| Literature DB >> 35905108 |
Yongzhong Tang1, Linchong Chen1, Bo Li2, Lin Yang3, Wen Ouyang1, Dan Li1.
Abstract
BACKGROUND: This study was conducted to investigate the relationship between the Neutrophil-Lymphocyte Ratio (NLR) and the incidence of surgery-related acute kidney injury (AKI) in non-cardiac surgery patients under general anaesthesia.Entities:
Mesh:
Year: 2022 PMID: 35905108 PMCID: PMC9337669 DOI: 10.1371/journal.pone.0270066
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.752
Fig 1ROC curve analysis of preoperative Neutrophil/lymphocyte ratio for the occurrence postoperative AKI.
Variables in training set and validation set.
| Training set | Validation set | |||||||
|---|---|---|---|---|---|---|---|---|
| Variable |
| Low NLR (N = 2556) | High NLR (N = 2501) | Total (N = 5057) |
| Low NLR (N = 849) | High NLR ( | Total (N = 1686) |
|
| 0 | 24(0.9) | 152(6.1) | 176(3.5) | 0 | 9(1.1) | 58(6.9) | 67(4.0) |
|
| 0 | 1136(44.4) | 1382(55.3) | 2518(49.8) | 0 | 388(45.7) | 462(55.2) | 850(50.4) |
|
| 0.245 | 51(44,61) | 52(43,62) | 52(43,62) | 0.304 | 51(43,61) | 52(43,62) | 51(43,61) |
|
| 0.368 | 1062(41.5) | 1007(40.3) | 2069(40.9) | 0.219 | 372(43.8) | 341(40.7) | 713(42.3) |
|
| 0 | 135(5.3) | 220(8.8) | 355(7.0) | 0.023 | 42(4.9) | 65(7.8) | 107(6.3) |
|
| 0.023 | 391(15.3) | 443(17.7) | 834(16.5) | 0.181 | 143(16.8) | 163(19.5) | 306(18.1) |
|
| 0.738 | 241(9.4) | 228(9.1) | 469(9.3) | 0.809 | 81(9.5) | 76(9.1) | 157(9.3) |
|
| 0 | 0 | ||||||
| | 1904(74.5) | 1394(55.7) | 3298(65.2) | 641(75.5) | 441(52.7) | 1082(64.2) | ||
| | 614(24.0) | 915(36.6) | 1529(30.2) | 198(23.3) | 329(39.3) | 527(31.3) | ||
| | 38(1.5) | 192(7.7) | 230(4.5) | 10(1.2) | 67(8.0) | 77(4.6) | ||
|
| 0.001 | 0.96(0.90,0.98) | 0.96(0.78,0.98) | 0.96(0.90,0.98) | 0.01 | 0.96(0.90,0.98) | 0.96(0.78,0.98) | 0.96(0.90,0.98) |
|
| 0 | 6.0(5.0,7.2) | 10.8(8.0,14.5) | 7.5(5.7,11.0) | 0 | 6.1(5.0,7.3) | 10.7(8.2,14.3) | 7.6(5.7,11.0) |
|
| 0 | 4.3(4.0,4.7) | 4.0(3.5,4.5) | 4.2(3.7,4.6) | 0 | 4.3(4.0,4.7) | 4.0(3.5,4.6) | 4.2(3.8,4.7) |
|
| 0 | 128(116,139) | 119(101,133) | 124(109,137) | 0 | 128(115,140) | 119(101,136) | 125(108,138) |
|
| 0 | 39.2(35.8,42.3) | 36.3(31.0,40.5) | 37.9(33.5,41.6) | 0 | 39.3(35.4,42.6) | 36.1(31.5,41.4) | 37.9(33.4,42.0) |
|
