| Literature DB >> 34069381 |
Daniel Turudic1, Anja Tea Golubic2, Mila Lovric3, Marko Bilic4, Danko Milosevic5,6.
Abstract
We analyzed children with urolithiasis with age- and gender-matched healthy children. Calcium (mmol/mmol creatinine) and the calcium/citrate ratio (mol/mmol) are the only variables that differentiate children before puberty from healthy children (ROC analysis confirmed only calcium/citrate as a significant variable with cut-off value > 0.84). Peri-pubertal children are distinguished from age- and gender-matched healthy children by the following variables: citrate (mmol/mol creatinine), calcium/citrate (mol/mmol), oxalate/glycosaminoglycans (mmol/g), oxalate/citrate ratios (mmol/mmol) and oxalate/(citrate × glycosaminoglycans) (mol oxalate × mol creatinine)/(mol citrate × g glycosaminoglycans). All variables were confirmed by ROC analysis with cut-off values ≤ 327.87, >1.02, >11.24, >0.12 and >0.03, respectively. These results indicate a different risk of urinary stones development before puberty vs. pubertal/postpubertal children and increasing importance (deficiency) of citrate and glycosaminoglycans in such children. J48 classifier confirmed the importance of the oxalate/(citrate × glycosaminoglycans) and the calcium/citrate ratios (Ox/Cit × GAG 0.22 and Cit/GAG 0.612) with the practically applicable classification tree for distinguishing between pubertal/postpubertal children with urolithiasis with age- and gender-matched healthy children.Entities:
Keywords: calcium; children; citrate; glycosaminoglycans; oxalate; urolithiasis
Year: 2021 PMID: 34069381 PMCID: PMC8158688 DOI: 10.3390/biom11050758
Source DB: PubMed Journal: Biomolecules ISSN: 2218-273X
Descriptive statistics and Mann–Whitney U-test for YC with urolithiasis and matched control group of healthy children (M = male, F = female).
| Total No. of Children | Healthy Children | Children with Urolithiasis | |||
|---|---|---|---|---|---|
| Variable | Healthy Children (YC) | YC Children with Urolithiasis ( | |||
| Mean | Median | Mean | Median | ||
| Age | 66.23 | 80.00 | 75.71 | 84.00 | 0.3679 |
| Ca | 0.57 | 0.20 | 0.66 | 0.60 | 0.0421 |
| Ox | 111.58 | 79.21 | 72.44 | 62.63 | 0.0971 |
| Cit | 438.49 | 368.10 | 391.36 | 380.42 | 0.7674 |
| GAG | 5.40 | 4.25 | 4.80 | 3.54 | 0.3347 |
| Ca/Cit | 1.06 | 0.84 | 4.54 | 1.60 | 0.0140 |
| Ox/GAG | 25.63 | 18.64 | 22.35 | 22.20 | 0.8672 |
| Ox/Cit | 0.26 | 0.22 | 0.39 | 0.18 | 0.2418 |
| Ox/(Cit × GAG) | 0.06 | 0.05 | 0.16 | 0.05 | 0.9692 |
| Cit/GAG | 109.93 | 85.18 | 127.62 | 84.66 | 0.8269 |
| Cr | 3.30 | 3.86 | 4.31 | 3.90 | 0.2687 |
Descriptive statistics and Mann–Whitney U-test for OC with urolithiasis and matched control group of healthy children (M = male, F = female).
| Total No. of Children | Healthy Children | Children with Urolithiasis | |||
|---|---|---|---|---|---|
| Variable | Healthy Children (OC) | OC Children with Urolithiasis ( | |||
| Mean | Median | Mean | Median | ||
| Age | 142.67 | 134.50 | 157.13 | 158.50 | 0.0818 |
| Ca | 0.34 | 0.36 | 0.46 | 0.33 | 0.6065 |
| Ox | 44.94 | 44.15 | 67.52 | 53.54 | 0.1157 |
| Cit | 363.89 | 361.71 | 261.59 | 239.61 | 0.0154 |
| GAG | 3.66 | 3.54 | 2.42 | 1.78 | 0.0794 |
| Ca/Cit | 1.06 | 0.85 | 2.26 | 1.50 | 0.0113 |
| Ox/GAG | 22.23 | 10.46 | 39.47 | 27.74 | 0.0278 |
| Ox/Cit | 0.14 | 0.11 | 0.39 | 0.25 | 0.0113 |
| Ox/(Cit × GAG) | 0.08 | 0.02 | 0.24 | 0.11 | 0.0058 |
| Cit/GAG | 136.61 | 98.55 | 152.32 | 133.04 | 0.8237 |
| Cr | 8.10 | 7.85 | 8.14 | 7.27 | 0.8021 |
Figure 1Possible gender differences between subgroups were tested by the Kruskal–Wallis test and Bonferroni multiple comparisons. Differences between female YC vs. OC male groups (p = 0.008) were further test by post-hoc Mann–Whitney U test in accordance with cut-off values to our gender median (female 109 mo. and male 127 mo.). Significant differences were found for Ca (female YC vs. male OC and male YC vs. male OC) in section (A) and Cit excretion (female YC vs. male OC, female YC vs. female OC, and male YC vs. male OC) in section (B).
Summary of ROC analysis for statistically significant variables.
| Healthy YC Children ( | |||||
|---|---|---|---|---|---|
| Variables | Cut-off value | AUC | Sensitivity | Specificity | |
| Ca/Cit | >0.84 | 0.737 | 83.87 | 53.85 | 0.0050 |
|
| |||||
| Variables | Cut-off value | AUC | Sensitivity | Specificity | |
| Cit (mmol/mol cr) | ≤327.87 | 0.742 | 80.00 | 66.67 | 0.0039 |
| Ca/Cit | >1.02 | 0.753 | 76.67 | 66.67 | 0.0032 |
| Ox/GAG | >11.24 | 0.719 | 86.67 | 66.67 | 0.0355 |
| Ox/Citrate | >0.12 | 0.753 | 80.00 | 75.00 | 0.0011 |
| Ox/(Cit × GAG) | >0.03 | 0.775 | 93.33 | 58.33 | 0.0021 |
Figure 2Classification tree for discrimination between OC healthy children and children with urolithiasis. The classification tree has two decision nodes and three decision leaves (for clarity, all variables are designated by full names instead by abbreviations, except for glycosaminoglycans (GAG).
The performance measures for classification tree (confusion matrix).
| Class | J48 Classification | |
|---|---|---|
| Healthy children ( | Healthy children ( | Urolithiasis ( |
| Urolithiasis ( | Healthy children ( | Urolithiasis ( |