| Literature DB >> 35629166 |
Madina R Zhalbinova1,2, Saule E Rakhimova1, Ulan A Kozhamkulov1, Gulbanu A Akilzhanova3, Galina K Kaussova4, Kenes R Akilzhanov3, Yuriy V Pya5, Joseph H Lee6, Makhabbat S Bekbossynova5, Ainur R Akilzhanova1,2.
Abstract
The left ventricular assist device (LVAD) is one of the alternative treatments for heart failure (HF) patients. However, LVAD support is followed by thrombosis, and bleeding complications which are caused by high non-physiologic shear stress and antithrombotic/anticoagulant therapy. A high risk of complications occurs in the presence of the genotype polymorphisms which are involved in the coagulation system, hemostasis function and in the metabolism of the therapy. The aim of the study was to investigate the influence of single-nucleotide polymorphisms (SNP) in HF patients with LVAD complications. We analyzed 21 SNPs in HF patients (n = 98) with/without complications, and healthy controls (n = 95). SNPs rs9934438; rs9923231 in VKORC1, rs5918 in ITGB3 and rs2070959 in UGT1A6 demonstrated significant association with HF patients' complications (OR (95% CI): 3.96 (1.42-11.02), p = 0.0057), (OR (95% CI): 3.55 (1.28-9.86), p = 0.011), (OR (95% CI): 5.37 (1.79-16.16), p = 0.0056) and OR (95% CI): 4.40 (1.06-18.20), p = 0.044]. Genotype polymorphisms could help to predict complications at pre- and post-LVAD implantation period, which will reduce mortality rate. Our research showed that patients can receive treatment with warfarin and aspirin with a personalized dosage and LVAD complications can be predicted by reference to their genotype polymorphisms in VKORC1, ITGB3 and UGT1A6 genes.Entities:
Keywords: bleeding; genotype; heart failure; left ventricular assist device (LVAD); personalized medicine; polymorphism; thrombosis
Year: 2022 PMID: 35629166 PMCID: PMC9143784 DOI: 10.3390/jpm12050744
Source DB: PubMed Journal: J Pers Med ISSN: 2075-4426
Baseline demographic characteristics of Control group and HF patients.
| Characteristic | Control Group, N = 95 | HF Patients, N = 98 | |
|---|---|---|---|
| Age (years) | 44.01 ± 13.8 | 52.7 ± 11.0 |
|
| Gender | |||
| Male | 63 (66.3) | 92 (93.9) |
|
| Female | 32 (33.7) | 6 (6.1) | |
| Ethnicity | |||
| Asian | 60 (63.2) | 77 (78.6) |
|
| Caucasian | 35 (36.8) | 21 (21.4) | |
| Body weight (kg) | 69.5 ± 14.0 | 79.8 ± 13.9 |
|
| Height (cm) | 168.3 ± 7.46 | 169.8 ± 6.36 | 0.15 * |
| BMI (kg/m) | 24.6 ± 4.9 | 27.7 ± 4.5 |
|
| SBP | 114.4 ± 9.9 | 104.8 ± 15.5 |
|
| DBP | 75.7 ± 5.7 | 71.2 ± 10.3 |
|
| History of smoking | |||
| Smokers | 38 (40.0) | 58 (59.2) |
|
| Non-smokers | 57 (60.0) | 40 (40.8) | |
| Diagnosis | - | ||
| ICM | - | 44 (44.9) | |
| DCM | - | 40 (40.8) | |
| HCM | - | 11 (11.2) | |
| VHD | - | 3 (3.1) | |
| NYHA | - | ||
| I | - | 1 (1.0) | |
| II | - | 1 (1.0) | |
