Related Experiment Video
Updated: Jul 12, 2026

Supervised Machine Learning for Semi-Quantification of Extracellular DNA in Glomerulonephritis
Published on: June 18, 2020
Predicting kidney function from renal biopsy. Semiquantitative versus quantitative approach
Krzysztof Okoń1, Władysław Sułowicz, Olgierd Smoleński
1Chair and Department of Pathomorphology, Collegium Medicum, Jagiellonian University, Kraków.
Quantitative assessment of extraglomerular lesions in glomerulonephritis reveals relative interstitial volume as the strongest correlate of renal function. Semiquantitative methods show some correlation, but quantitative analysis offers superior prognostic insight.
Area of Science:
- Nephrology
- Pathology
- Renal Disease Research
Background:
- Glomerulonephritis encompasses diverse diseases, a leading cause of end-stage renal disease.
- Extraglomerular lesions are key prognostic factors, yet quantitative assessment is often lacking in practice.
- Semiquantitative approaches are common, but quantitative methods have dominated significance studies.
Purpose of the Study:
- To compare the effectiveness of quantitative and semiquantitative assessments of extraglomerular lesions in glomerulonephritis.
- To identify the most significant correlates of renal function in patients with glomerulonephritis.
Main Methods:
- Analysis of 120 renal biopsies using the AnalySIS 3.0 pro image analysis system.
- Semiquantitative assessment included sclerosed glomeruli, interstitial fibrosis, interstitial infiltration, tubular atrophy, and mesangial matrix expansion.
- Quantitative measurements involved relative interstitial volume, interstitial infiltrate volume, and tubular cross-sectional areas via point counting.
Main Results:
- Relative interstitial volume strongly correlated with creatinine and urea levels, indicating its significance in renal function.
- Semiquantitative and quantitative assessments of interstitial infiltrate showed high correlation (gamma = 0.81).
- Tubular atrophy and interstitial infiltration, assessed semiquantitatively, also correlated significantly with renal function markers.
Conclusions:
- Relative interstitial volume is confirmed as the most potent correlate of renal function in glomerulonephritis.
- While some semiquantitative parameters correlate with kidney function, quantitative assessment provides more robust prognostic information.
- This study highlights the importance of quantitative analysis for accurately evaluating extraglomerular lesions in glomerulonephritis.
Related Concept Videos
Drug Dosing in Renal Diseases: Measurement of Glomerular Filtration Rate
Drug Dosing in Renal Diseases: Estimation of Glomerular Filtration Rate Based on Serum Creatinine Concentration
Factors Affecting Renal Clearance: Renal Impairment
One condition associated with renal failure is uremia. Uremia is characterized by impaired glomerular filtration and fluid accumulation in the body. This condition hinders the renal clearance of drugs, resulting in drug accumulation and potential...
Serum Studies: Renal Function Tests
Determination of Renal Drug Clearance: Graphical and Midpoint Methods
The graphical method involves plotting the rate of drug excretion in urine against the plasma drug concentration. By analyzing the graph, the clearance can be calculated and obtained. Drugs rapidly excreted by the kidneys exhibit a...
Drug Dosing in Renal Diseases: Measurement of Serum Creatinine Concentration and Clearance