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Modeling probability of additional cases of natalizumab-associated JCV sero-negative progressive multifocal
Robert L Carruthers1, Tanuja Chitnis, Brian C Healy
1Department of Neurology, Harvard Medical School, Boston, MA, USA.
Abstract:
JCV serologic status is used to determine PML risk in natalizumab-treated patients. Given two cases of natalizumab-associated PML in JCV sero-negative patients and two publications that question the false negative rate of the JCV serologic test, clinicians may question whether our understanding of PML risk is adequate. Given that there is no gold standard for diagnosing previous JCV exposure, the test characteristics of the JCV serologic test are unknowable. We propose a model of PML risk in JCV sero-negative natalizumab patients. Using the numbers of JCV sero-positive and -negative patients from a study of PML risk by JCV serologic status (sero-positive: 13,950 and sero-negative: 11,414), we apply a range of sensitivities and specificities in order calculate the number of JCV-exposed but JCV sero-negative patients (false negatives). We then apply a range of rates of developing PML in sero-negative patients to calculate the expected number of PML cases. By using the binomial function, we calculate the probability of a given number of JCV sero-negative PML cases. With this model, one has a means to establish a threshold number of JCV sero-negative natalizumab-associated PML cases at which it is improbable that our understanding of PML risk in JCV sero-negative patients is adequate.
Insights
Determining progressive multifocal leukoencephalopathy (PML) risk in natalizumab patients requires assessing John Cunningham virus (JCV) serologic status. This study models PML risk in JCV sero-negative patients, addressing uncertainties in current testing.
Area of Science:
- Neurology
- Immunology
- Virology
Background:
- John Cunningham virus (JCV) serologic status is crucial for assessing progressive multifocal leukoencephalopathy (PML) risk in patients treated with natalizumab.
- Recent cases of PML in JCV sero-negative patients and concerns about the JCV serologic test's false negative rate raise questions about the adequacy of current PML risk assessment.
- The lack of a gold standard for diagnosing prior JCV exposure makes definitive characterization of the JCV serologic test's performance impossible.
Purpose of the Study:
- To develop a predictive model for PML risk specifically in natalizumab-treated patients who are JCV sero-negative.
- To quantify the potential number of JCV-exposed but sero-negative individuals and estimate the expected PML cases within this population.
- To establish a probabilistic framework for evaluating the adequacy of current PML risk understanding in JCV sero-negative patients.
Main Methods:
- Utilized patient numbers from a prior study (13,950 JCV sero-positive, 11,414 sero-negative).
- Applied a range of potential sensitivities and specificities for the JCV serologic test to estimate false negative rates.
- Incorporated varying rates of PML development in sero-negative individuals and employed the binomial function to calculate probabilities of observed PML cases.
Main Results:
- The model allows for the calculation of the number of JCV-exposed, sero-negative patients based on assumed test characteristics.
- It estimates the expected number of PML cases in this population under different PML incidence assumptions.
- Probabilistic outcomes are generated to assess the likelihood of observed PML cases occurring by chance.
Conclusions:
- The proposed model provides a method to evaluate the adequacy of PML risk assessment in JCV sero-negative natalizumab patients.
- It enables the establishment of a threshold for the number of PML cases that would suggest current risk understanding is insufficient.
- This approach aids clinicians in interpreting PML risk in the context of JCV serologic test limitations.
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