| III | - | 2 (2.0) | |
| IV | - | 26 (26.5) | |
| IIIA | - | 34 (34.7) | |
| IIIB | - | 34 (34.7) | |
| HF type | - | ||
| HFrEF | - | 97 (99.0) | |
| HFmrEF | - | 1 (1.0) | |
| INR | - | ||
| Basic INR | - | 1.21 ± 0.36 | |
| Target INR | - | 2.39 ± 0.26 | |
| Device strategy | - | ||
| BTT | - | 10 (10.2) | |
| DT | - | 88 (89.8) | |
| Device type | - | ||
| HW | - | 18 (18.4) | |
| HM2 | - | 34 (34.7) | |
| HM3 | - | 46 (46.9) | |
| Warfarin dose (mg/day) | - | 2.99 ± 1.15 | |
| Duration of LVAD support till outcome, from 2011 untill 2016, | - | 29.6 ± 17.3 | |
| Patients’ achieved outcome till 2017 | - | ||
| Survived | - | 71 (72.4) | |
| Not-survived | - | 27 (27.6) | |
| Thrombosis | - | ||
| Yes | - | 13 (13.3) | |
| No | - | 85 (86.7) | |
| Bleeding | - | ||
| Yes | - | 14 (14.3) | |
| No | - | 84 (85.7) | |
| Infections | - | ||
| Yes | - | 39 (39.8) | |
| No | - | 59 (60.2) | |
| Stroke | - | ||
| No Stroke | - | 78 (79.6) | |
| Hemorrhagic stroke | - | 8 (8.2) | |
| Ischemic stroke | - | 12 (12.2) | |
| Myocardial infarction | - | ||
| Yes | - | 44 (44.9) | |
| No | - | 54 (55.1) | |
Continuous variables are presented, mean ± SD and categorical variables as n (%). HF patients, heart failure patients; Student’s t-test p value is labeled with one asterisk (*); Mann-Whitney U test’s p- value is labeled with double asterisks (**); The significant p value (p < 0.05) is labeled in bold; “-”, non-available parameters; BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; ICM, ischemic cardiomyopathy; DCM, dilated cardiomyopathy; HCM, hypertrophic cardiomyopathy; VHD, valvular heart disease; NYHA, New York Heart Association; HFrEF, heart failure reduced ejection fraction; HFmrEF, heart failure mid-range ejection fraction; INR, International normalized ratio; BTT, bridge-to-transplantation; DT, destination therapy; HW, HeartWare HVAD; HM2, HeartMate II; HM3, HeartMate III.
Comparison of baseline demographic characteristics of patients with/without complications.
| Characteristic | Comparison between HF Patients | ||
|---|---|---|---|
| Group 1, N = 74 | Group 2, N = 24 | ||
| Age (years) | 52.5 ± 11.3 | 53.4 ± 10.1 | 0.92 ** |
| Gender | |||
| Male | 71 (95.9) | 21 (87.5) | 0.16 |
| Female | 3 (4.1) | 3 (12.5) | |
| Ethnicity | |||
| Asian | 56 (75.7) | 21 (87.5) | 0.27 |
| Caucasian | 18 (24.3) | 3 (12.5) | |
| Body weight (kg) | 80.0 ± 12.2 | 79.3 ± 18.5 | 0.86 * |
| Height (cm) | 170.0 ± 6.08 | 168.9 ± 7.24 | 0.46 * |
| BMI (kg/m) | 27.7 ± 4.10 | 27.6 ± 5.66 | 0.97 * |
| SBP | 105.0 ± 15.7 | 104.0 ± 15.0 | 0.99 ** |
| DBP | 70.9 ± 10.7 | 72.1 ± 9.35 | 0.33 ** |
| History of smoking | |||
| Smokers | 46 (62.2) | 12 (50.0) | 0.34 |
| Non-smokers | 28 (37.8) | 12 (50.0) | |
| Diagnosis | |||
| ICM | 36 (48.6) | 8 (33.3) | 0.10 |
