| Literature DB >> 32138671 |
Togo Iwahana1, Sho Okada2, Masato Kanda1, Motohiko Oshima3, Atsushi Iwama3, Goro Matsumiya4, Yoshio Kobayashi1.
Abstract
BACKGROUND: Left ventricular reverse remodeling (LVRR) has been detected in non-ischemic dilated cardiomyopathy (NIDCM) patients following optimal treatment. However, its prediction with only conventional modalities is often difficult. This study sought to examine whether RNA sequencing (RNA-seq) of myocardium tissue samples could predict LVRR in NIDCM.Entities:
Keywords: GADD45G; LVRR; NDUFS5; NIDCM; RNA-seq
Mesh:
Substances:
Year: 2020 PMID: 32138671 PMCID: PMC7059273 DOI: 10.1186/s12872-020-01396-2
Source DB: PubMed Journal: BMC Cardiovasc Disord ISSN: 1471-2261 Impact factor: 2.298
Baseline characteristics of the patients
| variables | RR group | non-RR group | |
|---|---|---|---|
| Age | 46.1 ± 14.3 | 47.1 ± 9.4 | 0.87 |
| Male Sex, n | 6 | 8 | 0.45 |
| Disease duration (months) | 36.1 ± 65.5 | 79.0 ± 46.5 | 0.14 |
| Height (cm) | 165 ± 9 | 168 ± 5 | 0.35 |
| Weight (kg) | 64.1 ± 12.5 | 67.2 ± 9.4 | 0.56 |
| BMI | 23.4 ± 3.9 | 23.8 ± 3.2 | 0.83 |
| HR (bpm) | 90 ± 23 | 84 ± 20 | 0.63 |
| Method of biopsy (transcatheter /surgery) | 4/4 | 0/9 | 0.019 |
| Treatment | |||
| Beta-blocker, n | 7 | 8 | 0.93 |
| ACEI or ARB, n | 6 | 8 | 0.45 |
| Inotropes, n | 2 | 8 | 0.008 |
| IABP, n | 0 | 2 | 0.16 |
| AVR, n | 2 | 1 | 0.45 |
| VAD implantation, n | 2 | 8 | 0.008 |
| Labo data | |||
| Hb (g/dL) | 12.8 ± 2.3 | 11.4 ± 1.7 | 0.17 |
| T-Bil (mg/dl) | 1.1 ± 0.3 | 1.2 ± 0.8 | 0.70 |
| Cre (mg/dl) | 0.92 ± 0.36 | 1.40 ± 0.45 | 0.029 |
| BNP (pg/ml) | 725 ± 454 | 475 ± 177 | 0.15 |
| Echocardiogram | |||
| LVDD (mm) | 72 ± 10 | 79 ± 12 | 0.19 |
| LVDS (mm) | 65 ± 8 | 72 ± 12 | 0.20 |
| LVEF (%) | 21.5 ± 5.1 | 20.4 ± 4.2 | 0.63 |
| LAD (mm) | 50 ± 9 | 54 ± 11 | 0.43 |
| AR (moderate to severe, n) | 2 | 1 | 0.45 |
| MR (moderate to severe, n) | 6 | 6 | 0.71 |
| TR (moderate to severe, n) | 2 | 3 | 0.71 |
| Hemodynamics | |||
| PAP, mean (mmHg) | 36 ± 10 | 38 ± 10 | 0.60 |
| PCWP, mean (mmHg) | 27 ± 6 | 29 ± 9 | 0.57 |
| RAP, mean (mmHg) | 10 ± 2 | 13 ± 6 | 0.16 |
| CO (L/min) | 4.02 ± 0.68 | 3.79 ± 0.90 | 0.56 |
| CI (L/min/m2) | 2.30 ± 0.34 | 2.06 ± 0.47 | 0.25 |
| PVR (Wood) | 2.41 ± 1.66 | 2.45 ± 1.61 | 0.96 |
Data are shown as the mean value ± standard deviation, or number of the patients
Abbreviations: BMI body mass index; HR heart rate; ACEI angiotensin converting enzyme inhibitor; ARB angiotensin II receptor blocker; IABP intraaortic balloon pumping; AVR aortic valve replacement; VAD ventricular assist device; Hb hemoglobin; T-Bil total bilirubin; Cre creatinine; LVDD left ventricular diastolic diameter; LVDS left ventricular systolic diameter; LVEF left ventricular ejection fraction; LAD left atrial diameter; AR aortic regurgitation; MR mitral regurgitation; TR tricuspid regurgitation; PAP pulmonary artery pressure; PCWP pulmonary capillary wedge pressure; RAP right atrial pressure; CO cardiac output; CI cardiac index; PVR pulmonary vascular resistance
