| Literature DB >> 29854824 |
Elena Guillén-Gómez1,2, Beatriz Bardají-de-Quixano2,3, Sílvia Ferrer4, Carlos Brotons2,5, Mark A Knepper6, Montserrat Carrascal7, Joaquin Abian7, José M Mas8, Francesca Calero2,9, José A Ballarín2,9, Patricia Fernández-Llama2,9.
Abstract
Urinary proteome was analyzed and quantified by tandem mass tag (TMT) labeling followed by bioinformatics analysis to study diabetic nephropathy (DN) pathophysiology and to identify biomarkers of a clinical outcome. We included type 2 diabetic normotensive non-obese males with (n = 9) and without (n = 11) incipient DN (microalbuminuria). Sample collection included blood and urine at baseline (control and DN basal) and, in DN patients, after 3 months of losartan treatment (DN treated). Urinary proteome analysis identified 166 differentially abundant proteins between controls and DN patients, 27 comparing DN-treated and DN-basal patients, and 182 between DN-treated patients and controls. The mathematical modeling analysis predicted 80 key proteins involved in DN pathophysiology and 15 in losartan effect, a total of 95 proteins. Out of these 95, 7 are involved in both processes. VCAM-1 and neprilysin stand out of these 7 for being differentially expressed in the urinary proteome. We observed an increase of VCAM-1 urine levels in DN-basal patients compared to diabetic controls and an increase of urinary neprilysin in DN-treated patients with persistent albuminuria; the latter was confirmed by ELISA. Our results point to neprilysin and VCAM-1 as potential candidates in DN pathology and treatment.Entities:
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Year: 2018 PMID: 29854824 PMCID: PMC5949160 DOI: 10.1155/2018/6165303
Source DB: PubMed Journal: J Diabetes Res Impact factor: 4.011
Figure 1Mathematical model generation process. It includes the creation of a Biological Effector Database (BED), the construction of a biological map, and, finally, the achievement of the mathematical model.
Clinical and demographic characteristics of the study population.
| Controls | DN basal | DN treated | Statistics (student | |
|---|---|---|---|---|
|
| 12 (males) | 9 (males) | N/A | |
| Nonsmokers/smokers/ex-smokers | 4/2/6 | 0/5/4 | N/A | |
| Age (years) | 69.6 ± 9.6 | 71.0 ± 7.0 | 0.714 | |
| BMI | 28.1 ± 5.2 | 27.0 ± 2.3 | 0.572 | |
| Time of type 2 DM (years) | 13.8 ± 7.9 | 12.2 ± 4.5 | 0.591 | |
| HbA1c (%) (mmol/mol) | 6.8 ± 0.8 (51 ± 9.0) | 7.0 ± 0.7 (53 ± 7.6) | 7.0 ± 0.7 (52.4 ± 7.4) | 0.467 |
| Cholesterol total (mmol/l) | 4.1 ± 0.7 | 4.2 ± 0.8 | 4.3 ± 0.6 | 0.773 |
| Cholesterol LDL (mmol/l) | 2.1 ± 0.6 | 2.1 ± 0.6 | 2.3 ± 0.5 | 0.884 |
| Triglycerides (mmol/L) | 1.1 ± 0.4 | 1.3 ± 0.4 | 1.7 ± 0.8 | 0.196 |
| eGFR (CKD-EPI) (ml/min/1.73 m2) | 80.4 ± 10.9 | 89.1 ± 16.8 | 85.4 ± 19.0 | 0.1662 |
| Urine albumin/creatinine (mg/mmol) | 0.68 ± 1.0 | 13.6 ± 12.2 | 12.5 ± 4.8 |
|
| ABPM | ||||
| 24 h SBP (mmHg) | 119.4 ± 11.8 | 121.4 ± 11.4 | n.d. | 0.869 |
| 24 h DBP (mmHg) | 70.8 ± 5.0 | 69.2 ± 7.5 | n.d. | 0.509 |
| Antidiabetic drugs | ||||
| Insulin ( | 1 | 1 | N/A | |
| Metformin ( | 8 | 9 | N/A | |
| Sulfonylureas ( | 6 | 1 | N/A | |
| Other oral drugs ( | 2 | 1 | N/A | |
Data are expressed as the mean ± SD; the statistics column refers to the comparison between control patients and DN patients before losartan treatment (basal). All comparisons between basal and treated DN patients were nonsignificant. ABPM: ambulatory blood pressure monitoring; BMI: body mass index; DM: diabetes mellitus; DN: diabetic nephropathy; DBP: diastolic blood pressure; eGFR: estimated glomerular filtration rate; HbA1c: glycated hemoglobin; n.d.: not determined; SD: standard deviation; SBP: systolic blood pressure; N/A: not applicable.
