Unlocking high-intensity performance thresholds through ventilatory signatures in the ECG

V V. Heinz N N. Pilz L L. Fesseler T T. Lindner L L. Malotka O O. Opatz D D. Blottner O O. Anosov A A. Patzak M Michael Fähling T T. L. Bothe

Abstract

Abstract A ubiquitously available and accurate non-invasive ventilatory threshold assessment (NIVA) would substantially improve real-world performance assessment evaluation in both clinical and elite sports settings. We hypothesised that ECG-derived ventilatory phase analysis achieves reference-standard accuracy for second ventilatory threshold (VT2) determination. 74 healthy adults performed stepwise cardiopulmonary exercise testing with simultaneous lactate sampling to retrieve VT2 and lactate-based (Dmax; LT2) thresholds. Threshold agreement was evaluated for heart rate (HR) and exercise load (W) between VT2, LT2, age-estimated HR (HR-Est) and NIVA. In 66 assessable datasets, NIVA and VT2 yielded equivalent threshold estimates for HR (− 0.46 bpm; 90% CI [− 2.10;1.17]) and exercise load (0.46 W; 90% CI [− 2.35; 3.27]). VT2 and HR-Est diverged (HR − 7.22 bpm, p  < 0.001; load − 6.26 W; p  < 0.001). LT2 was available in 58 subjects and differed from both VT2 ( p  < 0.001) and NIVA ( p  < 0.001). Correlations supported these findings, with close associations between VT2 and NIVA (HR r  = 0.84; load r  = 0.96). NIVA derived a high-intensity performance threshold from ECG signals with reference-standard fidelity and showed close agreement with CPET-derived VT2. Its performance and accessibility make it attractive for frequent reassessment of a VT2-aligned threshold without the need for spiroergometry or lactate measurements. Validation across devices, protocols, populations, and real-world signal conditions is warranted.

Article Details

Volume / Issue Vol. 16, Issue 1
Published May 19, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (11)

V

V. Heinz

N

N. Pilz

L

L. Fesseler

T

T. Lindner

L

L. Malotka

O

O. Opatz

D

D. Blottner

O

O. Anosov

A

A. Patzak

M

Michael Fähling

T

T. L. Bothe