| DCM | 25 (33.8) | 15 (62.5) | |
| HCM | 10 (13.5) | 1 (4.2) | |
| VHD | 3 (4.1) | 0 | |
| NYHA | |||
| I | 1 (1.4) | 0 | 0.58 |
| II | 1 (1.4) | 0 | |
| III | 1 (1.4) | 1 (4.2) | |
| IV | 17 (23.0) | 9 (37.5) | |
| IIIA | 27 (36.5) | 7 (29.2) | |
| IIIB | 27 (36.5) | 7 (29.2) | |
| HF type | |||
| HFrEF | 74 (100) | 23 (95.8) | 0.25 |
| HFmrEF | 0 | 1 (4.2) | |
| INR | |||
| Basic INR | 1.19 ± 0.37 | 1.26 ± 0.33 | 0.11 ** |
| Target INR | 2.36 ± 0.24 | 2.46 ± 0.32 | 0.06 ** |
| Device strategy | |||
| BTT | 6 (8.1) | 4 (16.7) | 0.25 |
| DT | 68 (91.9) | 20 (83.3) | |
| Device type | |||
| HW | 11 (14.9) | 7 (29.2) |
|
| HM2 | 22 (29.7) | 12 (50.0) | |
| HM3 | 41 (55.4) | 5 (20.8) | |
| Warfarin dose (mg/day) | 3.01 ± 1.04 | 2.92 ± 1.46 | 0.29 ** |
| Duration of LVAD support till outcome, from 2011 untill 2016, | 29.1 ± 17.6 ( | 30.3 ± 17.5 ( | 0.84 * |
| Patients’ achieved outcome till 2017 | |||
| Survived | 58 (78.4) | 13 (54.2) |
|
| Not-survived | 16 (21.6) | 11 (45.8) | |
| Thrombosis | |||
| Yes | 0 | 13 (54.2) |
|
| No | 74 (100) | 11 (45.8) | |
| Bleeding | |||
| Yes | 0 | 14 (58.3) |
|
| No | 74 (100) | 10 (41.7) | |
| Infections | |||
| Yes | 24 (32.4) | 15 (62.5) |
|
| No | 50 (67.6) | 9 (37.5) | |
| Stroke | |||
| No Stroke | 60 (81.1) | 18 (75.0) | 0.57 |
| Hemorrhagic stroke | 5 (6.8) | 3 (12.5) | |
| Ischemic stroke | 9 (12.2) | 3 (12.5) | |
| Myocardial infarction | |||
| Yes | 36 (48.6) | 8 (33.3) | 0.24 |
| No | 38 (51.4) | 16 (66.7) | |
Continuous variables are presented, mean ± SD and categorical variables as n (%). HF patients, heart failure patients; Group 1, without complications; Group 2, with complications; Student’s t-test p value is labeled with one asterisk (*); Mann-Whitney U test’s p- value is labeled is labeled with double asterisks (**); The significant p value (p < 0.05) is labeled in bold; BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; ICM, ischemic cardiomyopathy; DCM, dilated cardiomyopathy; HCM, hypertrophic cardiomyopathy; VHD, valvular heart disease; NYHA, New York Heart Association; HFrEF, heart failure reduced ejection fraction; HFmrEF, heart failure mid-range ejection fraction; INR, International normalized ratio; BTT, bridge-to-transplantation; DT, destination therapy; HW, HeartWare HVAD; HM2, HeartMate II; HM3, HeartMate III.
Comparative analysis of biochemical parameters between HF patients without complications, with thrombosis and bleeding complications.
| Study Groups | Parameters | Before 14 Days | After 3–6 Months | After 12–18 Month | |||
|---|---|---|---|---|---|---|---|
| Group 1 | Hemoglobin, g/L | 139.6 ± 18.2 | 129.5 ± 16.2 | 125.7 ± 20.0 | |||
| Group 2-1 | 145.8 ± 21.7 | 0.32 * | 129.0 ± 15.3 | 0.93 * | 125.1 ± 18.4 | 0.95 * | |
| Group 2-2 | 128.5 ± 21.2 |
| 111.1 ± 29.2 |
| 117.6 ± 35.0 | 0.55 * | |