| 0 | 14.3(12.4,16.0) | 14.8(12.6,16.2) | 14.6(12.5,16.1) | 0.027 | 14.3(12.5,16.1) | 14.7(12.7,16.2) | 14.5(12.6,16.1) |
|
| 0 | 3.5(2.8,4.4) | 9.1(6.4,12.6) | 5.1(3.4,9.2) | 0 | 3.5(2.8,4.5) | 8.9(6.5,12.5) | 5.2(3.5,8.9) |
|
| 0 | 60.1(53.8,65.1) | 84.1(77.1,89.6) | 70.5(59.9,84.0) | 0 | 60.0(54.1,65.6) | 84.2(77.3,90.1) | 70.6(59.8,84.1) |
|
| 0 | 1.8(1.5,2.2) | 1.0(0.7,1.4) | 1.4(1.0,1.9) | 0 | 1.8(1.5,2.2) | 1.0(0.7,1.3) | 1.4(0.9,1.9) |
|
| 0 | 29.8(24.8,35.3) | 9.4(5.7,14.5) | 20.1(9.5,29.9) | 0 | 29.5(25.0,35.1) | 9.5(5.6,14.8) | 20.3(9.5,29.8) |
|
| 0 | 13.2(10.0,17.6) | 15.0(10.7,21.9) | 13.9(10.3,19.5) | 0 | 13.3(10.0,17.7) | 14.9(11.0,21.6) | 14.2(10.5,19.4) |
|
| 0 | 4.3(3.1,6.0) | 5.6(3.8,8.7) | 4.8(3.4,7.2) | 0 | 4.3(3.1,6.0) | 5.5(3.7,8.6) | 4.9(3.3,7.2) |
|
| 0 | 41.2(38.4,44.2) | 37.5(32.2,42.0) | 39.8(35.6,43.4) | 0 | 41.5(38.5,44.4) | 37.9(32.6,41.9) | 40.0(35.8,43.4) |
|
| 0 | 26.2(23.5,29.1) | 25.0(21.8,28.4) | 25.7(22.7,28.8) | 0 | 26.1(23.4,29.0) | 25.2(22.0,28.6) | 25.7(22.7,28.8) |
|
| 0 | 1.6(1.4,1.8) | 1.5(1.3,1.7) | 1.5(1.3,1.8) | 0 | 1.6(1.4,1.8) | 1.5(1.3,1.7) | 1.5(1.3,1.7) |
|
| 0.02 | 4.5(3.5,5.5) | 4.4(3.2,5.8) | 4.4(3.4,5.6) | 0.497 | 4.5(3.6,5.6) | 4.5(3.3,5.9) | 4.5(3.5,5.7) |
|
| 0 | 265(209,324) | 218(154,290) | 245(183,309) | 0 | 265(211,334) | 222(158,295) | 247(183,316) |
|
| 0.006 | 63(54,74) | 62(51,75) | 63(53,75) | 0.104 | 64(54,76) | 63(52,75) | 64(53,76) |
|
| 0 | 103.4(92.7,112.6) | 105(93.2,115.7) | 104.1(92.9,114.1) | 0.034 | 102.9(91.6,112.6) | 104.9(92.3,114.9) | 103.9(91.8,113.8) |
|
| 0 | 160(6.3) | 786(31.4) | 946(18.7) | 0 | 48(5.7) | 260(31.1) | 308(18.3) |
|
| 0.059 | 0.95 | ||||||
| | 1004(39.3) | 902(36.1) | 1906(37.7) | 317(37.3) | 307(36.7) | 624(37.0) | ||
| | 1474(57.7) | 1515(60.6) | 2989(59.1) | 507(59.7) | 504(60.2) | 1011(60.0) | ||
| | 78(3.1) | 84(3.4) | 162(3.2) | 25(2.9) | 26(3.1) | 51(3.0) | ||
|
| 0 | 810(31.7) | 486(19.4) | 1296(25.6) | 0 | 261(30.7) | 177(21.1) | 438(26.0) |
|
| 0 | 2.6(1.6,3.7) | 2.7(1.8,3.9) | 2.7(1.7,3.8) | 0.08 | 2.7(1.7,3.8) | 2.7(1.9,3.8) | 2.7(1.8,3.8) |
|
| 0 | 25(16,36) | 26(17,36) | 26(16,36) | 0.21 | 26(16,36) | 26(17,36) | 26(16,36) |
|
| 0 | 2.0(0.5,4.0) | 3.0 (1.0,6.0) | 2.0(1.0,5.0) | 0 | 2.0(0.8,4.0) | 2.5(1.0,5.0) | 2.0(1.0,5.0) |
|
| 0 | 58(2.3) | 365(14.6) | 423(8.4) | 0 | 9(1.1) | 144(17.2) | 153(9.1) |
