Search Results (213)

Background/Objectives: Most cases of non-small cell lung cancer (NSCLC) are diagnosed at advanced stages, where prognosis remains poor. Machine learning (ML) offers new opportunities for patient stratification. This study aimed to identify distinct subgroups of patients with advanced-stage NSCLC using unsupervised ML techniques and to evaluate their association with survival outcomes and biomarker expression. Methods: 400 patients with advanced-stage NSCLC were analyzed using the k-prototypes algorithm. Clinical, demographic, and analytical variables, including smoking history and comorbidities, were incorporated. Identified clusters were compared in terms of molecular biomarkers and overall survival. A multivariable Cox proportional hazards model was performed to assess the association between cluster membership and overall survival. Results: Five patient profiles were identified. Cluster F, characterized by a predominance of women, relatively low smoking exposure, and a higher frequency of epidermal growth factor receptor (EGFR) mutations, showed the most favorable survival profile. Cluster S comprised mainly male heavy smokers with poorer performance status and high metastatic burden, whereas Cluster Y consisted predominantly of younger men without comorbidities but with frequent M1c disease. Clusters E and O showed intermediate outcomes and were characterized by older age with pleural effusion and by an older predominantly male smoking profile, respectively. In the multivariable Cox model, compared with Cluster F, a higher risk of death was observed for Cluster S (HR 1.62, 95% CI 1.01–2.60; p = 0.045) and Cluster Y (HR 1.55, 95% CI 1.09–2.21; p = 0.015), although the association for Cluster S should be interpreted cautiously. Differences in molecular biomarker distribution were also observed across clusters, particularly for EGFR mutations and programmed death-ligand 1 (PD-L1) expression. Conclusions: In this single-centre retrospective pilot study, unsupervised ML identified distinct patient profiles associated with differences in survival outcomes and molecular characteristics. These findings support the potential of data-driven approaches to characterize heterogeneity in advanced-stage NSCLC, although external validation is required before clinical application. Full article

Germline EGFR pathogenic variants (PVs) are rare and define a distinct hereditary subset of NSCLC with unique clinical characteristics. Germline EGFR p.T790M is the most frequent and best characterized, with reported sensitivity to first- and second-generation EGFR-TKIs. Yet, the response of germline EGFR variants, especially the rarer ones such as p.V843I, to osimertinib remains poorly characterized. Given the very low frequency of germline non-p.T790M variants, their clinical relevance can only be investigated via case reports. Herein, we report what is, to the best of our knowledge, the first case of advanced lung adenocarcinoma harboring a germline EGFR p.V843I variant coexisting in cis with the unusual somatic EGFR exon 19 C-helix deletion, p.S752_I759del. Additionally, a somatic TP53 variant was detected. Treatment with afatinib induced a partial response lasting only six months, as rapid disease progression occurred without identifiable acquired resistance mechanisms. Subsequently, no objective response to osimertinib or afatinib rechallenge was observed. Acquired EGFR and MET amplification were detected in corresponding rebiopsies. Overall survival was 29 months. Our findings suggest that, despite the presence of the previously reported EGFR-TKI-sensitive, EGFR p.S752_I759del, the co-occurrence of germline p.V843I may have contributed to reduced sensitivity to afatinib and osimertinib. This case expands the molecular spectrum of hereditary EGFR-mutated NSCLC and, together with our narrative review of the literature, supports an emerging model in which germline EGFR PVs may act both as tumor-predisposing events and as potential mechanisms of early resistance to EGFR-TKIs. Full article

