1Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
2Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, Korea
3Department of Internal Medicine, Korea University Guro Hospital, Seoul, Korea
4Department of Computer Science and Engineering, Seoul National University College of Engineering, Seoul, Korea
5Department of Pediatrics, Seoul National University Children’s Hospital, Seoul National University College of Medicine, Seoul, Korea
6Department of Statistics, Keimyung University, Daegu, Korea
7Transdisciplinary Department of Medicine and Advanced Technology, Seoul National University Hospital, Seoul, Korea
8Biomedical Research Institute, Seoul National University Hospital, Seoul, Korea
9Department of Biomedical Engineering, Seoul National University, Seoul, Korea
Copyright © 2021 by the Korean Cancer Association
This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Ethical Statement
This study was conducted ethically in accordance with the World Medical Association Declaration of Helsinki and approved by the institutional review board at SNUH (H-1509-051-702) with waiver of individual patient consent.
Author Contributions
Conceived and designed the analysis: Kang U, Kang HG, Yoon HJ, Lee H.
Collected the data: Cho S, Kang E, Kim JE, Park M, Lee H.
Contributed data or analysis tools: Cho S, Kang E, Park M, Lee H.
Performed the analysis: Cho S, Kang E, Park M, Lee H.
Wrote the paper: Cho S, Lee H.
Editing and revision of manuscript and approval of final version: Kang E, Kim JE, Kang U, Kang HG, Park M, Kim K, Kim DK, Joo KW, Kim YS, Yoon HJ, Lee H.
Conflicts of Interest
Conflict of interest relevant to this article was not reported.
Characteristic | Total (n=3,202) | No AKI (n=1,783) | AKI stage 1 (n=1,351) | AKI stage 2/3 (n=68) | p for trend |
---|---|---|---|---|---|
Age (yr) | 63.8±10.3 | 62.9±10.7 | 64.8±9.8 | 66.0±8.7 | < 0.001 |
Female sex (%) | 31.4 | 36.6 | 24.6 | 28.6 | < 0.001 |
BMI | |||||
Normal weighta) | 68.7 | 68.4 | 69.3 | 67.6 | 0.612 |
Underweighta) | 3.5 | 3.2 | 4.0 | 2.9 | |
Overweighta) | 25.7 | 26.5 | 24.6 | 25.0 | |
Obesitya) | 2.1 | 2.0 | 2.1 | 4.4 | |
SBP (mmHg) | 123.7±16.5 | 123.0±16.2 | 124.3±16.6 | 126.4±18.8 | 0.038 |
DBP (mmHg) | 76.0±11.3 | 76.0±11.2 | 76.0±11.4 | 74.5±10.2 | 0.531 |
Diabetes mellitus (%) | 13.8 | 10.7 | 17.4 | 22.9 | < 0.001 |
Smoking history (%) | 32.9 | 30.6 | 35.6 | 37.1 | 0.010 |
Initial eGFR < 60 (mL/min/1.73 m2) (%) | 11.0 | 7.4 | 15.4 | 16.2 | < 0.001 |
Anemia (%)b) | 31.9 | 26.4 | 38.6 | 44.1 | < 0.001 |
Calcium (mg/dL) | 9.1±0.6 | 9.1±0.6 | 9.0±0.6 | 8.9±0.6 | < 0.001 |
Phosphorus (mg/dL) | 3.4±0.6 | 3.5±0.6 | 3.4±0.6 | 3.4±0.8 | < 0.001 |
Sodium (mmol/L) | 138.8±3.5 | 139.0±3.2 | 138.6±3.8 | 138.7±3.5 | 0.001 |
Potassium (mmol/L) | 4.2±0.4 | 4.2±0.4 | 4.3±0.5 | 4.2±0.5 | < 0.001 |
Chloride (mmol/L) | 102.9±3.7 | 103.0±3.4 | 102.9±4.0 | 102.5±3.9 | 0.433 |
Total CO2 (mmol/L) | 26.0±3.1 | 26.2±2.9 | 25.8±3.2 | 25.5±3.4 | < 0.001 |
Uric acid (mg/dL) | 4.9±1.6 | 4.8±1.5 | 5.1±1.7 | 4.9±1.8 | 0.001 |
Albumin (g/dL) | 4.0±0.5 | 4.0±0.5 | 3.9±0.5 | 3.8±0.5 | < 0.001 |
Alkaline phosphatase (IU/L) | 86.0±69.4 | 83.4±64.7 | 89.3±76.1 | 85.1±40.9 | 0.061 |
CT count/yr | 4.3±3.9 | 3.7±3.6 | 5.0±4.0 | 5.3±3.8 | < 0.001 |
Values are presented as mean±SD unless otherwise indicated. AKI, acute kidney injury; BMI, body mass index; CT, computed tomography; DBP, diastolic blood pressure; eGFR, estimated glomerular filtration rate; Hb, hemoglobin; SBP, systolic blood pressure.