| Group 1 | Hematocrit, % | 41.1 ± 6.72 | 38.2 ± 4.92 | 37.5 ± 5.46 | |||
| Group 2-1 | 43.1 ± 6.95 | 0.39 * | 37.0 ± 3.67 | 0.51 * | 36.3 ± 6.14 | 0.58 * | |
| Group 2-2 | 39.0 ± 6.61 | 0.30 * | 32.8 ± 8.70 |
| 35.6 ± 10.3 | 0.63 * | |
| Group 1 | Lymphocytes, % | 27.5 ± 9.25 | 26.2 ± 8.79 | 22.0 ± 6.44 | |||
| Group 2-1 | 31.0 ± 8.78 | 0.19 ** | 18.4 ± 6.34 |
| 29.8 ± 11.3 |
| |
| Group 2-2 | 21.8 ± 6.28 |
| 24.8 ± 9.35 | 0.68 * | 19.9 ± 11.3 | 0.27 ** | |
| Group 1 | LDH, U/L | 271.5 ± 137.0 | 273.5 ± 93.7 | 306.0 ± 156.1 | |||
| Group 2-1 | N/A | 335.4 ± 133.3 | 0.24 ** | 194.6 ± 42.7 |
| ||
| Group 2-2 | 254.0 ± 171.9 | 0.38 ** | 260.2 ± 139.0 | 0.78 * | 377.4 ± 174.2 | 0.19 ** | |
| Group 1 | AST, U/L | 27.9 ± 21.4 | 19.6 ± 5.50 | 21.2 ± 8.08 | |||
| Group 2-1 | 29.5 ± 10.6 | 0.11 ** | 26.9 ± 19.0 | 0.42 ** | 22.2 ± 8.44 | 0.77 * | |
| Group 2-2 | 33.3 ± 27.0 | 0.43 ** | 36.9 ± 37.5 |
| 43.0 ± 70.3 | 0.63 ** | |
| Group 1 | Total bilirubin, mg/dL | 1.33 ± 1.56 | 0.70 ± 0.51 | 1.03 ± 1.51 | |||
| Group 2-1 | 1.03 ± 0.73 | 0.74 ** | 1.26 ± 0.58 |
| 0.76 ± 0.80 | 0.55 ** | |
| Group 2-2 | 3.00 ± 5.09 | 0.40 ** | 1.59 ± 2.76 | 0.77 ** | 0.96 ± 0.71 | 0.42 ** |
Continuous variables are presented, mean ± SD. Student’s t-test p-value is labeled with one asterisk (*); Mann-Whitney U test’s p-value is labeled with double asterisks (**); the significant p value (p < 0.05) is labeled in bold; N/A, Not available. Group 1, without complications; Group 2-1, thrombosis; Group 2-2, bleeding; LDH, lactate dehydrogenase; AST, aspartate aminotransferase.
The distributions of allelic and genotype frequencies of 21 SNPs between Control group and HF patients.
| Gene | SNP rs Number | Genotype | Control Group, No. (%) | Allele Frequency in Population Control Group | HF Patients, No. (%) | Allele Frequency in HF Patients | |
|---|---|---|---|---|---|---|---|
|
| rs8050894 | CC | 17 (17.9) | C:G = 0.39:0.61 | 55 (56.1) | C:G = 0.68:0.32 |
|
| CG | 41 (43.2) | 24 (24.5) | |||||
| GG | 37 (38.9) | 19 (19.4) | |||||
| C | 75 | 134 | |||||
| G | 115 | 62 | |||||
|
| rs5918 | TT | 71 (74.7) | T:C = 0.87:0.13 | 48 (49.0) | T:C = 0.66:0.34 |
|
| TC | 23 (24.2) | 34 (34.7) | |||||
| CC | 1 (1.1) | 16 (16.3) | |||||
| T | 165 | 130 | |||||
| C | 25 | 66 |
Control group, healthy control group; HF patients, heart failure patients; p value of Hardy-Weinberg equilibrium test; p value (p < 0.05) numbers with statistical significance are labeled with asterisk (*) in bold.
The distributions of allelic and genotype frequencies of 21 SNPs between HF patients with/without complications.
| Gene | SNP rs Number | Genotype | Group 1, No. (%) | Allele Frequency in Group 1 | Group 2, No. (%) | Allele Frequency in Group 2 | |
|---|---|---|---|---|---|---|---|
|
