.48 | 8.27±1.79 | 5.65±0.47 | 8.36±2.09 | |
| TC (mmol/l) | 5.41±0.93 | 5.13±1.15 | 5.07±1.02 | 4.74±1.43 | |
| TG (mmol/l) | 1.50±0.81 | 1.92±1.18 | 1.52±0.85 | 1.92±1.68 | |
| HDL (mmol/l) | 1.23±0.39 | 1.07±0.32 | 1.16±0.41 | 1.06±0.30 | |
| LDL (mmol/l) | 3.49±0.79 | 3.19±0.98 | 3.22±0.87 | 2.80±1.14 | |
| hsCRP (μg/l) | 2.18 (0.20–11.9) | 2.62 (0.36–13.7) | 3.16 (0.44–10.50) | 3.05 (0.09–11.85) | 0.4987 |
| oxLDL (μg/l) | 22.15 (1.32–69.78) | 16.04 (3.44–57.35) | 17.82 (2.58–55.71) | 15.16 (0.03–61.21) | |
| MMP9 | 96.16 (8.23–398.63) | 90.58 (0.20–438.23) | 74.67 (5.46–998.14) | 85.50 (0.51–808.82) | 0.9952 |
| PR3 | 62.05 (14.05–571.30) | 61.20 (17.20–248.65) | 91.03 (5.35–514.60) | 81.05 (16.30–705.45) | |
| Defensin | 6.03 (5.71–83.62) | 6.03 (5.64–21.89) | 5.98 (5.68–12.76) | 6.02 (5.63–115.65) | 0.5038 |
| Annexin A3 | 2.09 (0.56–11.39) | 1.88 (0.68–21.45) | 2.24 (0.66–6.14) | 2.10 (0.73–8.39) | 0.9412 |
*: Control non-diabetic VS Cases non-diabetic
#: Control diabetic VS Cases diabetic
&: Cases non-diabetic VS Case diabetic
*, & and #<0.05, **, && and ##<0.01, &&&<0.001
P-trend for the effect of statin treatment.
| Age, years | 49.62±10.52 | 59.78±9.24 | 49.63±12.06 | 58.77±9.58 | |
| Sex (M/F) | 66/44 | 19/21 | 53/43 | 79/32 | |
| Weight, kg | 86.43±18.16 | 83.09±16.11 | 85.41±18.40 | 86.20±16.47 | 0.7535 |
| Waist, cm | 101.09±13.36 | 103.91±10.74 | 101.44±14.23 | 104.88±13.35 | 0.1289 |
| Hip, cm | 109.48±11.72 | 111.24±12.41 | 109.51±12.35 | 109.14±11.84 | 0.8212 |
| BMI (kg/m2) | 31.06±5.53 | 31.94±5.93 | 31.30±5.98 | 31.44±5.98 | 0.8649 |
| SBP (mmHg) | 135.03±18.92 | 134.60±22.63 | 136.79±22.51 | 136.90±17.96 | 0.8426 |
| DBP (mmHg) | 81.08±12.11 | 71.33±10.50 | 79.71±13.28 | 76.05±10.57 | |
| Smoking (%) | 31.25 | 25.00 | 28.13 | 21.62 | 0.4230 |
| FBG (mmol/l) | 6.08±2.38 | 7.30±2.93 | 6.74±3.78 | 7.87±3.12 | |
| Hb1Ac | 6.43±1.68 | 7.43±1.85 | 6.84±2.40 | 7.70±1.76 | |
| TC (mmol/l) | 5.44±0.99 | 4.89±1.05 | 5.21±1.29 | 4.58±1.22 | |
| TG (mmol/l) | 1.67±1.05 | 1.66±0.84 | 1.64±1.29 | 1.86±1.53 | 0.5604 |
| HDL (mmol/l) | 1.15±0.35 | 1.20±0.44 | 1.13±0.40 | 1.07±0.31 | 0.1457 |
| LDL (mmol/l) | 3.54±0.80 | 2.92±0.94 | 3.33±0.95 | 2.65±1.05 | |
| hsCRP (μg/l) | 2.31 (0.20–13.7) | 2.5 (0.36–10.5) | 3.37 (0.32–10.5) | 2.91 (0.09–11.9) | 0.8266 |
| oxLDL (μg/l) | 18.45 (3.63–60.25) | 19.85 (1.32–69.78) | 18.97 (3.71–61.211) | 15.37 (0.03–57.67) | 0.1053 |
| MMP9 | 90.61 (8.23–438.23) | 98.95 (0.20–398.63) | 71.78 (3.82–998.14) | 87.48 (0.51–785.29) | 0.9921 |
| PR3 | 62.90 (19.05–571.30) | 59.23 (14.05–338.70) | 74.80 (27.25–514.60) | 85.60 (5.35–705.45) | 0.1073 |
| Defensin | 6.00 (5.63–115.65) | 6.44 (5.68–12.76) | 6.02 (5.64–60.18) | 6.04 (5.71–83.62) | 0.8135 |
| Annexin A3 | 2.24 (0.73–8.39) | 2.03 (0.66–6.14) | 1.99 (0.66–21.45) | 2.04 (0.56–11.39) | 0.8206 |
*: Control non-statins VS Cases non-statins
#: Control statins VS Cases statins
&: Cases non- statins VS Case statins
* and &<0.05, ##<0.01, &&&<0.001
Multivariate analysis for CVD prediction.
| Model | dependent variable | Markers associated | Estimate | 95% Confidence Limits | P-value |
|---|---|---|---|---|---|
| 1 | Diabetes | 1.665 | 0.924–3.001 | 0.0898 | |
| TC | 2.404 | 1.395–4.141 | |||
| Annexin A3 | 0.853 | 0.560–1.299 | 0.4596 | ||
| 2 | Diabetes | 1.864 | 1.090–3.188 | ||
| TC | 2.713 | 1.621–4.541 | |||
| Defensin | 1.273 | 0.620–2.612 | 0.5109 | ||
| 3 | Diabetes | 1.656 | 0.959–2.860 | 0.0702 | |
| TC | 2.451 | 1.4384.178 | |||
| MMP9 | 0.988 | 0.7831.246 | 0.9155 | ||
| 4 | Diabetes | 1.949 | 1.115–3.405 | ||
| TC | 2.625 | 1.540–4.475 | |||
| PR3 | 1.683 | 1.211–2.339 | |||
| 5 | Diabetes | 1.766 | 1.027–3.037 | ||
| TC | 2.758 | 1.643 4.628 | |||
| oxLDL | 0.773 | 0.536–1.115 | 0.1684 | ||
| 6 | Diabetes | 1.690 | 0.956–2.990 | 0.0712 | |
| TC | 3.053 | 1.753–5.314 | |||
| hsCRP | 1.369 | 1.039–1.804 | |||
| 7 | TC | 2.301 | 1.343–3.943 | ||
| PR3 | 1.683 | 1.156–2.450 |
Model 1–6: adjusted for age, sex, BMI, diabetes, TC, hypertension
Model 7: adjusted for age, sex, BMI, diabetes, TC, hypertension, hsCRP, PR3, oxLDL, Defensin, Annexin A3