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Predictive value of specific ultrasound findings when used as a screening test for abnormalities on VCUG
Tanya Logvinenko1, Jeanne S Chow2, Caleb P Nelson3
1Department of Urology, Boston Children's Hospital, Boston, MA, USA; Clinical Research Center, Boston Children's Hospital, Boston, MA, USA.
Insights
Renal and bladder ultrasound (RBUS) is not a reliable predictor of genitourinary abnormalities found on voiding cystourethrogram (VCUG). Advanced models show RBUS has limited accuracy in identifying patients needing further investigation after urinary tract infections.
Area of Science:
- Pediatric imaging
- Diagnostic accuracy studies
- Urology
Background:
- Renal and bladder ultrasound (RBUS) is a common initial screening tool for children post-urinary tract infection (UTI).
- Current guidelines recommend RBUS before voiding cystourethrogram (VCUG), with VCUG reserved for abnormal ultrasounds.
- The predictive value of specific RBUS findings for VCUG abnormalities remains unclear.
Purpose of the Study:
- To assess the association between specific RBUS findings and VCUG abnormalities.
- To develop predictive models using RBUS data to identify children at high risk for VCUG abnormalities.
Main Methods:
- Analysis of 3995 patients aged 0-60 months who underwent same-day RBUS and VCUG.
- Review of RBUS and VCUG reports to classify findings.
- Construction of multivariate logistic regression and neural network models to predict VCUG abnormalities (VUR, bladder/urethral findings).
Main Results:
- RBUS was normal in 75% of 2259 UTI patients.
- Vesicoureteral reflux (VUR) was identified in 41.7% of VCUGs.
- While individual RBUS findings associated with VUR, multivariate models showed limited accuracy (AUROC < 0.7 for most outcomes).
- Neural network models performed better but still had limitations in predicting VUR.
Conclusions:
- Abnormal RBUS findings are poor predictors of genitourinary abnormalities on VCUG, even with advanced modeling.
- RBUS and VCUG provide complementary, distinct information and should be used together.
- Current predictive models based on RBUS are insufficient for reliably screening genitourinary abnormalities.
Background:
Renal and bladder ultrasound (RBUS) is often used as an initial screening test for children after urinary tract infection (UTI), and the 2011 AAP guidelines specifically recommend RBUS be performed first, with voiding cystourethrogram (VCUG) to be performed only if the ultrasound is abnormal. It is uncertain whether specific RBUS findings, alone or in combination, might make RBUS more useful as a predictor of VCUG abnormalities.
Aims:
To evaluate the association of specific RBUS with VCUG findings, and determine whether predictive models that accurately predict patients at high risk of VCUG abnormalities, based on RBUS findings, can be constructed.
Methods:
and study sample: A total of 3995 patients were identified with VCUG and RBUS performed on the same day. The RBUS and VCUG reports were reviewed and the findings were classified. Analysis was limited to patients aged 0-60 months with no prior postnatal genitourinary imaging and no history of prenatal hydronephrosis.
Analysis:
The associations between large numbers of specific RBUS findings with abnormalities seen on VCUG were investigated. Both multivariate logistic models and a neural network machine learning algorithms were constructed to evaluate the predictive power of RBUS for VCUG abnormalities (including VUR or bladder/urethral findings). Sensitivity, specificity, predictive values and area under receiving operating curves (AUROC) of RBUS for VCUG abnormalities were determined.
Results:
A total of 2259 patients with UTI as the indication for imaging were identified. The RBUS was reported as "normal" in 75.0%. On VCUG, any VUR was identified in 41.7%, VUR grade > II in 20.9%, and VUR grade > III in 2.8%. Many individual RBUS findings were significantly associated with VUR on VCUG. Despite these strong univariate associations, multivariate modeling didn't result in a predictive model that was highly accurate. Multivariate logistic regression built via stepwise selection had: AUROC = 0.57, sensitivity = 86% and specificity = 25% for any VUR; AUROC = 0.60, sensitivity = 5% and specificity = 99% for VUR grade > II; and AUROC = 0.67, sensitivity = 6% and specificity = 99% for VUR grade > III. The best predictive model constructed via neural networks had: AUROC = 0.69, sensitivity = 64% and specificity = 60% for any VUR; AUROC = 0.67, sensitivity = 18% and specificity = 98% for VUR grade > II; and AUROC = 0.79, sensitivity = 32% and specificity = 100% for VUR grade > III.
Conclusions:
Even with the state-of-the-art predictive models, abnormal findings on RBUS provide a poor screening test for genitourinary abnormalities. Renal bladder ultrasound and VCUG should be considered complementary, as they provide important, but different, information.
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