a) Underweight: BMI < 18 kg/m2, normal weight: 18 ≤ BMI < 25 kg/m2, overweight: 25 ≤ BMI < 30 kg/m2, obesity: ≥ 30 kg/m2,
b) Anemia: Hb < 12 g/dL (if female), Hb < 13 g/dL (if male).
Total (n=3,202) | No AKI (n=1,783) | AKI stage 1 (n=1,351) | AKI stage 2/3 (n=68) | p for trend | |
---|---|---|---|---|---|
Pathology (%) | |||||
Adenocarcinoma | 56.2 | 60.9 | 50.3 | 50.0 | < 0.001 |
Squamous cell carcinoma | 23.1 | 20.0 | 27.3 | 21.4 | |
Small cell carcinoma | 10.6 | 8.1 | 13.5 | 15.7 | |
Others | 10.1 | 10.9 | 8.9 | 12.9 | |
SEER stage (%) | |||||
0, 1 (localized or in situ) | 23.3 | 26.5 | 19.2 | 21.4 | < 0.001 |
2, 3, 4, 5 (regional) | 35.9 | 34.4 | 28.2 | 32.9 | |
7 (distant) | 27.6 | 25.6 | 30.1 | 31.4 | |
9 (unknown) | 13.1 | 13.5 | 12.5 | 14.3 | |
Treatment (%) | |||||
Surgery yes, chemotherapy no | 25.8 | 31.0 | 19.2 | 18.6 | 0.008 |
Surgery yes, chemotherapy yes | 24.9 | 21.7 | 29.2 | 20.0 | |
Surgery no, chemotherapy yes | 38.6 | 32.7 | 45.7 | 51.4 | |
Surgery no, chemotherapy no | 10.8 | 14.5 | 5.9 | 10.0 | |
Nephrotoxic chemotherapeutic agents (%)a) | 53.6 | 53.1 | 54.0 | 58.8 | 0.589 |
No. (%) (n=68) | |
---|---|
Pathology | |
Adenocarcinoma | 33 (48.5) |
Squamous cell carcinoma | 15 (22.0) |
Small cell carcinoma | 11 (16.2) |
Others | 9 (13.2) |
Cause of AKI | |
Septic | 30 (44.1) |
Ischemic | 15 (22.1) |
Postoperative | 8 (11.8) |
Toxica) | 6 (8.8) |
Cardiorenal | 2 (2.9) |
Others | 7 (10.3) |
Renal replacement therapy | 3 (4.4) |
Admission to intensive care unit | 11 (16.2) |
Improvement of AKI | 63 (92.6) |
Death | 10 (14.7) |
Univariate | Model 1a) | Model 2b) | Model 3c) | |||||
---|---|---|---|---|---|---|---|---|
|
|
|
|
|||||
HR (95% CI) | p-value | HR (95% CI) | p-value | HR (95% CI) | p-value | HR (95% CI) | p-value | |
No AKI | 1 (reference) | 1 (reference) | 1 (reference) | 1 (reference) | ||||
|
||||||||
AKI stage 1 | 1.32 (1.179–1.476) | < 0.001 | 1.19 (1.058–1.330) | 0.004 | 1.18 (1.047–1.322) | 0.006 | 1.15 (1.022–1.292) | 0.020 |
|
||||||||
AKI stage 2, 3 | 1.88 (1.304–2.715) | < 0.001 | 1.78 (1.230–2.567) | 0.002 | 1.76 (1.217–2.551) | 0.003 | 1.73 (1.194–2.505) | 0.004 |
No AKI (n=1,783) | AKI stage 1 (n=1,351) | AKI stage 2/3 (n=68) | Total (n=3,202) | p-value | |
---|---|---|---|---|---|
CKD occurrencea) | 18 (1.0) | 192 (14.2) | 16 (23.5) | 226 (7.1) | < 0.001 |