Background/Objectives: Low-protein diets (LPD) and very-low-protein diets supplemented with Ketoanalogues (sVLPD) delay initiation of dialysis in non-diabetic patients with chronic kidney disease (CKD). sVLPD is not recommended in patients with type 2 diabetes mellitus (T2DM), and information about LPD supplemented with Ketoanalogues (LPD + KA) is scarce or inconclusive. The objective of this study is to provide further evidence on the benefits and safety of LPD supplemented with KA (LPD + KA) compared with LPD alone in reducing CKD progression in patients with T2DM. Methods: T2DM patients in stages 3b-4 of CKD (n = 149) were included in a multicenter, randomized, controlled trial and received LPD + KA or LPD, 1 year follow-up. Evaluations were carried out bimonthly. In both groups, protein intake was 0.6 g/kg/day, and the LPD + KA group received KA at the recommended dose. The primary outcome was a decline in eGFR, calculated with Creatinine and with Cystatin C. Secondary outcomes were dialysis requirement, deterioration in nutritional status, hospitalization, morbidity, and mortality. Results: During follow-up, protein nitrogen appearance was 0.556 ± 0.119 and 0.576 ± 0.134 g/kg/day in LPD + KA and LPD, respectively (p = 0.002). The decrease in eGFR_CysC from the baseline was −4.29 ± 0.96 mL/min in LPD + KA and −8.54 ± 2.19 mL/min in LPD (using linear mixed-effects model, p = 0.012). eGFR_Cr did not show differences. There were no differences in nutrition status, metabolic control, adverse events, hospitalizations, or hospital days. Conclusions: Ketoanalogues slow the decline in eGFR_CyC but not eGFR_Cr in T2DM patients, even without differences in protein intake. LPD + KA may be considered useful and safe; however, due to limitations in sample size and follow-up, as well as observed changes in Cr metabolism, the results warrant confirmation with a more robust design and a longer follow-up period. Full article

Background: Diabetic retinopathy (DR) is the most prevalent microvascular complication of type 2 diabetes mellitus (T2DM) and a recognised marker of systemic vascular injury. Whether DR—graded independently by two experienced ophthalmologists as part of routine institutional care—is independently associated with concurrent nephropathy (urine albumin-to-creatinine ratio [UACR] ≥ 30 mg/g) and subclinical cardiac stress (N-terminal pro-B-type natriuretic peptide [NT-proBNP] ≥ 125 pg/mL) remains insufficiently examined. Methods: Retrospective cross-sectional study of 401 T2DM adults who underwent dilated fundus examination independently graded by two board-certified ophthalmologists (each ≥ 10 years’ experience in diabetic eye disease) using ETDRS-based classification. Inter-physician agreement was quantified by Cohen’s weighted kappa. The primary composite outcome was concurrent nephropathy and subclinical cardiac stress. Multivariable logistic regression adjusted for age, sex, HbA1c, diabetes duration, eGFR, hypertension, and pharmacological treatments. Results: The composite outcome was present in 120 (64.2%) DR-positive vs. 14 (6.5%) DR-negative patients (crude OR: 25.59 (13.78–47.51); p < 0.001; fully adjusted OR: 21.49 (11.02–41.81); p < 0.001). Inter-physician agreement was high (Cohen’s weighted κ = 0.88; 95% CI: 0.83–0.93). Nephropathy alone was found in 164 (87.7%) vs. 76 (35.5%) patients (OR: 12.95 (7.71–21.75); p < 0.001), and elevated NT-proBNP in 137 (73.3%) vs. 39 (18.2%) patients (OR: 12.29 (7.65–19.76); p < 0.001). A significant trend across DR severity grades was observed (p for trend < 0.001), although the gradient was not strictly monotonic. ROC AUC = 0.837 (95% CI: 0.784–0.860). Conclusions: Ophthalmologist-graded DR was independently associated with the concurrent presence of albuminuria and elevated NT-proBNP in T2DM. Because the design is cross-sectional, these findings describe association rather than prediction or causation. They generate the hypothesis that retinal grading may help flag patients in whom cardiorenal biomarker assessment is worth considering, but prospective validation is required before any screening application. Full article

