Related Experiment Video
Updated: Oct 11, 2026

A Model to Simulate Clinically Relevant Hypoxia in Humans
Published on: December 22, 2016
Hemoglobin Exhibits a U-Shaped Association with Obstructive Sleep Apnea at High Altitude: Machine-Learning and
Yuan-Zheng Xue1, Li Zhu2, Jun Liang2
1953rd Hospital of PLA, Shigatse, China; Department of Cardiology, Daping Hospital, Third Military Medical University, Chongqing, China.
Objectives:
Chronic high-altitude hypoxia induces adaptive erythrocytosis, but the relationship between hemoglobin (Hb) and obstructive sleep apnea (OSA) remains unclear. We examined the association between Hb levels and OSA severity and explored short-term changes in sleep-related outcomes after erythrocytapheresis.
Methods:
250 men residing ≥1 year above 3,000 m were recruited at 3,860 m. OSA was assessed by portable polysomnography (apnea-hypopnea index, AHI; oxygenation). Participants were stratified by Hb level (<170, 170-210, and ≥210 g/L). Machine-learning classification and restricted cubic spline (RCS) analyses were used to evaluate nonlinear Hb-OSA associations. In the substudy, 15 participants with Hb >240 g/L underwent erythrocytapheresis, and 15 contemporaneous participants with high-altitude polycythemia (HAPC) received oxygen therapy alone. Sleep was reassessed within 24-48 h.
Results:
A U-shaped relationship between Hb and AHI was observed, with the lowest AHI in the 170-210 g/L group (P < 0.001). RCS analysis confirmed a significant nonlinear association (P < 0.001). The machine-learning model for OSA classification achieved an AUC of 0.873, with BMI, daytime SpO2, and Hb deviation contributing to risk stratification. In the exploratory substudy, erythrocytapheresis was associated with larger short-term reductions in Hb and AHI, and with improved nocturnal oxygenation, compared with oxygen therapy alone.
Conclusions:
Hb showed a nonlinear, U-shaped association with OSA at high altitude. Intermediate Hb levels (170-210 g/L) were associated with more favorable sleep-related indices. Erythrocytapheresis was associated with short-term improvement in sleep-related measures among participants with HAPC, supporting further controlled evaluation.
Related Concept Videos
Factors Affecting Respiration
Sleep Apnea
The condition is more prevalent among...
Hyperpnea and Hyperventilation
Alterations in Respiration II
In Biot's breathing, the respiratory rate and depth are irregular, alternating between periods of deep gasping and apnea. Common causes include...
Treatment for Pulmonary Arterial Hypertension: Oxygen Therapy for Respiratory Failure
Oxygen therapy is vital in increasing and maintaining blood oxygen levels in PAH patients. As a result, it aids in reducing fatigue, improving...
Acute Respiratory Failure-II
The underlying physiological abnormalities that contribute to hypoxemic respiratory failure include: