MétaCan
Menu
← Back to cohort

CLINICAL PROFILES AND OUTCOMES OF PURE VERSUS MIXED PROLIFERATIVE AND MEMBRANOUS LUPUS NEPHRITIS: A STUDY FROM A TERTIARY CENTER

2025· article· en· W4410513222 on OpenAlexvenueno aff
Alma Aveytia, Soudabeh Daliri, Maryam Riaz, Mahnoor Javed, Jessica Lowe, Shane A. Bobart, Myriam Guevara

Bibliographic record

VenueThe Journal of Rheumatology · 2025
Typearticle
Languageen
FieldMedicine
TopicSystemic Lupus Erythematosus Research
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineLupus nephritisCenter (category theory)Internal medicineNephritisImmunologyPathologyDisease

Abstract

fetched live from OpenAlex

PV201 / #334 Poster Topic: AS23 - SLE-Diagnosis, Manifestations, & Outcomes Background/Purpose Lupus nephritis (LN) represents one of the most severe and complex complications of systemic lupus erythematous (SLE), affecting a substantial proportion of patients. This study aims to describe the clinical profiles and outcomes of 4 different classes of LN in a diverse patient cohort, with the goal of identifying potential demographic, laboratory and clinical characteristics associated with poorer outcomes. Methods We conducted a retrospective review of the medical records for 254 patients with LN confirmed by renal biopsy at Houston Methodist Hospital between 2016 and 2023. A subset of patients with pure and mixed proliferative and membranous LN (class III or IV + class V according to the 2003 ISN/RPS classification criteria) were included. Continuous variables are presented as means with standard deviations, and categorical variables as frequencies and percentages. Differences in continuous and categorical variables were analyzed using the chi-square, Fisher’s exact test or analysis of variance (ANOVA), as appropriate. Kaplan-Meier analysis was applied to evaluate dialysis-free survival. Data processing and analysis were conducted using GraphPad Prism version 10.3.1. Results We identified 93 patients with LN across the 4 classes. The demographic and clinical characteristics are summarized by each class in Table 1. The mean age across all patients was 36.6 years, and 81.7% of the cohort were female. In terms of race, non-Hispanic Black patients represented the largest proportion, accounting for 44.1% of the cohort, with the highest representation in the class III+V group (50%). Laboratory testing revealed that patients with class IV+V were more likely to have higher serum creatinine (2.5 mg/dL), lower eGFR (42.5 ml/min), lower complement C3 level (61.4 mg/dL) and worse proteinuria (UPCR 4211.3 mg/g) compared to the other groups. Interestingly, 6 individuals in the cohort were found to have a negative antinuclear antibody (ANA) test. The mean SLEDAI-2K score was 13.0 in all the patients, indicating active SLE disease, with the highest score (21.9) observed in class III. The most used immunosuppressive therapies were glucocorticoids (89.9%) and mycophenolate mofetil (68.8%), followed by hydroxychloroquine (62.4%), cyclophosphamide (16.1%), belimumab (5.4%), voclosporin (3.2%) and rituximab (2.2%). Overall, a greater proportion of patients were under the care of a nephrologist compared to a rheumatologist (89.2% vs 65.5%). In the total study population, the mean follow-up duration was 39.9 months. During the follow-up period, only 22.6% of the patients achieved complete remission, with the highest rate observed in class IV (28%) and the lowest in class IV+V (9.1%). A total of 23.7% of patients required dialysis, with the highest incidence found in class IV+V (36.4%); however, the time-dependent incidence did not show a statistically significant difference (p=0.6) (Figure 1). The overall all-cause mortality rate was 5.4%. Table 1. Figure 1. Conclusions In our study, patients diagnosed with class IV+V LN often presented with more severe disease characteristics, such as lower eGFR, lower remission rates and greater dialysis need. Therefore, aggressive treatment strategies are necessary, and dual or triple therapy should be considered for this higher-risk group. This is particularly crucial for younger, female, and non-Hispanic Black patients, who tend to have worse outcomes compared to their counterparts. Hydroxychloroquine was significantly underutilized in this cohort. Hence, our study underscores the importance of a collaborative treatment approach that integrates both nephrology and rheumatology.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.027
GPT teacher head0.350
Teacher spread0.323 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueThe Journal of Rheumatology→Same topicSystemic Lupus Erythematosus Research→French-language works237,207→