Background/Objectives: Inflammatory and metabolic abnormalities are common in patients hospitalized with heart failure (HF), particularly during episodes of decompensation. Their associations with short-term in-hospital outcomes remain incompletely understood. Methods: We retrospectively reviewed 499 patients with documented chronic HF who were admitted for acute medical conditions between January and May 2024. The cohort was not limited to patients admitted for HF exacerbation; patients were classified as having compensated or decompensated HF at admission. Body mass index (BMI) was available for 498 patients, whereas HF status at admission was available for all 499 patients. Clinical, metabolic, and laboratory parameters were analyzed, with particular attention to C-reactive protein (CRP), neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), systemic immune–inflammation index (SII), and N-terminal pro-B-type natriuretic peptide (NT-proBNP). Patients were stratified according to BMI category (<25 kg/m² or ≥25 kg/m²) and HF status at admission. Associations with all-cause in-hospital mortality were evaluated using multivariable logistic regression analysis. Results: Patients with decompensated HF at admission had higher CRP, NLR, PLR, SII, and NT-proBNP levels, as well as lower hemoglobin and eGFR values. All-cause in-hospital mortality was numerically higher in patients with BMI < 25 kg/m² than in those with BMI ≥ 25 kg/m² (8.4% vs. 4.2%), but the difference was not statistically significant (Pearson’s χ² test, p = 0.063). In adjusted analyses, CRP and SII were associated with all-cause in-hospital mortality, whereas NT-proBNP was not. Patients with higher BMI more often had glycemic and lipid abnormalities, whereas those with lower BMI had a more pronounced inflammatory profile. The apparent area under the curve (AUC) values were 0.793 for the CRP-based model and 0.814 for the SII-based model; after bootstrap correction, the optimism-corrected AUC values were 0.729 and 0.754, respectively. Conclusions: Higher CRP and SII levels were associated with all-cause in-hospital mortality after adjustment for selected clinical variables. Full article

Background/Objectives: The EGFR T790M mutation drives lung cancer resistance by sterically hindering inhibitors and restoring ATP affinity. As C797S mutations render covalent inhibitors obsolete, novel non-covalent strategies are critical. This study identifies inhibitors that redefine the mutant methionine sulfur as a primary stabilizing anchor rather than a liability. Methods: A generative AI framework (DrugEx) sampled 100,000 molecules, prioritized via QSAR classification (ROC-AUC: 0.91 ± 0.01) and Applicability Domain (AD) mapping. The workflow was de-risked through retrospective benchmarking against the DUD-E database (35,590 molecules), achieving a 1% Enrichment Factor of 5.19. Lead candidates underwent 100 ns all-atom molecular dynamics (MD) simulations. Mechanistic stability was quantified via Free Energy Landscape (FEL) analysis and ensemble-averaged MM-GBSA binding free energy calculations. Results: Candidate 106 demonstrated exceptional mutation tolerance by redistributing interactions toward the Met790 sulfur atom. MD analysis confirmed potency is dictated by successful recruitment of the thioether environment, locking the complex within a narrow thermodynamic basin. Candidate 106 maintained stable binding (−11.0 kcal/mol) corroborated by an equipotent MM-GBSA ΔG_bind of −50.51 kcal/mol in the mutant system, driven by persistent π-sulfur contacts (85% occupancy). Conclusions: These results indicates that potential T790M resistance bypass is achievable by exploiting the gatekeeper methionine’s electronic environment. This modeled mutation-aware framework provides a candidate non-covalent strategy to be validated in future wet-lab campaigns. Full article

ANCA-associated vasculitis (AAV) with kidney involvement represents small-vessel vasculitis, characterized by rapidly progressive glomerulonephritis and a high risk of end-stage kidney disease (ESKD) and increased mortality. AAV typically presents with multisystem involvement, with renal manifestations occurring more frequently in microscopic polyangiitis (MPA) (90–100%) and granulomatosis with polyangiitis (GPA) (50–80%). The classic clinical presentation includes acute kidney injury with hematuria and proteinuria, accompanied by ANCA positivity (MPO-ANCA or PR3-ANCA). Histologically, the predominant pattern is segmental necrotizing glomerulonephritis with crescent formation. Treatment consists of two phases: (a) induction of remission with a lower cumulative dose of glucocorticoids (according to the reduced-dose PEXIVAS regimen) in combination with rituximab or cyclophosphamide and (b) maintenance of remission with rituximab for 2–4 years. The C5a receptor inhibitor avacopan can be used as a steroid-sparing agent in patients with severe kidney involvement or at high risk of corticosteroid-related complications. Beyond the traditional markers of disease activity (hematuria, proteinuria, eGFR), novel biomarkers such as urinary soluble CD163, MCP-1, complement activation products (C5a, sC5b-9), and urinary Treg/Th17 profiles have demonstrated prognostic value. Early diagnosis and prompt initiation of immunosuppressive therapy significantly improve both kidney and overall survival, while prevention of relapses and long-term complications plays a key role in improving the long-term prognosis of patients with AAV. Full article