CKD worseningb) | 1,397 (78.4) | 1,108 (82.0) | 59 (86.8) | 2,564 (80.1) | < 0.001 |
ESKD progression | 0 | 18 (1.3) | 3 (4.4) | 21 (0.7) | < 0.001 |
Values are presented as number (%). AKI, acute kidney injury; CKD, chronic kidney disease; eGFR, estimated glomerular filtration rate; ESKD, end-stage kidney disease.
a) CKD occurrence: initial eGFR ≥ 60 mL/min/1.73 m2 and last eGFR < 60 mL/min/1.73 m2,
b) CKD worsening: last CKD stage worse than initial CKD stage.
Characteristic | Total (n=3,202) | No AKI (n=1,783) | AKI stage 1 (n=1,351) | AKI stage 2/3 (n=68) | p for trend |
---|---|---|---|---|---|
Age (yr) | 63.8±10.3 | 62.9±10.7 | 64.8±9.8 | 66.0±8.7 | < 0.001 |
Female sex (%) | 31.4 | 36.6 | 24.6 | 28.6 | < 0.001 |
BMI | |||||
Normal weight |
68.7 | 68.4 | 69.3 | 67.6 | 0.612 |
Underweight |
3.5 | 3.2 | 4.0 | 2.9 | |
Overweight |
25.7 | 26.5 | 24.6 | 25.0 | |
Obesity |
2.1 | 2.0 | 2.1 | 4.4 | |
SBP (mmHg) | 123.7±16.5 | 123.0±16.2 | 124.3±16.6 | 126.4±18.8 | 0.038 |
DBP (mmHg) | 76.0±11.3 | 76.0±11.2 | 76.0±11.4 | 74.5±10.2 | 0.531 |
Diabetes mellitus (%) | 13.8 | 10.7 | 17.4 | 22.9 | < 0.001 |
Smoking history (%) | 32.9 | 30.6 | 35.6 | 37.1 | 0.010 |
Initial eGFR < 60 (mL/min/1.73 m2) (%) | 11.0 | 7.4 | 15.4 | 16.2 | < 0.001 |
Anemia (%) |
31.9 | 26.4 | 38.6 | 44.1 | < 0.001 |
Calcium (mg/dL) | 9.1±0.6 | 9.1±0.6 | 9.0±0.6 | 8.9±0.6 | < 0.001 |
Phosphorus (mg/dL) | 3.4±0.6 | 3.5±0.6 | 3.4±0.6 | 3.4±0.8 | < 0.001 |
Sodium (mmol/L) | 138.8±3.5 | 139.0±3.2 | 138.6±3.8 | 138.7±3.5 | 0.001 |
Potassium (mmol/L) | 4.2±0.4 | 4.2±0.4 | 4.3±0.5 | 4.2±0.5 | < 0.001 |
Chloride (mmol/L) | 102.9±3.7 | 103.0±3.4 | 102.9±4.0 | 102.5±3.9 | 0.433 |
Total CO2 (mmol/L) | 26.0±3.1 | 26.2±2.9 | 25.8±3.2 | 25.5±3.4 | < 0.001 |
Uric acid (mg/dL) | 4.9±1.6 | 4.8±1.5 | 5.1±1.7 | 4.9±1.8 | 0.001 |
Albumin (g/dL) | 4.0±0.5 | 4.0±0.5 | 3.9±0.5 | 3.8±0.5 | < 0.001 |
Alkaline phosphatase (IU/L) | 86.0±69.4 | 83.4±64.7 | 89.3±76.1 | 85.1±40.9 | 0.061 |
CT count/yr | 4.3±3.9 | 3.7±3.6 | 5.0±4.0 | 5.3±3.8 | < 0.001 |
Values are presented as mean±SD unless otherwise indicated. AKI, acute kidney injury; BMI, body mass index; CT, computed tomography; DBP, diastolic blood pressure; eGFR, estimated glomerular filtration rate; Hb, hemoglobin; SBP, systolic blood pressure.