Top 20 differentially expressed genes
| Rank | Gene symbol | Official full name | FDR | Fold change | |
|---|---|---|---|---|---|
| 1 | 6.69E−07 | 0.0097 | 1.8320 | ||
| 2 | NADH: ubiquinone oxidoreductase subunit S5 | 1.51E−06 | 0.0109 | 1.7411 | |
| 3 | Growth arrest and DNA damage-inducible gamma | 2.26E−06 | 0.0109 | 2.9929 | |
| 4 | Phospholipase A2 group IIA | 3.69E− 06 | 0.0125 | 10.8842 | |
| 5 | Ribosomal protein L27 | 7.84E−06 | 0.0125 | 1.7440 | |
| 6 | Ribosomal protein L38 | 9.35E−06 | 0.0125 | 1.8101 | |
| 7 | Ribosomal protein S9 | 9.37E−06 | 0.0125 | 1.6479 | |
| 8 | 9.61E−06 | 0.0125 | 12.2276 | ||
| 9 | Ribosomal protein L35 | 1.36E−05 | 0.0125 | 1.7464 | |
| 10 | Transmembrane protein 258 | 1.50E− 05 | 0.0125 | 1.6109 | |
| 11 | Ribosomal protein S19 | 1.54E− 05 | 0.0125 | 1.6684 | |
| 12 | Ribosomal protein S24 | 1.69E−05 | 0.0125 | 1.6003 | |
| 13 | Ribosomal protein L31 | 1.71E−05 | 0.0125 | 1.7753 | |
| 14 | ATP synthase, H+ transporting, mitochondrial F1 complex, epsilon subunit pseudogene 2 | 1.83E−05 | 0.0125 | 1.6903 | |
| 15 | NADH: ubiquinone oxidoreductase subunit B1 | 1.93E−05 | 0.0125 | 1.8706 | |
| 16 | Complement factor D | 2.10E−05 | 0.0125 | 2.7821 | |
| 17 | Ribosomal protein S21 | 2.10E−05 | 0.0125 | 1.7684 | |
| 18 | Oligosaccharyltransferase complex Subunit 4, non-catalytic | 2.14E−05 | 0.0125 | 1.6003 | |
| 19 | RNA polymerase II subunit L | 2.37E−05 | 0.0125 | 1.5835 | |
| 20 | Chromosome 14 open reading frame 2 | 2.45E−05 | 0.0125 | 1.7078 |
FDR false discovery rate
Fig. 1Scatterplots of the top six genes differentially expressed between RR and non-RR groups. The range of expression is shown as a scatterplot for the top six DEGs (n = 8 and 9 in the RR and non-RR groups, respectively). DEG, differentially expressed gene; RR, reverse remodeling; FPKM, Fragments per kilobase of exon per million fragments mapped reads
Fig. 2ROC curve analysis to predict LVRR. Both NDUFS5 and GADD45G showed high predictive capacity for LVRR (n = 8 and 9 in the RR and non-RR groups, respectively). ROC, receiver operating characteristic; AUC, area under the curve; LVRR, LV reverse remodeling
Functional enrichment analysis results
| Term | Fold Enrichment | FDR | |
|---|---|---|---|
| GO:0006614 SRP-dependent cotranslational protein targeting to membrane | 5.13E-91 | 50.93 | 7.89E-88 |
| GO:0019083 viral transcription | 1.22E-84 | 42.89 | 1.87E-81 |
| GO:0000184 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay | 1.47E-82 | 40.41 | 2.26E-79 |
| GO:0006413 translational initiation | 6.55E-78 | 35.18 | 1.01E-74 |
| GO:0003735 structural constituent of ribosome | 8.01E-78 | 24.63 | 1.03E-74 |
| GO:0006412 translation | 2.00E-72 | 21.82 | 3.08E-69 |
| GO:0005840 ribosome | 4.28E-72 | 29.64 | 5.41E-69 |
| GO:0006364 rRNA processing | 2.87E-64 | 22.53 | 4.42E-61 |
| GO:0022625 cytosolic large ribosomal subunit | 1.80E-45 | 40.55 | 2.27E-42 |
| GO:0022627 cytosolic small ribosomal subunit | 2.08E-38 | 47.97 | 2.62E-35 |
