| Literature DB >> 34295719 |
Yu Liu1, Zhongyu Jian1,2, Yucheng Ma1, Yuntian Chen3, Xi Jin1, Liang Zhou1, Kunjie Wang1, Hong Li1.
Abstract
BACKGROUND: Retrograde intrarenal surgery (RIRS) is widely performed for renal stones. Theoretically, removing renal stones could prevent the deterioration of renal function. However, two studies reported that not all patients would see an increase in renal function after RIRS. The aim of our study was to evaluate the change of renal function of the operative site, and to identify predictors of improvement or deterioration of renal function after RIRS.Entities:
Keywords: Renal stones; nomogram model; predictor; renal function; retrograde intrarenal surgery (RIRS)
Year: 2021 PMID: 34295719 PMCID: PMC8261420 DOI: 10.21037/tau-20-1521
Source DB: PubMed Journal: Transl Androl Urol ISSN: 2223-4683
Figure 1Segmentations of kidney on computed tomography in a renal stone patient. (A) Drawing an outline of renal stone in one segmentation and calculating its volume. (B) Calculating the maximal renal stone size of renal stone. (C) Calculating the renal parenchymal thickness.
Characteristics of patients and stones
| Variable | Total (n=120) | Improved (n=21) | Stable (n=79) | Deteriorated (n=20) | P value |
|---|---|---|---|---|---|
| Demographic characteristics | |||||
| Age (year)† | 47.4 (11.7) | 46.9 (9.9) | 46.4 (12.1) | 51.5 (11.4) | 0.219 |
| Gender (male)§ | 81 (67.5%) | 11 (52.4%) | 57 (72.2%) | 13 (65.0%) | 0.22 |
| BMI (kg/m2)‡ | 24.60 (3.73) | 23.81 (3.22) | 24.57 (4.08) | 25.08 (2.86) | 0.52 |
| Smoking (yes)§ | 36 (30.0%) | 4 (19.0%) | 24 (30.4%) | 8 (40.0%) | 0.34 |
| Drinking (yes)§ | 28 (23.3%) | 3 (14.3%) | 20 (25.3%) | 5 (25.0%) | 0.558 |
| Disease history | |||||
| Diabetes mellitus (yes)§ | 9 (7.5%) | 0 (0.0%) | 7 (8.9%) | 2 (10.0%) | 0.351 |
| Hypertension (yes)§ | 32 (26.7%) | 8 (38.5%) | 17 (21.5%) | 7 (35.0%) | 0.204 |
| Hyperuricemia/Gout (yes)§ | 38 (31.7%) | 6 (28.6%) | 26 (32.9%) | 6 (30.0%) | 0.916 |
| Renal tubular acidosis (yes)§ | 2 (1.7%) | 1 (4.8%) | 0 (0.0%) | 1 (5.0%) | 0.141 |
| Operation data | |||||
| SWL history (yes)§ | 30 (25.0%) | 9 (42.9%) | 15 (19.0%) | 6 (30.0%) | 0.069 |
| RIRS history (yes)§ | 20 (16.7%) | 2 (9.5%) | 13 (16.5%) | 5 (25.0%) | 0.412 |
| PCNL history (yes)§ | 15 (12.5%) | 2 (9.5%) | 12 (15.2%) | 1 (5.0%) | 0.423 |
| Open nephrolithotomy history (yes)§ | 12 (10.0%) | 1 (4.8%) | 9 (11.4%) | 2 (10.0%) | 0.667 |
| nephrolithotomy history (yes)§ | 60 (50.0%) | 11 (52.4%) | 37 (46.8%) | 12 (60.0%) | 0.559 |
| Flexible ureteroscopic time (min)‡ | 26.80 (24.65) | 26.10 (22.45) | 24.30 (24.80) | 34.05 (40.90) | 0.214 |
