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Research · 02 of 06

A seven-variable model flags proliferative lupus nephritis without biopsy

Worth considering as a stop-gap risk estimate when biopsy is not possible; it does not replace histology.

Design
Multicentre retrospective model development and external validation
Population
443 patients with biopsy-confirmed lupus nephritis, five centres
Primary outcome
Identification of proliferative lupus nephritis
Effect
AUC 0.852 (development), 0.895 (external validation)

This multicentre retrospective study included 443 patients with biopsy-confirmed lupus nephritis from five centres in China. A model built in one centre (337 patients) was externally validated in four others (106 patients).

The final model uses seven routine variables: lymphocyte percentage, haematuria, leukocyturia, eGFR, uric acid, anti-dsDNA positivity and C3. It discriminated proliferative from non-proliferative nephritis with an AUC of 0.852 in development and 0.895 in external validation, with acceptable calibration.

Biopsy remains the standard, and treatment decisions in lupus nephritis rest on histology. But where biopsy is contraindicated, refused or delayed, a model like this may help judge urgency and the intensity of initial treatment while waiting.

  • Kidney biopsy remains the standard for classifying lupus nephritis.
  • Where biopsy is delayed or contraindicated, routine variables may help estimate the likelihood of proliferative disease.
  • Haematuria, leukocyturia, low C3, anti-dsDNA and reduced eGFR all pointed towards proliferative disease.
  • The model has not been validated outside Chinese centres.

Why it matters

Biopsy access limits timely classification of lupus nephritis in many settings.

Don't overread it

Retrospective, small external validation, single-country data.

The statistics, in plain English

An AUC of 0.895 means the model ranks a proliferative case above a non-proliferative one about 90% of the time. Good discrimination does not guarantee the model works in a different population.

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