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Improving Indirect Methods for Calculating Reference Limits for Nerve Conduction Studies From Historical Data
Tomasz Szymon Szczepanski1,2, Kristian Bernhard Nilsen1, Øystein Dunker1,2,3
1Section for Clinical Neurophysiology, Department of Neurology, Oslo University Hospital, Oslo, Norway.
Muscle & Nerve
|May 19, 2026
Summary
Improved indirect methods for nerve conduction studies (NCS) reference limits enhance diagnostic accuracy for neuromuscular disorders. Modified S-curve algorithms offer reliable results using historical data when sufficient normal measurements are available.
Area of Science:
- Neurology
- Biomedical Engineering
- Clinical Diagnostics
Background:
- High-quality reference limits for nerve conduction studies (NCS) are crucial for diagnosing neuromuscular disorders.
- Directly calculating reference limits from healthy controls is costly and time-intensive.
- Indirect methods (E-norms, E-Ref, MeRef) utilize historical hospital data but have limitations.
Purpose of the Study:
- To enhance indirect methods for calculating NCS reference limits by modifying S-curve selection algorithms.
- To improve the efficiency and accuracy of establishing reference limits from historical patient data.
Main Methods:
- Modified E-norms, E-Ref, and MeRef algorithms were applied to a large historical NCS database.
- Reference limits were calculated using the modified indirect methods.
- Results were validated against limits derived from 680 healthy subjects using Youden's J statistic and z-score deviation.
Main Results:
- Modified methods achieved Youden's J > 0.8 and z-score deviation < 0.9 for most NCS measurements.
- Performance was comparable or superior to unmodified methods.
- Optimal performance required at least 500 measurements and <20% abnormal data.
Conclusions:
- Modifying S-curve selection algorithms significantly improves indirect NCS reference limit calculation.
- The enhanced methods require adequate numbers and proportions of normal measurements in historical data.
- A combination of these improved indirect methods is viable for developing reference limits from historical patient data.