| Laboratory data | |||||
| RBC (1012/L)† | 4.63 (0.54) | 4.40 (0.59) | 4.72 (0.54) | 4.53 (0.46) | 0.037 |
| Hemoglobin (g/L)† | 136.80 (17.89) | 132.67 (16.87) | 137.96 (18.71) | 136.55 (15.63) | 0.487 |
| ALP (IU/L)† | 80.79 (22.10) | 70.38 (17.93) | 83.92 (23.44) | 79.35 (17.41) | 0.041 |
| Serum uric acid (μmol/L)† | 379.11 (88.94) | 367.10 (96.43) | 381.75 (87.82) | 381.30 (88.86) | 0.795 |
| Serum creatinine (μmol/L)‡ | 83.80 (30.75) | 87.00 (37.50) | 83.10 (26.60) | 89.90 (35.25) | 0.451 |
| LDL (mmol/L)† | 2.61 (0.75) | 2.27 (0.66) | 2.73 (0.72) | 2.47 (0.82) | 0.026 |
| Triglyceride (mmol/L)‡ | 1.66 (1.30) | 1.52 (2.99) | 1.59 (1.27) | 1.93 (1.60) | 0.145 |
| Cholesterol (mmol/L)† | 4.50 (0.88) | 4.37 (0.71) | 4.53 (0.91) | 4.51 (0.91) | 0.765 |
| HDL (mmol/L)‡ | 1.14 (0.37) | 1.21 (0.43) | 1.14 (0.35) | 1.10 (0.55) | 0.532 |
| Imaging data | |||||
| GFR of operative site (mL/min)† | 33.47 (14.60) | 26.92 (9.96) | 36.01 (14.80) | 30.34 (15.71) | 0.022 |
| GFR of operative site§ | 0.046 | ||||
| Severe renal impairment (<15 mL/min) | 12 (10.0%) | 2 (9.5%) | 6 (7.6%) | 4 (20.0%) | |
| Moderate renal impairment (15–30 mL/min) | 34 (28.3%) | 10 (47.6%) | 19 (24.1%) | 5 (25.0%) | |
| Mild renal impairment (30–45 mL/min) | 48 (40.0%) | 9 (42.9%) | 31 (39.2%) | 8 (40.0%) | |
| Normal renal function (>45 mL/min) | 26 (21.7%) | 0 (0.0%) | 23 (29.1%) | 3 (15.0%) | |
| Renal parenchymal thickness (mm)† | 21.60 (5.28) | 23.63 (5.63) | 21.66 (5.18) | 19.25 (4.51) | 0.027 |
| Hydronephrosis (yes)§ | 91 (75.8%) | 18 (85.7%) | 59 (74.7%) | 14 (70.0%) | 0.461 |
| Ureteral stone (yes)§ | 45 (37.5%) | 8 (38.1%) | 34 (43.0%) | 3 (15.0%) | 0.069 |
| Ureterostenosis (yes)§ | 44 (36.7%) | 7 (33.3%) | 30 (38.0%) | 7 (35.0%) | 0.913 |
| Ureteral stone or ureterostenosis (yes)§ | 62 (51.7%) | 9 (42.9%) | 46 (58.2%) | 7 (35.0%) | 0.120 |
| Renal stone volume (cm3)‡ | 1.80 (3.46) | 2.02 (3.94) | 1.75 (3.14) | 2.46 (4.69) | 0.188 |
| Maximal renal stone size (mm)‡ | 13.7 (11.0) | 10.8 (11.5) | 12.8 (11.3) | 15.7 (8.1) | 0.162 |
†, data were presented as mean (standard deviation), and were analyzed with analysis of variance (ANOVA); ‡, data were presented as median (interquartile range), and were analyzed with Kruskal-Wallis test; §, data were presented as quantity (percentage), and were analyzed with Chi-square test or Fisher’s Exact test. BMI, body mass index; SWL, shock wave lithotripsy; RIRS, retrograde intrarenal surgery; PCNL, percutaneous nephrolithotomy; RBC, red blood cell; ALP, alkaline phosphatase; LDL, low density lipoprotein; HDL, high density lipoprotein; GFR, glomerular filtration rate.