| rs8050894 | CC | 41 (55.4) | C:G = 0.68:0.32 | 14 (58.3) | C:G = 0.71:0.29 | 1 |
| CG | 18 (24.3) | 6 (25.0) | |||||
| GG | 15 (20.3) | 4 (16.7) | |||||
| C | 100 | 34 | |||||
| G | 48 | 14 | |||||
|
| rs9934438 | GG | 14 (18.9) | G:A = 0.39:0.61 | 0 | G:A = 0.35:0.65 |
|
| GA | 29 (39.2) | 17 (70.8) | |||||
| AA | 31 (41.9) | 7 (29.2) | |||||
| G | 57 | 17 | |||||
| A | 91 | 31 | |||||
|
| rs9923231 | CC | 14 (18.9) | C:T = 0.40:0.60 | 0 | C:T = 0.35:0.65 |
|
| CT | 31 (41.9) | 17 (70.8) | |||||
| TT | 29 (39.2) | 7 (29.2) | |||||
| C | 59 | 17 | |||||
| T | 89 | 31 | |||||
|
| rs1799853 | CC | 70 (94.6) | C:T = 0.97:0.03 | 21 (87.5) | C:T = 0.94:0.06 | 0.357 |
| CT | 4 (5.4) | 3 (12.5) | |||||
| TT | 0 | 0 | |||||
| C | 144 | 45 | |||||
| T | 4 | 3 | |||||
|
| rs1057910 | AA | 68 (91.9) | A:C = 0.96:0.04 | 23 (95.8) | A:C = 0.98:0.02 | 1 |
| AC | 6 (8.1) | 1 (4.2) | |||||
| CC | 0 | 0 | |||||
| A | 142 | 47 | |||||
| C | 6 | 1 | |||||
|
| rs28371686 | CC | 74 (100) | C:G = 1.000:0.000 | 24 (100) | C:G = 1.000:0.000 | N/A |
| CG | 0 | 0 | |||||
| GG | 0 | 0 | |||||
| C | 148 | 48 | |||||
| G | 0 | 0 | |||||
|
| rs4244285 | GG | 52 (70.3) | G:A = 0.84:0.16 | 19 (79.2) | G:A = 0.90:0.10 | 0.772 |
| GA | 20 (27.0) | 5 (20.8) | |||||
| AA | 2 (2.7) | 0 | |||||
| G | 124 | 43 | |||||
| A | 24 | 5 | |||||
|
| rs4986893 | GG | 70 (94.6) | G:A = 0.97:0.03 | 23 (95.8) | G:A = 0.98:0.02 | 1 |
| GA | 4 (5.4) | 1 (4.2) | |||||
| AA | 0 | 0 | |||||
| G | 144 | 47 | |||||
| A | 4 | 1 | |||||
|
| rs5918 | TT | 42 (56.8) | T:C = 0.70:0.30 | 6 (25.0) | T:C = 0.56:0.44 |
|
| TC | 19 (25.7) | 15 (62.5) | |||||
| CC | 13 (17.6) | 3 (12.5) | |||||
| T | 103 | 27 | |||||
| C | 45 | 21 | |||||
|
| rs11676382 | CC | 70 (94.6) | C:G = 0.97:0.03 | 24 (100) | C:G = 1.000:0.000 | 0.677 |
| CG | 3 (4.0) | 0 | |||||
| GG | 1 (1.4) | 0 | |||||
| C | 143 | 48 | |||||
| G | 5 | 0 | |||||
|
| rs2108622 | CC | 47 (63.5) | C:T = 0.78:0.22 | 13 (54.2) | C:T = 0.71:0.29 | 0.501 |
| CT | 22 (29.7) | 8 (33.3) | |||||
| TT | 5 (6.8) | 3 (12.5) | |||||
| C | 116 | 34 | |||||
| T | 32 | 14 | |||||
|
| rs2070959 | AA | 28 (37.8) | A:G = 0.66:0.34 | 12 (50.0) | A:G = 0.65: 0.35 |
|
| AG | 41 (55.4) | 7 (29.2) | |||||
| GG | 5 (6.8) | 5 (20.8) | |||||
| A | 97 | 31 | |||||
| G | 51 | 17 | |||||
|
| rs1133607 | CC | 44 (59.5) | C:T = 0.78:0.22 | 15 (62.5) | C:T = 0.79:0.21 | 1 |
| CT | 27 (36.5) | 8 (33.3) | |||||
| TT | 3 (4.0) | 1 (4.2) | |||||
| C | 115 | 38 | |||||
| T | 33 | 10 | |||||
|
| rs3842787 | CC | 72 (97.3) | C:T = 0.99:0.01 | 23 (95.8) | C:T = 0.98:0.02 | 1 |
| CT | 2 (2.7) | 1 (4.2) | |||||
| TT | 0 | 0 | |||||
| C | 146 | 47 | |||||
| T | 2 | 1 | |||||
|
| rs6025 | CC | 73 (98.6) | C:T = 0.99:0.01 | 24 (100) | C:T = 1.000:0.000 | 1 |
| CT | 1 (1.4) | 0 | |||||
| TT | 0 | 0 | |||||
| C | 147 | 48 | |||||
| T | 1 | 0 | |||||