Figure 2Box-and-whisker plots of urine albumin/creatinine ratios in mg/mmol in the three studied groups. Each value was calculated from three successive measurements. N control = 11, N basal = 9, and N treated = 9; statistical test: Student's t-test.
Summary of differentially abundant proteins identified for each evaluated cohort comparison that are also direct effectors of DN according to its molecular characterization in the Biological Effector Database (BED).
| Number of differentially expressed proteins | Number of DN effectors | |||||
|---|---|---|---|---|---|---|
| Total | Upregulated proteins | Downregulated proteins | Total | Upregulated proteins | Downregulated proteins | |
| Basal versus control | 166 | 23 | 143 | 3 | 0 | 3 |
| Treated versus basal | 27 | 14 | 13 | 2 | 1 | 1 |
| Treated versus control | 182 | 26 | 156 | 3 | 3 | 0 |
DN: diabetic nephropathy.
Figure 3Differentially abundant proteins among the three cohorts. Data presented as a relative change from the control cohort.
Figure 4Hierarchical clustering of the mathematical models. The dendrogram was build using the Hausdorff distance between the set of mechanisms of action defined by the models in duplicate.
| Protein name | Basal∗ versus control | Treated∗ versus basal | Treated∗ versus control |
|---|---|---|---|
| Osteopontin | Downregulated | Upregulated | Downregulated |
| Neprilysin | — | Downregulated | — |
| Fibronectin | Downregulated | — | Downregulated |
| Kininogen-1 | — | — | Downregulated |
| VCAM-1 | Downregulated | — | — |
| Protein name | Basal∗ versus control | Treated∗ versus basal | Treated∗ versus control |
|---|---|---|---|
| Neprilysin | — | Downregulated | — |
| VCAM-1 | Downregulated | — | — |
| Kininogen-1 | — | — | Downregulated |
| Alpha-2-M | — | — | Upregulated |
∗Cohort used as reference group. VCAM-1: vascular cell adhesion protein 1; Alpha-2-M: alpha-2-macroglobulin; —: no changes observed.
Summary of the key proteins in both DN pathophysiology and losartan effect. The table indicates whether (1) the protein is a DN effector and for positive instances the process with which the protein is associated, (2) the protein is also differentially abundant from the cohort comparison (d = 0) or it is directly linked to one of them (d = 1), and (3) if the protein is easily measurable in urine according to bibliography review.
| Protein | DN effector | Presence in proteomic data | Urine presence | |||
|---|---|---|---|---|---|---|
| Yes/no | Process |
| Comparison |
| Yes/no | |
| Neprilysin | Yes | Vasoactive hormones | Yes | Treated versus basal | Yes | Yes |
| Kallikrein | No | No | NA | Yes | Yes | |
| Angiopoietin-2 | Yes | Activation of angiogenesis | No | NA | No | Yes |
| Signal transducer and activator of transcription1-alpha/beta | Yes | JAK/STAT pathway alterations | No | NA | No | No |
| MAD homolog 7 | Yes | Inflammation | No | NA | Yes | Yes |
| VCAM-1 | Yes | Inflammation | Yes | Basal versus control | No | Yes |
| NADPH oxidase | No | No | NA | Yes | No | |
DN: diabetic nephropathy; N/A: not applicable; MAD homolog 7: mothers against decapentaplegic homolog 7; VCAM-1: vascular cell adhesion protein 1; NADPH oxidase: nicotinamide adenine dinucleotide phosphate hydrogen oxidase; JAK/STAT: Janus kinase/signal transducer and activator of transcription.
Figure 5Quantification of urinary neprilysin (NEP) by ELISA showed an increased presence of this protein in losartan-treated patients compared to basal cohort. N control = 11, N basal = 9, and N treated = 9; statistical test: Student's t-test.