Factors associated with the improved renal function of operative site after retrograde intrarenal surgery
| Variable | Univariate | Multivariate | |||
|---|---|---|---|---|---|
| OR (95% CI) | P value | OR (95% CI) | P value | ||
| Demographic characteristics | |||||
| Age (year) | 1.004 (0.964–1.045) | 0.857 | |||
| Gender (male) | 0.456 (0.175–1.190) | 0.108 | |||
| BMI (kg/m2) | 1.118 (0.937–1.333) | 0.216 | |||
| Smoking (yes) | 2.030 (0.631–6.526) | 0.235 | |||
| Drinking (yes) | 2.027 (0.550–7.465) | 0.288 | |||
| Disease history | |||||
| Diabetes mellitus (yes) | 1.001 (0.376–2.665) | 0.999 | |||
| Hypertension (yes) | 0.520 (0.193–1.404) | 0.197 | |||
| Hyperuricemia/Gout (yes) | 1.194 (0.424–3.365) | 0.737 | |||
| Renal tubular acidosis (yes) | 0.204 (0.012–3.401) | 0.268 | |||
| Operation data | |||||
| SWL history (yes) | 0.359 (0.133–0.966) | 0.042 | 0.321 (0.116–0.891) | 0.029 | |
| RIRS history (yes) | 2.111 (0.451–9.886) | 0.343 | |||
| PCNL history (yes) | 1.436 (0.299–6.899) | 0.651 | |||
| Open nephrolithotomy history (yes) | 2.500 (0.305–20.495) | 0.393 | |||
| nephrolithotomy history (yes) | 0.891 (0.347–2.287) | 0.810 | |||
| Flexible ureteroscopic time (min) | 1.002 (0.978–1.028) | 0.848 | |||
| Laboratory data | |||||
| RBC (1012/L) | 2.602 (1.070–6.327) | 0.035 | 2.381(0.800–7.086) | 0.119 | |
| Hemoglobin (g/L) | 1.015 (0.990–1.042) | 0.246 | |||
| ALP (IU/L) | 1.032 (1.005–1.059) | 0.021 | 1.033 (1.005–1.062) | 0.019 | |
| Serum uric acid (μmol/L) | 1.002 (0.997–1.007) | 0.495 | |||
| Serum creatinine (μmol/L) | 0.985 (0.968–1.001) | 0.071 | 0.975 (0.957–0.994) | 0.011 | |
| LDL (mmol/L) | 2.211 (1.103–4.429) | 0.025 | 2.212 (1.082–4.522) | 0.030 | |
| Triglyceride (mmol/L) | 0.807 (0.603–1.080) | 0.148 | |||
| Cholesterol (mmol/L) | 1.225 (0.711–2.109) | 0.465 | |||
| HDL (mmol/L) | 0.507 (0.105–2.457) | 0.399 | |||
| Imaging data | |||||
| GFR of operative site (mL/min) | 1.042 (1.005–1.080) | 0.026 | 1.043 (1.005–1.082) | 0.026 | |
| Renal parenchymal thickness (mm) | 0.909 (0.824–1.002) | 0.056 | 0.903 (0.817–0.998) | 0.049 | |
| Hydronephrosis (yes) | 0.468 (0.127–1.720) | 0.253 | |||
| Ureteral stone (yes) | 0.970 (0.368–2.559) | 0.951 | |||
| Ureterostenosis (yes) | 1.194 (0.442–3.226) | 0.727 | |||
| Ureteral stone or ureterostenosis (yes) | 1.536 (0.594–3.973) | 0.376 | |||
| Renal stone volume (cm3) | 0.989 (0.902–1.084) | 0.814 | |||
| Maximal renal stone size (mm) | 1.022 (0.966–1.081) | 0.444 | |||
BMI, body mass index; SWL, shock wave lithotripsy; RIRS, retrograde intrarenal surgery; PCNL, percutaneous nephrolithotomy; RBC, red blood cell; ALP, alkaline phosphatase; LDL, low density lipoprotein; HDL, high density lipoprotein; GFR, glomerular filtration rate; OR, odds ratio; CI, confidence intervals.
Figure 2Predictive model for predicting the improved renal function after retrograde intrarenal surgery using flexible ureteroscope. (A) LASSO coefficient profiles of all the characteristics of patients and stones. (B) Identification of the optimal penalization coefficient Lambda in the LASSO model with 10-fold cross validation via minimum criteria. (C) Receiver operating characteristic curve of predictive model. (D) The nomogram of predictive model. LASSO, least absolute shrinkage and selection operator.