|
| rs5985 | CC | 53 (71.6) | C:A = 0.84:0.16 | 19 (79.2) | C:A = 0.90:0.10 | 0.879 |
| CA | 19 (25.7) | 5 (20.8) | |||||
| AA | 2 (2.7) | 0% | |||||
| C | 125 | 43 | |||||
| A | 23 | 5 | |||||
|
| rs1799963 | GG | 74 (100) | G:A = 1.000:0.000 | 24 (100) | G:A = 1.000:0.000 | N/A |
| GA | 0 | 0 | |||||
| AA | 0 | 0 | |||||
| G | 148 | 48 | |||||
| A | 0 | 0 | |||||
|
| rs6046 | GG | 57 (77.0) | G:A = 0.87:0.13 | 18 (75.0) | G:A = 0.85:0.15 | 1 |
| GA | 15 (20.3) | 5 (20.8) | |||||
| AA | 2 (2.7) | 1 (4.2) | |||||
| G | 129 | 41 | |||||
| A | 19 | 7 | |||||
|
| rs1800790 | GG | 49 (66.2) | G:A = 0.82:0.18 | 16 (66.7) | G:A = 0.81:0.19 | 1 |
| GA | 23 (31.1) | 7 (29.2) | |||||
| AA | 2 (2.7) | 1 (4.2) | |||||
| G | 121 | 39 | |||||
| A | 27 | 9 | |||||
|
| rs1801133 | GG | 37 (50.0) | G:A = 0.70:0.30 | 10 (41.7) | G:A = 0.65:0.35 | 0.742 |
| GA | 30 (40.5) | 11 (45.8) | |||||
| AA | 7 (9.5) | 3 (12.5) | |||||
| G | 104 | 31 | |||||
| A | 44 | 17 | |||||
|
| rs1801131 | TT | 43 (58.1) | T:G = 0.76:0.24 | 11 (45.8) | T:G = 0.69:0.31 | 0.589 |
| TG | 27 (36.5) | 11 (45.8) | |||||
| GG | 4 (5.4) | 2 (8.3) | |||||
| T | 113 | 33 | |||||
| G | 35 | 15 |
Group 1, without complications; Group 2, with complications; p value of Hardy-Weinberg equilibrium test; p value (p < 0.05) numbers with statistical significance are labeled with asterisk (*) in bold.
Association analysis of SNP genotypes with complications’ development in HF groups (adjusted for age, BMI and gender).
| Gene, SNP | Model | Genotype | Group 1, | Group 2, | OR (95% CI) | AIC | BIC | |
|---|---|---|---|---|---|---|---|---|
|
| Codominant | A/A | 31 (41.9) | 7 (29.2) | 1.00 |
| 106.1 | 121.6 |
| G/A | 29 (39.2) | 17 (70.8) |
| |||||
| G/G | 14 (18.9) | 0 (0) | 0.00 (0.00–NA) | |||||
| Dominant | A/A | 31 (41.9) | 7 (29.2) | 1.00 | 0.27 | 115.9 | 128.8 | |
| G/A-G/G | 43 (58.1) | 17 (70.8) | 1.73 (0.64–4.74) | |||||
| Recessive | A/A-G/A | 60 (81.1) | 24 (100) | 1.00 | 0.0023 | 107.8 | 120.7 | |
| G/G | 14 (18.9) | 0 (0) | 0.00 (0.00–NA) | |||||
| Overdominant | A/A-G/G | 45 (60.8) | 7 (29.2) | 1.00 |
| 109.4 | 122.4 | |
| G/A | 29 (39.2) | 17 (70.8) |
| |||||
| Log-additive | --- | --- | --- | 0.85 (0.43–1.70) | 0.65 | 116.9 | 129.8 | |
|
| Codominant | T/T | 29 (39.2) | 7 (29.2) | 1.00 | 0.0024 | 107 | 122.5 |
| C/T | 31 (41.9) | 17 (70.8) | 2.36 (0.83–6.70) | |||||
| C/C | 14 (18.9) | 0 (0) | 0.00 (0.00–NA) | |||||
| Dominant | T/T | 29 (39.2) | 7 (29.2) | 1.00 | 0.38 | 116.3 | 129.2 | |
| C/T-C/C | 45 (60.8) | 17 (70.8) | 1.56 (0.57–4.27) | |||||
| Recessive | T/T-C/T | 60 (81.1) | 24 (100) | 1.00 | 0.0023 | 107.8 | 120.7 | |
| C/C | 14 (18.9) | 0 (0) | 0.00 (0.00–NA) | |||||
| Overdominant | T/T-C/C | 43 (58.1) | 7 (29.2) | 1.00 |
| 110.6 | 123.5 | |
| C/T | 31 (41.9) | 17 (70.8) |
| |||||