Background: Hyperhomocysteinemia (homocysteine [Hcy] ≥15 μmol/L) is frequently observed in patients with impaired kidney function and has been associated with vascular remodeling and increased cardiovascular risk. We aimed to evaluate the relationship between Hcy, arterial stiffness, coronary artery disease (CAD), peripheral arterial disease, and biomarkers of kidney injury in patients undergoing elective coronary angiography. Methods: In this prospective observational study, 133 patients undergoing elective coronary angiography were stratified according to serum Hcy levels (Hcy <15 vs. Hcy ≥15 μmol/L). CAD severity was assessed angiographically. Arterial stiffness was evaluated using carotid–femoral pulse wave velocity (cfPWV), while peripheral arterial disease was assessed using ankle–brachial index (ABI). Kidney function was evaluated using serum creatinine, estimated glomerular filtration rate (eGFR), cystatin C, and urinary albumin-to-creatinine ratio (UACR). Correlation, multivariable regression, logistic regression, and receiver operating characteristic (ROC) analyses were performed. Results: Patients with hyperhomocysteinemia demonstrated significantly worse kidney function, including higher serum creatinine, cystatin C, and UACR levels, and lower eGFR (all p < 0.01). Patients with elevated Hcy levels also exhibited significantly higher cfPWV values (11.4 ± 3.3 vs. 9.7 ± 2.1 m/s, p < 0.001). Hcy correlated positively with cystatin C, creatinine, UACR, and cfPWV, and inversely with eGFR. In multivariable linear regression analysis, Hcy remained independently associated with increased cfPWV after adjustment for age, sex, and eGFR (β = 0.137, 95% CI 0.047–0.226, and p = 0.003). This association remained significant in sensitivity analyses incorporating hypertension, diabetes mellitus, LDL cholesterol, and statin therapy (β = 0.124, 95% CI 0.032–0.216, and p = 0.008). No independent associations were observed between Hcy and angiographic CAD severity or ABI values. ROC analysis demonstrated modest discrimination for elevated arterial stiffness (AUC = 0.66, 95% CI 0.56–0.76) and good discrimination for impaired kidney function (AUC = 0.82, 95% CI 0.69–0.92). Conclusions: Elevated Hcy levels were independently associated with impaired kidney function and increased central arterial stiffness, but not with angiographic CAD severity or peripheral arterial disease. These findings suggest that hyperhomocysteinemia may reflect cardiorenal vascular dysfunction and diffuse vascular remodeling rather than focal obstructive atherosclerotic disease. Further studies are needed to determine its clinical utility and prognostic value. Full article