Factors associated with the deteriorated renal function of operative site after retrograde intrarenal surgery
| Variable | Univariate | Multivariate | |||
|---|---|---|---|---|---|
| OR (95% CI) | P value | OR (95% CI) | P value | ||
| Demographic characteristics | |||||
| Age (year) | 1.041 (0.994–1.089) | 0.086 | 1.041 (0.995–1.090) | 0.082 | |
| Gender (male) | 1.144 (0.417–3.143) | 0.794 | |||
| BMI (kg/m2) | 0.970 (0.816–1.152) | 0.726 | |||
| Smoking (yes) | 1.714 (0.634–4.639) | 0.289 | |||
| Drinking (yes) | 1.116 (0.366–3.400) | 0.847 | |||
| Disease history | |||||
| Diabetes mellitus (yes) | 1.476 (0.283–7.691) | 0.644 | |||
| Hypertension (yes) | 1.615 (0.580–4.499) | 0.359 | |||
| Hyperuricemia/Gout (yes) | 0.911 (0.320–2.588) | 0.861 | |||
| Renal tubular acidosis (yes) | 5.211 (0.312–86.975) | 0.250 | |||
| Operation data | |||||
| SWL history (yes) | 1.357 (0.470–3.920) | 0.573 | |||
| RIRS history (yes) | 1.889 (0.597–5.974) | 0.279 | |||
| PCNL history (yes) | 0.323 (0.040–2.611) | 0.289 | |||
| Open nephrolithotomy history (yes) | 1.000 (0.202–4.955) | 1.000 | |||
| nephrolithotomy history (yes) | 1.625 (0.612–4.316) | 0.330 | |||
| Flexible ureteroscopic time (min) | 1.031 (1.007–1.055) | 0.012 | 1.033 (1.008–1.058) | 0.008 | |
| Laboratory data | |||||
| RBC (1012/L) | 0.667 (0.277–1.064) | 0.365 | |||
| Hemoglobin (g/L) | 0.999 (0.973–1.026) | 0.945 | |||
| ALP (IU/L) | 0.996 (0.975–1.019) | 0.749 | |||
| Serum uric acid (μmol/L) | 1.000 (0.995–1.006) | 0.904 | |||
| Serum creatinine (μmol/L) | 1.007 (0.990–1.025) | 0.412 | |||
| LDL (mmol/L) | 0.738 (0.382–1.425) | 0.365 | |||
| Triglyceride (mmol/L) | 1.071 (0.814–1.409) | 0.624 | |||
| Cholesterol (mmol/L) | 1.011 (0.583–1.753) | 0.969 | |||
| HDL (mmol/L) | 1.747 (0.349–8.750) | 0.497 | |||
| Imaging data | |||||
| GFR of operative site (mL/min) | 0.982 (0.949–1.016) | 0.293 | |||
| Renal parenchymal thickness (mm) | 0.902 (0.820–0.991) | 0.032 | 0.901 (0.817–0.992) | 0.035 | |
| Hydronephrosis (yes) | 0.697 (0.241–2.019) | 0.506 | |||
| Ureteral stone (yes) | 4.103 (1.130–14.907) | 0.032 | 4.284 (1.165–15.749) | 0.029 | |
| Ureterostenosis (yes) | 0.917 (0.336–2.504) | 0.865 | |||
| Ureteral stone or ureterostenosis (yes) | 0.441 (0.162–1.197) | 0.108 | |||
| Renal stone volume (cm3) | 1.038 (0.954–1.130) | 0.384 | |||
| Maximal renal stone size (mm) | 1.047 (0.992–1.105) | 0.093 | 1.051 (0.994–1.111) | 0.083 | |
BMI, body mass index; SWL, shock wave lithotripsy; RIRS, retrograde intrarenal surgery; PCNL, percutaneous nephrolithotomy; RBC, red blood cell; ALP, alkaline phosphatase; LDL, low density lipoprotein; HDL, high density lipoprotein; GFR, glomerular filtration rate; OR, odds ratio; CI, confidence intervals.
Figure 3Predictive model for predicting the deteriorated renal function after retrograde intrarenal surgery using flexible ureteroscope. (A) LASSO coefficient profiles of all the characteristics of patients and stones. (B) Identification of the optimal penalization coefficient Lambda in the LASSO model with 10-fold cross validation via minimum criteria. (C) Receiver operating characteristic curve of predictive model. (D) The nomogram of predictive model. LASSO, least absolute shrinkage and selection operator.