Effect of Prolonged High‐Altitude Exposure on Heart Rate Response to Central Sleep Apnea
Bibliographic record
Abstract
Central sleep apnea (CSA) is common at high‐altitude (>2500m) and is characterized by a cyclical pattern of hyperventilation and transient arterial hypocapnia, triggering apnea. We have demonstrated that voluntary wakeful apnea at altitude promotes a greater degree of bradycardia and cardiac arrhythmias than at sea level. However, whether bradyarrhythmias are observed during CSA at altitude has not been investigated. We investigated the duration dependent effect of altitude on heart rate changes during periods of apnea overnight. We hypothesized that overnight apnea would result in a greater magnitude of bradycardia with prolonged hypoxic exposure. Central sleep apnea (Apnea‐hypopnea index; AHI) was assessed overnight at low altitude (1045m), early (Night 2‐3) and late (Night 9‐10) at high altitude (N=14; 6 female). Heart rate (HR) and rhythm (electrocardiogram; ECG lead II) was collected alongside sleep data (RESMED Apnealink) to quantify sleep apnea events and desaturations. HR data were averaged over 10s prior to and 10s following apneas. Delta HR during apnea (BL HR – Nadir HR apnea) was determined to characterize bradycardia. Differences in heart rate prior to, during, and post apnea were compared using a repeated‐measures ANOVA design, with a Holm‐Sidak post‐hoc analysis where main effect of condition was significant. The magnitude of bradycardia during apneas between early and late time points were compared using a paired t‐test. Additional analyses of sex differences were performed using a two‐way mixed model ANOVA. AHI was augmented at high altitude (main effect p=0.012) but not different between early and late time points (p=0.193). The incidence of central apneic events was greater late at high‐altitude compared to low altitude (p=0.0045). Overnight oxygen saturation was decreased at high altitude (main effect of time, p<0.01) but was elevated late (84 ± 3%) compared to early (82 ± 4%) at altitude (p=0.038). Average HR overnight was similar between early (74 ± 11bpm) and late (69 ± 10bpm) time points (p=0.134). HR dropped during apneas at early (‐6.2±4.6 bpm; p=0.018) and late (‐6.4±2.8 bpm; p<0.001) timepoints. Female participants had a lower AHI at high altitude (p=0.006) but tended to have a greater bradycardia (‐7.7± 5.6bpm early, ‐7.6±2.9bpm late) compared to men (‐3.9±0.68bpm early; ‐4.5±1.4bpm late; main effect of sex, p=0.052). We demonstrate that CSA at altitude is associated with bradycardia that does not appear to become greater with prolonged exposure. It appears females may be less susceptible to CSA but have a greater bradycardic response during apneas compared to males.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".