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ArticleBMJ open2025

Artificial intelligence-based personalised rituximab treatment protocol in membranous nephropathy (iRITUX): protocol for a multicentre randomised control trial.

Maxime Teisseyre, Alexandre Destere, Marion Cremoni, Kévin Zorzi, Vesna Brglez, Sylvain Benito, Laurent Bailly, Céline Fernandez, Barbara Seitz-Polski

Registry-linked trialAbstract readClinical Trial Protocol
In one paragraph

Article in BMJ open, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06341205 (Study of Artificial Intelligence-based Personalized Rituximab Treatment Protocol in Membranous Nephropathy), which is not on this map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT06341205 phase3recruitingnot on this map

Study of Artificial Intelligence-based Personalized Rituximab Treatment Protocol in Membranous Nephropathy

TypeinterventionalSponsorCentre Hospitalier Universitaire de NiceRan2025 to 2031Enrolled120ConditionsMembranous NephropathyArmsRiTUXimab Injection
3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Emerging Treatments in Pemphigus: Is Healing an Achievable Goal?American journal of clinical dermatology · 2026
    Review
  2. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Maxime TeisseyreInstitut de Recherche sur le Cancer et Vieillissement UMR7284 CNRS INSERM U1081, Université Côte d'Azur, Nice, Provence-Alpes-Côte d'Azur, France maxime.teisseyre@univ-cotedazur.fr.ORCID http://orcid.org/0000-0002-3601-0572
Alexandre DestereDépartement de Pharmacologie Clinique et de Pharmacovigilance, Université Côte d'Azur, Centre Hospitalier Universitaire de Nice, Nice, Provence-Alpes-Côte d'Azur, France.
Marion CremoniInstitut de Recherche sur le Cancer et Vieillissement UMR7284 CNRS INSERM U1081, Université Côte d'Azur, Nice, Provence-Alpes-Côte d'Azur, France.
Kévin ZorziInstitut de Recherche sur le Cancer et Vieillissement UMR7284 CNRS INSERM U1081, Université Côte d'Azur, Nice, Provence-Alpes-Côte d'Azur, France.
Vesna BrglezInstitut de Recherche sur le Cancer et Vieillissement UMR7284 CNRS INSERM U1081, Université Côte d'Azur, Nice, Provence-Alpes-Côte d'Azur, France.
Sylvain BenitoEXACTCURE, Nice, Provence-Alpes-Côte d'Azur, France.
Laurent BaillyDépartement de Santé Publique, Université Côte d'Azur, Centre Hospitalier Universitaire de Nice, Nice, Provence-Alpes-Côte d'Azur, France.
Céline FernandezInstitut de Recherche sur le Cancer et Vieillissement UMR7284 CNRS INSERM U1081, Université Côte d'Azur, Nice, Provence-Alpes-Côte d'Azur, France.
Barbara Seitz-PolskiInstitut de Recherche sur le Cancer et Vieillissement UMR7284 CNRS INSERM U1081, Université Côte d'Azur, Nice, Provence-Alpes-Côte d'Azur, France.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionMembranous nephropathy is an autoimmune kidney disease and the most common cause of nephrotic syndrome in non-diabetic Caucasian adults. Rituximab is now recommended as first-line therapy for membranous nephropathy. However, Kidney Disease Improving Global Outcomes guidelines do not recommend any specific protocol. Rituximab bioavailability is reduced in patients with membranous nephropathy due to urinary drug loss. Underdosing of rituximab is associated with treatment failure. We have previously developed a machine learning algorithm to predict the risk of underdosing. We have retrospectively shown that patients with a high risk of underdosing required higher doses of rituximab to achieve remission. The aim of this prospective study is to evaluate the efficacy of algorithm-driven rituximab treatment in patients with membranous nephropathy compared to standard treatment.

methodsA multicentre, randomised, controlled, open-label, prospective superiority clinical trial will be conducted in 13 French hospitals. 130 consecutive patients with primary membranous nephropathy and active nephrotic syndrome will be randomised to either the standard protocol control group (two 1 g rituximab infusions on days 0 and 15) or the algorithm-driven rituximab treatment group. In the latter, the rituximab dose will depend on the algorithm-estimated risk of underdosing. Patients with an algorithm-estimated risk of underdosing ≤50% will receive 1 g of rituximab on days 0 and 15. Patients with an algorithm-estimated risk of underdosing between 51% and 75% will receive 1 g of rituximab on days 0, 15 and 30. Finally, patients with an estimated risk of underdosing >75% will receive 1 g of rituximab on days 0, 15, 30 and 45. The primary study outcome is the rate of clinical remission (complete or partial) at month 6 after treatment initiation. The secondary outcomes include clinical remission at month 12, immunological remission, proteinuria, albuminuria, serum creatinine, estimated glomerular filtration rate, phospholipase A2 receptor type 1 antibody titre, anti-rituximab antibody occurrence, lymphocyte count, serum rituximab level and related adverse events. ETHICS AND DISSEMINATION: The trial received ethics approval from the local ethics boards. The results of this study will confirm whether algorithm-driven rituximab treatment is more effective in inducing remission than the standard regimen and thus may contribute to improving management of patients with membranous nephropathy. The results of our study will be submitted to a peer-review journal. TRIAL REGISTRATION NUMBER: NCT06341205 trial number. Registered on 2 April 2024.

Indexed as

Artificial IntelligenceGlomerulonephritis, MembranousImmunologic FactorsRituximabAdultAlgorithmsEquivalence Trials as TopicFemaleFranceHumansMaleMulticenter Studies as TopicNephrotic SyndromePrecision MedicineProspective StudiesRandomized Controlled Trials as TopicImmunologic FactorsRituximabArtificial IntelligenceGlomerulonephritisIMMUNOLOGYMachine LearningNephrology

Identifiers

PMID40180405
PMCPMC11966952

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.