Data are shown as mean ± SD or number (%), as appropriate. P = 0 means P<0.001, a statistically significant difference. AKI, acute kidney injury; Age(years old); CHD, coronary heart disease; DM, diabetes mellitus; ASA, American Society of Anesthesiologists; WBC, White Blood cell(109/L); RBC, red blood cell(1012/L); Hb, hemoglobin(g/L); Hct, hematocrit(%); PDW, platelet distribution width(fL); Neutrophils(109/L); Lymphocyte(109/L); percentage(%);TBIL, total bilirubin(μmol/L); DBIL, Direct Bilirubin(μmol/L); albumin, globulin(g/L); urea, creatinine, uric acid(μmol/L); eGFR, estimated glomerular filtration rate(ml/min/1.73m2); operative time(hours), intraoperative fluid infusion and blood loss(102ml).
The result from the lasso regression.
| Risk factor | coefficient | SD | Statistic |
|
| 2.5% | 97.5% | |
|---|---|---|---|---|---|---|---|---|
| intercept | - | -3.082 | 0.792 | -3.893 | 0 | 0.046 | 0.01 | 0.216 |
| X1 | Preoperative high NLR | 0.88 | 0.293 | 3.005 | 0.003 | 2.41 | 1.371 | 4.335 |
| X2 | RBC | -0.272 | 0.116 | -2.344 | 0.019 | 0.762 | 0.606 | 0.956 |
| X3 | Lymphocyte absolute value | -0.18 | 0.152 | -1.187 | 0.235 | 0.835 | 0.613 | 1.11 |
| X4 | Neutrophil absolute value | 0.031 | 0.016 | 1.928 | 0.054 | 1.031 | 0.999 | 1.063 |
| X5 | Platelet distribution width | 0.083 | 0.027 | 3.03 | 0.002 | 1.086 | 1.028 | 1.145 |
| X6 | Albumin | -0.023 | 0.013 | -1.833 | 0.067 | 0.977 | 0.954 | 1.002 |
| X7 | TBIL | 0.004 | 0.002 | 2.692 | 0.007 | 1.004 | 1.001 | 1.007 |
| X8 | Estimated 10-year survival rate | -1.21 | 0.388 | -3.119 | 0.002 | 0.298 | 0.142 | 0.652 |
| X9 | Emergency | 0.485 | 0.181 | 2.681 | 0.007 | 1.624 | 1.137 | 2.312 |
| X10 | Amount of Blood loss | 0.026 | 0.007 | 3.461 | 0.001 | 1.026 | 1.011 | 1.041 |
| X11 | ASA III | 0.75 | 0.194 | 3.857 | 0 | 2.116 | 1.45 | 3.113 |
| ASA IV | 1.166 | 0.272 | 4.294 | 0 | 3.21 | 1.873 | 5.443 |
P = 0 means P<0.001, a statistically significant difference. Abbreviation: OR (odds ratio), CI (confidence interval). RBC (red blood cell) (1012/L), absolute values of lymphocytes and neutrophils (109/L), Platelet distribution width (fL), albumin (g/L), TBIL (total bilirubin) (μmol/L), blood loss (102ml).
Fig 2Relationships between the ROC of training set and validation set.