a)Underweight: BMI < 18 kg/m2, normal weight: 18 ≤ BMI < 25 kg/m2, overweight: 25 ≤ BMI < 30 kg/m2, obesity: ≥ 30 kg/m2,
b)Anemia: Hb < 12 g/dL (if female), Hb < 13 g/dL (if male).
Total (n=3,202) | No AKI (n=1,783) | AKI stage 1 (n=1,351) | AKI stage 2/3 (n=68) | p for trend | |
---|---|---|---|---|---|
Pathology (%) | |||||
Adenocarcinoma | 56.2 | 60.9 | 50.3 | 50.0 | < 0.001 |
Squamous cell carcinoma | 23.1 | 20.0 | 27.3 | 21.4 | |
Small cell carcinoma | 10.6 | 8.1 | 13.5 | 15.7 | |
Others | 10.1 | 10.9 | 8.9 | 12.9 | |
SEER stage (%) | |||||
0, 1 (localized or in situ) | 23.3 | 26.5 | 19.2 | 21.4 | < 0.001 |
2, 3, 4, 5 (regional) | 35.9 | 34.4 | 28.2 | 32.9 | |
7 (distant) | 27.6 | 25.6 | 30.1 | 31.4 | |
9 (unknown) | 13.1 | 13.5 | 12.5 | 14.3 | |
Treatment (%) | |||||
Surgery yes, chemotherapy no | 25.8 | 31.0 | 19.2 | 18.6 | 0.008 |
Surgery yes, chemotherapy yes | 24.9 | 21.7 | 29.2 | 20.0 | |
Surgery no, chemotherapy yes | 38.6 | 32.7 | 45.7 | 51.4 | |
Surgery no, chemotherapy no | 10.8 | 14.5 | 5.9 | 10.0 | |
Nephrotoxic chemotherapeutic agents (%) |
53.6 | 53.1 | 54.0 | 58.8 | 0.589 |
Values are presented as percentage. AKI, acute kidney injury; SEER, Surveillance, Epidemiology, and End Results.
a)Nephrotoxic chemotherapeutic agents: cisplatin, carboplatin, ifosfamide, gemcitabine, pemetrexed.
No. (%) (n=68) | |
---|---|
Pathology | |
Adenocarcinoma | 33 (48.5) |
Squamous cell carcinoma | 15 (22.0) |
Small cell carcinoma | 11 (16.2) |
Others | 9 (13.2) |
Cause of AKI | |
Septic | 30 (44.1) |
Ischemic | 15 (22.1) |
Postoperative | 8 (11.8) |
Toxic |
6 (8.8) |
Cardiorenal | 2 (2.9) |
Others | 7 (10.3) |
Renal replacement therapy | 3 (4.4) |
Admission to intensive care unit | 11 (16.2) |
Improvement of AKI | 63 (92.6) |
Death | 10 (14.7) |
AKI, acute kidney injury.
a)Contrast-induced nephropathy (2), platinum (2), gemcitabine (1), vancomycin (2).
