Evidence map›Paper›PMID 41524248›Full record

ArticleCNS neuroscience & therapeutics2026

Development and External Validation of a Multivariable Model to Predict Early Minimal Symptom Expression Response in Adult Generalized Myasthenia Gravis Patients Treated With Efgartigimod.

Yufang Yang, Tao Liang, Mingming Zhao, Hongxia Yang, Zhilan Zhao, Lu Yu, Linlin Yan, Siyuan Li, Peng Zhang, Guoyan Qi and 3 more

Abstract readMulticenter StudyValidation Study
In one paragraph

Article in CNS neuroscience & therapeutics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  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

13 authors.

Yufang YangDepartment of Neurology, Affiliated Hospital of Zunyi Medical University, Zunyi, China.
Tao LiangDepartment of Neurology, Affiliated Hospital of Zunyi Medical University, Zunyi, China.ORCID 0000-0001-6828-1839
Mingming ZhaoDepartment of Neurology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.ORCID 0000-0002-0472-4298
Hongxia YangCenter for the Diagnosis and Treatment of Myasthenia Gravis, Shijiazhuang People's Hospital, Shijiazhuang, China.
Zhilan ZhaoDepartment of Neurology, Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China.
Lu YuDepartment of Neurology, Guizhou Provincial People's Hospital, Guiyang, China.
Linlin YanDepartment of Neurology, Affiliated Hospital of Zunyi Medical University, Zunyi, China.
Siyuan LiDepartment of Neurology, Affiliated Hospital of Zunyi Medical University, Zunyi, China.
Peng ZhangDepartment of Neurology, Affiliated Hospital of Zunyi Medical University, Zunyi, China.
Guoyan QiCenter for the Diagnosis and Treatment of Myasthenia Gravis, Shijiazhuang People's Hospital, Shijiazhuang, China.ORCID 0000-0001-9218-3219
Jian YinDepartment of Neurology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.ORCID 0009-0003-2054-7281
Zucai XuDepartment of Neurology, Affiliated Hospital of Zunyi Medical University, Zunyi, China.ORCID 0000-0002-6849-7928
Zhong LuoDepartment of Neurology, Affiliated Hospital of Zunyi Medical University, Zunyi, China.ORCID 0000-0002-7574-3293

Funding

Guizhou epilepsy basic and clinical research scientific and technological innovation talent team project CXTD[2022]013Guizhou provincial "hundred-level" innovative talents funds GCC-2022-038-1National High Level Hospital ClinicalReaearch Funding BJ-2023-111National Natural Science Foundation of China 82360268National Natural Science Foundation of China 82471487
6 · The paper itself

Abstract

backgroundEfgartigimod, a neonatal Fc receptor (FcRn) blocker, is approved for generalized Myasthenia Gravis (gMG), but predictors of early response are unclear. Using minimal symptom expression (MSE) as the therapeutic target, we developed and externally validated a clinical model to predict early MSE response after starting efgartigimod. This efgartigimod-tailored model estimates the baseline probability of achieving early MSE and may assist in individualized treatment selection at therapy initiation.

methodsWe retrospectively analyzed 118 adults with gMG treated at five tertiary centers in China (efgartigimod 10 mg/kg IV weekly ×4). MSE was defined as Myasthenia Gravis-Activities of Daily Living (MG-ADL) ≤ 1 sustained ≥ 4 weeks; early MSE response was achievement within 4 weeks of initiation. Patients were split into a derivation cohort (n = 64; three centers) and an external validation cohort (n = 54; two centers). Candidate predictors included demographics, baseline severity, and laboratory indices. Variables associated with early MSE in univariable analyses entered multivariable logistic regression to construct a nomogram. Discrimination (AUC-ROC), calibration (curves and Spiegelhalter Z-test), and clinical utility (decision curve analysis, DCA) were assessed, with bootstrap internal validation.

resultsEarly MSE response occurred in 26/64 derivation and 22/54 validation patients. Lower bulbar MG-ADL (OR 0.633, p = 0.040), higher FVC% (OR 1.042, p = 0.048), and lower IgG (OR 0.795, p = 0.036) independently predicted early MSE response. The nomogram showed strong discrimination-derivation AUC 0.869 (95% CI 0.797-0.941), bootstrap AUC 0.880 (0.806-0.954), and external AUC 0.839 (0.760-0.919)-and good calibration (Spiegelhalter Z: 1.03, p = 0.303; 0.94, p = 0.347; 1.17, p = 0.242). DCA indicated net benefit across thresholds 0.05-0.82, with validation curves mirroring derivation.

conclusionsA three-factor nomogram (bulbar MG-ADL, FVC%, and serum IgG) provides an efgartigimod-specific baseline estimate of early sustained-MSE response probability, which may help neurologists select appropriate candidates, counsel expected benefit, and tailor follow-up intensity or alternative escalation strategies. TRAIL REGISTRATION: Chinese Clinical Trial Registry (ChiCTR2500101971).

Indexed as

Myasthenia GravisAdultAgedCohort StudiesFemaleHumansMaleMiddle AgedMultivariate AnalysisReceptors, FcRetrospective StudiesTreatment OutcomeReceptors, Fcgeneralized Myasthenia Gravisminimal symptom expressionnomogrampredictive model

Identifiers

PMID41524248
PMCPMC12794272

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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.