Exercise & Training

Temperature-driven modulation of factors influencing full-Marathon time in male recreational runners.

TL;DR

Temperature conditions independently explained approximately 11% of the variance in finish time and significantly modulated the relationships between finish time and personal best, age, career, and BMI in male recreational runners across three marathon events representing optimal, moderate, and extreme temperatures.

Key Findings

Event-based ambient temperature conditions independently explained approximately 11% of the variance in full-marathon finish time.

  • Three marathon events were compared: Tsukuba Marathon 2023 (optimal temperature), Tsukuba Marathon 2022 (moderate temperature), and Hokkaido Marathon 2023 (extreme temperature)
  • The analysis included 1938 male runners
  • Hierarchical multiple regression analysis was used to examine the contribution of temperature conditions
  • Temperature was treated as an independent explanatory variable separate from individual runner characteristics

Temperature conditions significantly modulated the relationship between full-marathon finish time and personal best (PB) time.

  • Simple slope analyses were conducted following significant interactions identified in hierarchical multiple regression
  • The temperature-related increase in finish time tended to be greater in runners with faster PB times
  • This suggests that faster recreational runners experienced relatively larger performance decrements under hotter conditions
  • PB was identified as a key target in strategies to counteract heat-related marathon performance decline

Temperature conditions significantly modulated the relationship between finish time and age, with older runners showing greater temperature-related performance decline.

  • Age was one of four factors whose association with finish time was significantly modulated by temperature conditions
  • The temperature-related increase in finish time tended to be greater in older runners
  • Age was identified as a key target variable in heat-related marathon performance strategies
  • Simple slope analyses confirmed the significant interaction between temperature and age on finish time

Temperature conditions significantly modulated the relationship between finish time and running experience (career), with less experienced runners showing greater heat-related performance decline.

  • Running career (experience) was one of four factors whose association with finish time was significantly modulated by temperature
  • The temperature-related increase in finish time tended to be greater in runners with lower career values (less experience)
  • Running experience was identified as a key target in strategies to counteract heat-related marathon performance decline
  • This interaction was identified through hierarchical multiple regression followed by simple slope analysis

Temperature conditions significantly modulated the relationship between finish time and BMI, with higher BMI runners experiencing greater heat-related performance decline.

  • BMI was one of four factors whose association with finish time was significantly modulated by temperature conditions
  • The temperature-related increase in finish time tended to be greater in runners with higher BMI
  • BMI was identified as a key target in strategies to counteract heat-related marathon performance decline
  • BMI was assessed via questionnaire-based measurements along with other runner characteristics

Weekly running distance, running frequency, and longest running distance did not show significant temperature-modulated associations with finish time.

  • Unlike PB, age, career, and BMI, no significant interaction with temperature was observed for these training load variables
  • These three training-related variables were assessed via questionnaire alongside the other factors
  • The absence of modulation suggests these factors do not differentially predict performance across varying temperature conditions
  • This distinguishes training volume metrics from physiological and demographic characteristics in terms of heat sensitivity

The study examined questionnaire-based factors including PB, age, running career, BMI, weekly running distance and frequency, and longest running distance in relation to finish time across three temperature conditions.

  • Data were collected from 1938 male runners across three events
  • Events represented optimal (Tsukuba 2023), moderate (Tsukuba 2022), and extreme (Hokkaido 2023) temperature conditions
  • Hierarchical multiple regression analysis was the primary statistical method
  • Simple slope analyses were conducted for significant interaction terms to characterize the nature of temperature modulation

What This Means

This research suggests that rising temperatures due to global warming will not affect all marathon runners equally. By analyzing data from 1938 male recreational runners across three marathon events held under different temperature conditions (cool, moderate, and hot), the researchers found that temperature alone accounted for about 11% of the variation in finishing times. More importantly, the study found that certain runner characteristics determined how much a runner's performance suffered in the heat. Specifically, runners who were faster (based on their personal best times), older, less experienced, or had a higher body mass index (BMI) tended to slow down more in hotter conditions compared to their peers. Interestingly, training-related factors like weekly mileage, how often someone runs, and their longest training run did not seem to interact with temperature in the same way — meaning these factors predicted performance similarly regardless of how hot it was. This research suggests that as marathon events get warmer due to climate change, race organizers, coaches, and runners themselves may want to pay particular attention to these four characteristics — running ability, age, experience level, and body composition — when developing strategies to cope with heat. Recreational runners who are older, newer to the sport, or carry more body weight may need targeted heat preparation strategies, as do surprisingly fast runners who may be more accustomed to pushing their limits and thus more vulnerable when conditions become challenging.

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Citation

Inoue K, Yamaguchi A, Nabekura Y, Ishihara T, Fukuie T. (2026). Temperature-driven modulation of factors influencing full-Marathon time in male recreational runners.. Physiological reports. https://doi.org/10.14814/phy2.71096