Univariate | Model 1 |
Model 2 |
Model 3 | |||||
---|---|---|---|---|---|---|---|---|
|
|
|
| |||||
HR (95% CI) | p-value | HR (95% CI) | p-value | HR (95% CI) | p-value | HR (95% CI) | p-value | |
No AKI | 1 (reference) | 1 (reference) | 1 (reference) | 1 (reference) | ||||
| ||||||||
AKI stage 1 | 1.32 (1.179–1.476) | < 0.001 | 1.19 (1.058–1.330) | 0.004 | 1.18 (1.047–1.322) | 0.006 | 1.15 (1.022–1.292) | 0.020 |
| ||||||||
AKI stage 2, 3 | 1.88 (1.304–2.715) | < 0.001 | 1.78 (1.230–2.567) | 0.002 | 1.76 (1.217–2.551) | 0.003 | 1.73 (1.194–2.505) | 0.004 |
AKI, acute kidney injury; CI, confidence interval; HR, hazard ratio.
a)Model 1: age, sex adjusted,
b)Model 2: model 1+BMI, smoking, initial eGFR, anemia, hyponatremia adjusted,
c)Model 3: model 2+pathologic subtype adjusted.
No AKI (n=1,783) | AKI stage 1 (n=1,351) | AKI stage 2/3 (n=68) | Total (n=3,202) | p-value | |
---|---|---|---|---|---|
CKD occurrence |
18 (1.0) | 192 (14.2) | 16 (23.5) | 226 (7.1) | < 0.001 |
CKD worsening |
1,397 (78.4) | 1,108 (82.0) | 59 (86.8) | 2,564 (80.1) | < 0.001 |
ESKD progression | 0 | 18 (1.3) | 3 (4.4) | 21 (0.7) | < 0.001 |
Values are presented as number (%). AKI, acute kidney injury; CKD, chronic kidney disease; eGFR, estimated glomerular filtration rate; ESKD, end-stage kidney disease.
a)CKD occurrence: initial eGFR ≥ 60 mL/min/1.73 m2 and last eGFR < 60 mL/min/1.73 m2,
b)CKD worsening: last CKD stage worse than initial CKD stage.
Values are presented as mean±SD unless otherwise indicated. AKI, acute kidney injury; BMI, body mass index; CT, computed tomography; DBP, diastolic blood pressure; eGFR, estimated glomerular filtration rate; Hb, hemoglobin; SBP, systolic blood pressure. Underweight: BMI < 18 kg/m2, normal weight: 18 ≤ BMI < 25 kg/m2, overweight: 25 ≤ BMI < 30 kg/m2, obesity: ≥ 30 kg/m2, Anemia: Hb < 12 g/dL (if female), Hb < 13 g/dL (if male).
Values are presented as percentage. AKI, acute kidney injury; SEER, Surveillance, Epidemiology, and End Results. Nephrotoxic chemotherapeutic agents: cisplatin, carboplatin, ifosfamide, gemcitabine, pemetrexed.
AKI, acute kidney injury. Contrast-induced nephropathy (2), platinum (2), gemcitabine (1), vancomycin (2).
AKI, acute kidney injury; CI, confidence interval; HR, hazard ratio. Model 1: age, sex adjusted, Model 2: model 1+BMI, smoking, initial eGFR, anemia, hyponatremia adjusted, Model 3: model 2+pathologic subtype adjusted.
Values are presented as number (%). AKI, acute kidney injury; CKD, chronic kidney disease; eGFR, estimated glomerular filtration rate; ESKD, end-stage kidney disease. CKD occurrence: initial eGFR ≥ 60 mL/min/1.73 m2 and last eGFR < 60 mL/min/1.73 m2, CKD worsening: last CKD stage worse than initial CKD stage.