Related Experiment Video
Updated: Mar 29, 2026
09:16
Supervised Machine Learning for Semi-Quantification of Extracellular DNA in Glomerulonephritis
Published on: June 18, 2020
7.4K
Prognostic Stratification in Primary Glomerulonephritis: Integrating Histology, Biomarkers, and Risk Prediction
Andreea Simona Covic1,2, Adrian Covic1,2,3, Irina Draga Caruntu2,3,4
1Department of Nephrology, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iași, Romania.
Life (Basel, Switzerland)
|March 28, 2026
Summary
Accurate prognosis in primary glomerulonephritis requires combining histological grading, biomarkers, and risk models. This approach aids personalized treatment and improves kidney survival for conditions like IgA nephropathy.
Area of Science:
- Nephrology
- Renal Pathology
- Biomarker Discovery
Background:
- Primary glomerulonephritis presents diverse clinical courses.
- Precise prognostic stratification is essential for patient management and renal survival.
- Current prognostic tools require enhancement for complex kidney diseases.
Purpose of the Study:
- To review prognostic indicators in primary glomerulonephritis.
- To evaluate histological grading systems, biomarkers, and risk models.
- To explore integrative approaches for risk prediction and treatment tailoring.
Main Methods:
- Narrative review of current evidence.
- Analysis of prognostic value of histological grading (e.g., Oxford, MEST-C).
- Assessment of circulating and urinary biomarkers (e.g., PLA2R antibodies).
- Evaluation of integrative risk prediction models and nomograms.
- Exploration of machine learning in predictive modeling.
Main Results:
- Established classification systems offer prognostic insights.
- Emerging biomarkers show promise in predicting outcomes.
- Multivariable models and nomograms are being validated.
- Convergence between histopathology and molecular markers is evident.
- Machine learning presents new avenues for predictive accuracy.
Conclusions:
- Combining histological, biochemical, and algorithmic tools enhances prognostic accuracy.
- Precision risk assessment is achievable for primary glomerulonephritis.
- Tailored treatment strategies can be developed based on integrated prognostic data.
Related Concept Videos
01:24Nephrotic Syndrome I : Introduction
968
Nephrotic Syndrome is a chronic kidney disorder defined by clinical findings such as severe proteinuria, hypoalbuminemia, hyperlipidemia, and edema. These symptoms result from damage to the glomeruli, the kidney’s filtering units, increasing their permeability to proteins.Definition and Meaning:Proteinuria, defined as the loss of more than 3.5 grams of protein per day in adults, is a crucial feature of nephrotic syndrome. This condition is often accompanied by edema, the accumulation of...
968
01:28Chronic Kidney Disease III: Interprofessional Care
620
Chronic kidney disease (CKD) requires collaborative and comprehensive management. CKD progresses through stages and can lead to end-stage kidney disease (ESKD) if untreated. Interprofessional collaboration and patient education are crucial, enabling patients to manage their health and improve their quality of life.Diagnostic approach for chronic kidney diseaseThe diagnosis of CKD primarily focuses on the glomerular filtration rate (GFR), which assesses kidney function by measuring how well...
620
01:29Acute Kidney Injury III: Clinical Manifestations
1.4K
Acute Kidney Injury (AKI) progresses through distinct clinical phases: the oliguric, diuretic, and recovery phases, each marked by unique manifestations and challenges.Oliguric Phase:The oliguric phase is the initial stage of AKI, typically lasting 10 to 14 days. This phase is marked by a significant reduction in urine output, usually less than 400 mL per day, indicating decreased kidney function. Fluid retention is a prominent feature, leading to symptoms such as edema, hypertension, and...
1.4K
01:25Chronic Kidney Disease I: Introduction
1.1K
Chronic Kidney Disease (CKD) arises when the kidneys progressively lose their ability to function, ultimately leading to end-stage renal disease. At this advanced stage, the kidneys can no longer filter waste or maintain essential body functions, requiring renal replacement therapy (RRT) through dialysis or a kidney transplant for survival.Early-stage chronic kidney disease and detection challengesIn CKD's early stages, symptoms often remain absent because healthy nephrons compensate for...
1.1K
01:29Acute Kidney Injury II: Pathophysiology
1.9K
Acute kidney injury (AKI) causes are categorized into three primary categories based on the location of the injury: prerenal, intrarenal (or intrinsic), and postrenal causes. This classification guides clinical management and illustrates how different pathways can impair kidney function.Etiology and Pathophysiology of Acute Kidney Injury1. Prerenal causesEtiology: Prerenal Acute Kidney Injury, the most common type, occurs when reduced blood flow to the kidneys decreases filtration capacity...
1.9K
01:30Acute Kidney Injury IV: Diagnostic Studies and Prevention
482
Accurate diagnosis and effective prevention are critical in managing Acute Kidney Injury (AKI), which is linked to high mortality rates ranging from 10% to 80%. Timely recognition of at-risk patients and careful monitoring can significantly reduce the likelihood of kidney damage.Diagnostic Assessments:The diagnostic process starts with a comprehensive medical history to identify prerenal, intrarenal, and postrenal causes.Prerenal causes, such as dehydration, hypotension, or blood loss, should...
482