Background: Endothelial dysfunction and renal injury are emerging as a common feature of long COVID, especially in those with hypertension. It is not yet well characterised whether SARS-CoV-2 infection exacerbates podocyte dysfunction, fibrotic signalling and renal hemodynamic remodelling, over and above the effects of hypertension alone and there are no reliable early biomarkers in this population. Methods: We conducted a comparative cross-sectional study with prospective 6-month treatment response follow-up in 120 adult patients (aged 30–60 years) with essential hypertension (Stage I, II or III; n = 40 per stage), at Bukhara Regional Multidisciplinary Hospital. Each stage subgroup was further divided into post-COVID (3–6 months after recovery; n = 20) and non-COVID (n = 20) strata. Patients with diabetes, known chronic kidney disease, previous myocardial infarction or stroke and other major comorbidities were excluded. Serum cystatin-C, creatinine, aldosterone, TGF-β1 and VEGF-A; urinary nephrin and microalbumin; cystatin-C-derived eGFR (CKD-EPI) and oral protein-loaded renal functional reserve (RFR); and renal Doppler indices (Vps, Ved, RI, PI) of the main, segmental and interlobar arteries were assessed before and after 6 months of guideline-based renin–angiotensin–aldosterone system (RAAS) blockade (enalapril 5–10 mg or azilsartan 40–80 mg, ±eplerenone). Comparisons were made by Student’s t-test—associations by Pearson correlation. Results: At baseline, post-COVID hypertensive patients exhibited consistently higher endothelial–podocyte injury markers than non-COVID counterparts. Urinary nephrin was elevated across all stages (Stage I: 126.5 ± 9.1 vs. 91.9 ± 8.3 pg/mL, p < 0.01; Stage III: 203.3 ± 11.2 vs. 164.5 ± 9.7 pg/mL, p < 0.05), as were VEGF-A (Stage III: 286.1 ± 16.4 vs. 223.2 ± 12.6 pg/mL, p < 0.01) and TGF-β1 (Stage III: 186.4 ± 10.1 pg/mL, 1.3-fold higher; p < 0.01). The detection of microalbuminuria was 100% in Stage III post-COVID patients and 85% in non-COVID controls. The post-COVID groups had selective loss of renal functional reserve (7.8 ± 1.1% in Stage III compared to 12.5 ± 1.6% in non-COVID controls, p < 0.001). Nephrinuria correlated strongly with RFR (r = −0.824, p < 0.001), eGFR (r = −0.797, p < 0.001) and aldosterone (r = 0.613, p < 0.001). Six months of RAAS blockade reduced nephrinuria, microalbuminuria and TGF-β1 in both arms but the magnitude of biomarker reduction appeared smaller in the post-COVID group, particularly in Stage III. Conclusions: Long COVID appears to be associated with persistent endothelial dysfunction and podocyte injury in hypertensive patients. These results indicate that nephrinuria, VEGF-A, TGF-β1 and renal functional reserve are potential exploratory markers of endothelial and renal abnormalities in hypertensive patients following COVID-19. Before clinical utility can be determined, larger studies with multivariable modelling, diagnostic-performance analyses and correction for multiple testing are needed. The differences in biomarker response between groups observed in this study need to be confirmed in larger prospective studies with multivariable modelling and formal interaction analyses. Full article

Obesity has emerged as a significant global public health challenge, yet the clinical utility of existing anti-obesity drugs is often constrained by limited efficacy and adverse safety profiles. Rheum tanguticum Maxim. ex Balf., a traditional medicinal plant, has shown potential in modulating glucose and lipid metabolism; however, its specific anti-obesity mechanisms remain poorly characterized. In this study, the chemical profile of the 60% ethanol-eluted fraction of R. tanguticum (RTE) was characterized via UPLC-QTOF/MS, followed by network pharmacology analysis to predict regulatory targets and enriched pathways. Subsequently, a high-fat diet (HFD)-induced obese mouse model was established to evaluate the anti-obesity effects of RTE by monitoring body weight, Lee’s index, fat-to-body weight ratio, serum lipid profiles, and liver histopathological changes. A total of 14 major compounds, primarily anthraquinone glycosides, were identified. Integrated network analysis identified 10 hub targets, including TNF, EGFR, and TP53. In vivo experiments demonstrated that RTE significantly attenuated body weight gain and reduced Lee’s index, fat-to-body ratios, and serum levels of TC, TG, and LDL-C. Furthermore, RTE treatment markedly alleviated hepatic steatosis and inflammatory infiltration in obese mice. These findings suggest that RTE exerts potent anti-obesity effects through a multi-target and multi-pathway mechanism that regulates lipid metabolism and suppresses inflammation. This study improves our understanding of the pharmacological value of R. tanguticum and provides a scientific basis for its development as a functional food ingredient or therapeutic agent against obesity. Full article