| Log-additive | --- | --- | --- | 0.80 (0.40–1.62) | 0.54 | 116.7 | 129.6 | |
|
| Codominant | T/T | 42 (56.8) | 6 (25.0) | 1.00 |
| 108.7 | 124.2 |
| T/C | 19 (25.7) | 15 (62.5) |
| |||||
| C/C | 13 (17.6) | 3 (12.5) | 1.47 (0.31–7.05) | |||||
| Dominant | T/T | 42 (56.8) | 6 (25.0) | 1.00 |
| 110 | 123 | |
| T/C-C/C | 32 (43.2) | 18 (75.0) |
| |||||
| Recessive | T/T-T/C | 61 (82.4) | 21 (87.5) | 1.00 | 0.49 | 116.6 | 129.5 | |
| C/C | 13 (17.6) | 3 (12.5) | 0.62 (0.15–2.53) | |||||
| Overdominant | T/T-C/C | 55 (74.3) | 9 (37.5) | 1.00 |
| 106.9 | 119.9 | |
| T/C | 19 (25.7) | 15 (62.5) |
| |||||
| Log-additive | --- | --- | --- | 1.59 (0.84–2.99) | 0.15 | 115 | 128 | |
|
| Codominant | A/A | 28 (37.8) | 12 (50) | 1.00 | 0.03 | 112.1 | 127.6 |
| A/G | 41 (55.4) | 7 (29.2) | 0.40 (0.13–1.17) | |||||
| G/G | 5 (6.8) | 5 (20.8) | 2.67 (0.59–12.07) | |||||
| Dominant | A/A | 28 (37.8) | 12 (50) | 1.00 | 0.29 | 116 | 128.9 | |
| A/G-G/G | 46 (62.2) | 12 (50) | 0.60 (0.23–1.56) | |||||
| Recessive | A/A-A/G | 69 (93.2) | 19 (79.2) | 1.00 |
| 113 | 125.9 | |
| G/G | 5 (6.8) | 5 (20.8) |
| |||||
| Overdominant | A/A-G/G | 33 (44.6) | 17 (70.8) | 1.00 |
| 111.7 | 124.6 | |
| A/G | 41 (55.4) | 7 (29.2) |
| |||||
| Log-additive | --- | --- | --- | 1.08 (0.51–2.29) | 0.84 | 117 | 130 |
Group 1, without complications; Group 2, with complications; AIC, Akaike Information Criterion; BIC, Bayesian Information Criterion; The p value (p < 0.05) numbers with statistical significance are labeled with asterisk (*) in bold.
Summary table for MDR fit with three-way split validation (k = 3).
| Level | Best Models | SNP rs Number | Training Accuracy | Classification Accuracy | Prediction Accuracy |
|---|---|---|---|---|---|
| 1 |
| rs1801133 | 69.70 | 68.23 | 50.00 |
| 2 |
| rs9934438, rs1801131 | 73.79 | 76.04 | 54.17 |
| *3 |
| rs9934438, | 88.33 | 82.29 | 95.83 |
‘*’ indicates overall best model.
Figure 1The illustration of MDR fit with three-way split on LVAD dataset with 98 individuals at 21 SNPs (k = 3). SNP 2 is polymorphism rs9934438 in VKORC1*2 gene; SNP12 is polymorphism rs2070959 in UGT1A6 gene; SNP16 is polymorphism rs1801133 in MTHFR*1.
Summary table for MDR fit with three-way split validation (k = 4).
| Level | Best Models | SNP rs Number | Training Accuracy | Classification Accuracy | Prediction Accuracy |
|---|---|---|---|---|---|
| 1 |
| rs5918 | 66.82 | 83.18 | 83.18 |
| 2 |
| rs9934438 | 74.24 | 86.41 | 86.41 |
| 3 |
| rs5918 | 83.79 | 95.16 | 95.16 |
| *4 |
| rs5918 | 92.12 | 96.77 | 96.77 |
‘*’ indicates overall best model.
Figure 2ROC plots for a model containing SNP variants for HF patients. (A) ROC plot for a model containing 19 SNP variants for HF patients (AUC = 0.85). (B) ROC plot for a model containing 4 SNP variants for HF patients (AUC = 0.68).