| GO:0005743 mitochondrial inner membrane | 1.61E-33 | 9.47 | 2.04E-30 |
| GO:0044822 poly(A) RNA binding | 1.81E-24 | 4.46 | 2.34E-21 |
| GO:0005747 mitochondrial respiratory chain complex I | 9.49E-23 | 32.38 | 1.20E-19 |
| GO:0015935 small ribosomal subunit | 1.30E-22 | 49.48 | 1.64E-19 |
| GO:0006120 mitochondrial electron transport, NADH to ubiquinone | 1.39E-22 | 31.60 | 2.14E-19 |
| GO:0008137 NADH dehydrogenase (ubiquinone) activity | 6.19E-21 | 29.99 | 7.99E-18 |
| GO:0032981 mitochondrial respiratory chain complex I assembly | 2.67E-20 | 24.58 | 4.10E-17 |
| GO:0005829 cytosol | 4.67E-20 | 2.46 | 5.90E-17 |
| GO:0070062 extracellular exosome | 1.55E-19 | 2.65 | 1.96E-16 |
| GO:0003723 RNA binding | 2.70E-15 | 5.11 | 3.44E-12 |
Fig. 3PCA of distributions in RR and non-RR groups. Distributions differed between RR and non-RR groups (n = 8 and 9 in the RR and non-RR groups, respectively). RR, reverse remodeling
Fig. 4Relative fold expression levels of NDUFS5 and GADD45G, as determined by quantitative real-time PCR. Gene expression was compared between the RR and non-RR groups; results were consistent with those obtained by RNA-seq. a) NDUFS5 (n = 8 and 9 in the RR and non-RR groups, respectively), b) GADD45G (n = 8 each)
Odds ratios (95%CI) for the association with left ventricular reverse remodeling
| Variables | Univariate | Multivariatea | |
|---|---|---|---|
| model 1 | model 2 | ||
| Age | 0.99 (0.91–1.08) | ||
| Male Sex | 0.38 (0.27–5.17) | ||
| Disease duration (months) | 0.98 (0.96–1.01) | ||
| Height (cm) | 0.94 (0.81–1.09) | ||
| Weight (kg) | 0.97 (0.88–1.07) | ||
| HR (bpm) | 1.01 (0.97–1.06) | ||
| Beta-blocker | 0.88 (0.05–16.74) | ||
| ACEI or ARB | 0.38 (0.03–5.17) | ||
| Inotropes | 0.04 (0.003–0.57)* | 0.002 (0.001–18.0) | 0.06 (0.001–2.95) |
| Hb (g/dL) | 1.44 (0.86–2.41) | ||
| Cre (mg/dl) | 0.05 (0.003–1.06) | ||
| BNP (pg/ml) | 1.00 (0.99–1.01) | ||
| LVDD (mm) | 0.94 (0.85–1.03) | ||
| LVEF (%) | 1.06 (0.85–1.32) | ||
| LAD (mm) | 0.96 (0.86–1.06) | ||
| AR (moderate to severe) | 1.77 (0.74–4.23) | ||
| MR (moderate to severe) | 0.61 (0.20–1.93) | ||
| TR (moderate to severe) | 0.70 (0.26–1.89) | ||
| PAP, mean (mmHg) | 0.97 (0.88–1.08) | ||
| PCWP, mean (mmHg) | 0.96 (0.84–1.10) | ||
| RAP, mean (mmHg) | 0.80 (0.57–1.12) | ||
| CI (L/min/m2) | 4.75 (0.35–63.67) | ||
| PVR (Wood) | 0.98 (0.53–1.83) | ||
| 0.07 (0.01–0.92)* | 0.007 (0.001–7.24) | ||
| 0.28 (0.09–0.89)* | 0.38 (0.13–1.07) | ||
Abbreviations: HR heart rate; ACEI angiotensin converting enzyme inhibitor; ARB angiotensin II receptor blocker; Hb hemoglobin; Cre creatinine; LVDD left ventricular diastolic diameter; LVEF left ventricular ejection fraction; LAD left atrial diameter; AR aortic regurgitation; MR mitral regurgitation; TR tricuspid regurgitation; PAP pulmonary artery pressure; PCWP pulmonary capillary wedge pressure; RAP right atrial pressure; CI cardiac index; PVR pulmonary vascular resistance
aConfounders with p values < 0.05 in each analysis group were included into the model
*p < 0.05