Non-small cell lung cancer (NSCLC) accounts for up to 85% of lung cancer cases, with activating EGFR mutations present in 10–15% of Western and up to 35% of Asian patients. EGFR tyrosine kinase inhibitors (TKIs) have transformed management, with first-line osimertinib demonstrating a median progression-free survival (PFS) of 18.9 months and overall survival (OS) of 38.6 months in the FLAURA trial. However, resistance inevitably develops, most commonly via T790M mutations (~50% of cases after first- and second-generation TKIs), and after osimertinib, through diverse mechanisms including C797S mutations, MET/HER2 amplification, and histologic transformation. Emerging strategies to overcome resistance include next-generation TKIs, combination targeted therapies, downstream pathway inhibitors, immunotherapy approaches, and antibody–drug conjugates. Understanding these mechanisms is critical for optimizing patient outcomes and guiding personalized therapeutic approaches. This review discusses current strategies to delay or overcome resistance and highlights emerging therapeutic avenues with the potential to reshape the management of EGFR-mutant NSCLC. Full article

Periodontitis and type 2 diabetes mellitus (T2DM) are linked through systemic inflammation and endothelial dysfunction, yet it remains uncertain whether periodontal inflammatory burden independently reflects early, multi-organ microvascular vulnerability beyond glycemic exposure. This study aimed to assess the independent association between periodontal inflammatory burden, measured by PISA, and retinal microvascular impairment on OCT-A, and to examine relationships with renal trajectories, small-fiber neuropathy, and inflammatory/endothelial biomarkers. This cross-sectional observational study included 285 never-smoking adults with T2DM. The primary outcome was a pre-specified OCT-A microvascular impairment composite. Secondary outcomes included eGFR slope and log(UACR) slope, corneal nerve fiber length (CNFL), and a multi-organ microvascular burden score. Biomarkers comprised hsCRP, IL-6, sICAM-1, sVCAM-1, sE-selectin, PAI-1, angiopoietin-2 (Ang-2), and vWF:Ag. Multivariable linear regression estimated associations per 1 SD higher PISA, adjusting for age, sex, diabetes duration, HbA1c, CGM time in range, CGM coefficient of variation, systolic blood pressure, LDL cholesterol, BMI, and medication classes (SGLT2 inhibitors, GLP-1 receptor agonists, ACEi/ARB, statins). False discovery rate (FDR) control (q = 0.10) was applied for secondary endpoints. Higher PISA was independently associated with worse OCT-A microvascular impairment (adjusted β = 0.138, 95% CI 0.061–0.216; p = 0.0005). Although statistically significant, the effect sizes were modest in magnitude, and their translation into clinically meaningful differences in microvascular outcomes warrants investigation in prospective settings. Higher PISA was also associated with greater multi-organ microvascular burden (β = 0.101, 95% CI 0.040–0.163; p = 0.0014; FDR q = 0.005) and lower CNFL (β = −0.224, 95% CI −0.397 to −0.052; p = 0.0113; FDR q = 0.023). PISA was associated with higher levels of inflammatory and endothelial activation/injury biomarkers (all FDR q < 0.10). In this cross-sectional study, periodontal inflammatory burden was independently associated with quantitative retinal microvascular impairment, lower corneal nerve fiber length, and a consistent pattern of endothelial activation biomarker elevations in never-smoking adults with T2DM. The clinical significance of the observed effect sizes requires further evaluation, and longitudinal studies are needed to establish temporality. Full article

Lung cancer is a leading cause of global cancer mortality, with EGFR mutations serving as a primary therapeutic target. Although EGFR tyrosine kinase inhibitors (TKIs) are initially effective, acquired resistance inevitably develops. While ROS1 rearrangements are well-known baseline drivers, they are exceptionally rare as acquired resistance mechanisms. We utilized next-generation sequencing (NGS) to identify a rare ROS1 intragenic rearrangement (exons 35–37) in three never-smoking women with EGFR-mutant lung adenocarcinoma following progression on EGFR TKIs. Clinical courses were heterogeneous: one patient achieved a durable partial response using combined osimertinib and crizotinib. A second patient, intolerant to dual TKI therapy due to QTc prolongation and grade 3 edemas, achieved a sustained partial response with platinum-pemetrexed chemotherapy. The third patient exhibited polyclonal resistance, including EGFR C797S and TP53 mutations, with fatal central nervous system progression. In this three-patient case series, ROS1 exon 35–37 RNA-level intragenic rearrangements were repeatedly detected after EGFR-TKI progression, suggesting a rare transcript-level alteration within heterogeneous resistance evolution. However, its biological significance, driver versus passenger role, and therapeutic relevance remain uncertain. Combined EGFR and ROS1 inhibition may be considered in selected cases, but further validation is required. Full article

