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Record W4414785246 · doi:10.1093/ndt/gfaf207

Steroid-sparing drugs in children and young adults with nephrotic syndrome: a target trial emulation

2025· article· en· W4414785246 on OpenAlexafffund
Cal Robinson, Anna Heath, Larry A. Greenbaum, Michelle Hladunewich, Nowrin Aman, Tonny Banh, Josefina Brooke, Pietro A. Canetta, Gabriel Cara‐Fuentes, Vaneet Dhillon, Mackenzie Garner, Margaret Helmuth, Jason M. Kidd, Maria Larkina, Christoph Licht, Ashlene McKay, Rachel Pearl, Seetha Radhakrishnan, Kimberly J. Reidy, Nithiakishna Selvathesan, Chia Wei Teoh, Jovanka Vasilevska‐Ristovska, Rulan S. Parekh

Bibliographic record

VenueNephrology Dialysis Transplantation · 2025
Typearticle
Languageen
FieldMedicine
TopicRenal Diseases and Glomerulopathies
Canadian institutionsWomen's College HospitalWilliam Osler Health SystemHealth Sciences CentreSunnybrook Health Science CentreInstitute for Work & HealthInstitute for Clinical Evaluative SciencesUniversity of TorontoSickKids FoundationPublic Health OntarioHospital for Sick Children
FundersNational Institute of Diabetes and Digestive and Kidney DiseasesCanadian Institutes of Health Research
KeywordsCalcineurinYoung adultRituximabImmunosuppressionNephrotic syndromeEmulation

Abstract

fetched live from OpenAlex

BACKGROUND: Children and young adults with nephrotic syndrome are commonly treated with steroid-sparing immunosuppressive medications. Rituximab is increasingly used in frequently relapsing disease, but the real-world comparative effectiveness of rituximab and calcineurin inhibitors is unclear. METHODS: Using target trial methods, we emulated a pragmatic randomized controlled trial using observational data from two prospective nephrotic syndrome cohorts. We included children and adults (aged 1-40 years) with steroid-sensitive nephrotic syndrome that first initiated rituximab or calcineurin inhibitor treatment during follow-up. Randomization was emulated using overlap weighting of propensity scores for treatment assignment. The primary outcome was time-to-relapse, analyzed by weighted Cox proportional hazards models. Secondary outcomes were relapse counts, subsequent immunosuppressive treatment, kidney function, hypertension and all-cause mortality. RESULTS: Of 372 eligible participants, 104 initiated rituximab and 268 initiated calcineurin inhibitors. Baseline characteristics were balanced after propensity score weighting. Mean age at medication initiation was 13.2 years, 61% were male and 69% had received prior steroid-sparing medications. Throughout a median 4.9-year (quartile 1-3, 2.0-7.2) follow-up, relapses occurred in 58 participants (56%) treated with rituximab and 209 (78%) treated with calcineurin inhibitors. There was no significant difference in time-to-relapse after rituximab vs calcineurin inhibitor treatment [weighted hazard ratio (HR) 0.90, 95% confidence interval (CI) 0.59-1.38]. There were also no significant differences in relapse rates or kidney function decline. Participants treated with rituximab were at lower risk of developing hypertension (weighted HR 0.24, 95% CI 0.08-0.79). CONCLUSIONS: Using real-world data, there was no difference in relapse rates after rituximab vs calcineurin inhibitors among children and young adults with steroid-sensitive nephrotic syndrome. Steroid-sparing immunosuppression selection should be a shared decision, considering medication-specific side effects, costs, access, duration and adherence.

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)0.038
metaresearch head score (Gemma)0.042
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.038
Threshold uncertainty score0.199

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0380.042
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.004
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.004
GPT teacher head0.227
Teacher spread0.223 · 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

Citations1
Published2025
Admission routes2
Has abstractyes

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