Background: Early external validation studies demonstrated the robust and consistent predictive performance of the International IgA Nephropathy Prediction Tool (IIgAN-PT) across diverse ethnic populations. However, emerging evidence suggests that, in contemporary cohorts of patients with IgA nephropathy, the IIgAN-PT increasingly tends to overestimate the risk of adverse renal outcomes. Subclassification of segmental glomerulosclerosis (S lesions) in the Oxford Classification system (MEST-C) could identify high-risk IgAN patients, with evidence that different S subclassifications respond differently to treatment. Our study aimed to evaluate the predictive performance of the IIgAN-PT in a contemporary Chinese external validation cohort and to optimize its prognostic accuracy by incorporating the most severe and prevalent pathological subclassification of S lesions, NOS⁺Adh⁺, into the original model. Methods: A total of 746 Chinese patients were included with biopsy-proven IgAN in this study. Major adverse kidney events (MAKEs) were defined as death from any cause, initiation of renal replacement therapy, or a 50% decline in eGFR. This study evaluated the discrimination and model fit of three predictive models. The performance of the original and modified IIgAN-PT models was compared and evaluated through reclassification, survival analysis, calibration, decision curve analyses and subgroup analyses. Results: In the study cohort, the median follow-up duration was 4.2 years, during which 77 patients experienced MAKEs. The discriminative ability of the three original models was relatively limited. In contrast, the modified IIgAN-PT incorporating the NOS⁺Adh⁺ subtype of S subclassification demonstrated improved global performance for predicting 5-year risk, achieving a C-index of 0.808 (95% CI, 0.756–0.861). Kaplan–Meier survival curves showed clear risk stratification, particularly between low- and intermediate-risk categories. Reclassification analyses (continuous NRI and IDI) and decision curve analysis further supported enhanced predictive performance, while calibration curves corrected the original model’s risk overestimation. The modified model maintained stable performance across clinically relevant subgroups, including patients with hypertension, proteinuria, or receiving immunosuppression. Conclusions: This study further confirms the independent and clinically relevant prognostic value of the S pathological subclassification. The modified IIgAN-PT model, incorporating the NOS⁺Adh⁺ subtype of S subclassification, demonstrated consistent performance in individualized risk assessment for patients with IgA nephropathy. Full article

Introduction: SGLT2 inhibitors reduce renal composite endpoints and proteinuria, yet RCTs uniformly show an acute eGFR dip within 2 weeks to 2 months after initiation. However, demographic and clinical predictors of an acute eGFR dip demonstrate considerable heterogeneity across studies. This study aims to identify urinary protein biomarkers of this early eGFR dip and integrate them with routine variables to build a clinically actionable prediction model. Methods and analysis: This three-stage proteomics study includes retrospective discovery, prospective internal validation, and external validation cohorts (total n ≈ 600–700). DIA mass spectrometry will screen for urinary proteins associated with ≥10% eGFR decline at 1 month post-SGLT2i initiation in CKD stages 3–4. Top candidates (FDR < 10%, FC > 1.5, ion intensity > 1 × 10⁴, unique gene families) will be validated by ELISA. A LASSO-logistic regression model will integrate the top three proteins with seven routinely available clinical variables: age, BMI, diabetes status, heart failure, systolic blood pressure, baseline eGFR, and diuretic use. Model performance will be assessed using the C-statistic, NRI, IDI, and calibration metrics. Adaptive stopping rules are pre-specified. Ethics and dissemination: Approved by the Ethics Review Committee at Chinese PLA General Hospital (S2025-859-02, 2025KY126-KS002), all participants will provide written informed consent prior to enrollment, and the study will adhere to the Declaration of Helsinki. Data will be pseudonymized and stored securely according to institutional regulations. Findings will be published in peer-reviewed journals and presented at international nephrology conferences. Trial Registration: Registered Report Identifier: ChiCTR2600119772. Date of registration: 3 March 2026. Full article