| Literature DB >> 35565840 |
Bronwen Lundy1,2, Monica K Torstveit3, Thomas B Stenqvist3, Louise M Burke2, Ina Garthe4, Gary J Slater5, Christian Ritz6, Anna K Melin7.
Abstract
A questionnaire-based screening tool for male athletes at risk of low energy availability (LEA) could facilitate both research and clinical practice. The present options rely on proxies for LEA such screening tools for disordered eating, exercise dependence, or those validated in female athlete populations. in which the female-specific sections are excluded. To overcome these limitations and support progress in understanding LEA in males, centres in Australia, Norway, Denmark, and Sweden collaborated to develop a screening tool (LEAM-Q) based on clinical investigations of elite and sub-elite male athletes from multiple countries and ethnicities, and a variety of endurance and weight-sensitive sports. A bank of questions was developed from previously validated questionnaires and expert opinion on various clinical markers of LEA in athletic or eating disorder populations, dizziness, thermoregulation, gastrointestinal symptoms, injury, illness, wellbeing, recovery, sleep and sex drive. The validation process covered reliability, content validity, a multivariate analysis of associations between variable responses and clinical markers, and Receiver Operating Characteristics (ROC) curve analysis of variables, with the inclusion threshold being set at 60% sensitivity. Comparison of the scores of the retained questionnaire variables between subjects classified as cases or controls based on clinical markers of LEA revealed an internal consistency and reliability of 0.71. Scores for sleep and thermoregulation were not associated with any clinical marker and were excluded from any further analysis. Of the remaining variables, dizziness, illness, fatigue, and sex drive had sufficient sensitivity to be retained in the questionnaire, but only low sex drive was able to distinguish between LEA cases and controls and was associated with perturbations in key clinical markers and questionnaire responses. In summary, in this large and international cohort, low sex drive was the most effective self-reported symptom in identifying male athletes requiring further clinical assessment for LEA.Entities:
Keywords: EHMC; endurance; questionnaire; testosterone; validation
Mesh:
Substances:
Year: 2022 PMID: 35565840 PMCID: PMC9101736 DOI: 10.3390/nu14091873
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 6.706
Definition of Clinical Indicators of LEA.
| Primary Indicators | Secondary Indicators |
|---|---|
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Subjects were categorized as LEA if they had two or more primary indicators or three or more indicators overall. * “Lowest quartile” refers to the lowest quartile of the reference range at the specific testing site where the measure was taken.
Multivariate analysis of questionnaire items and associated clinical markers.
| Questionnaire Item | Clinical Variable | N | Estimated Slope | SE | |
|---|---|---|---|---|---|
| Section 1: Dizziness | |||||
| 1. Dizziness score | Glucose | 264 | −0.075 | 0.032 | 0.018 |
| Low insulin | 117 | 0.600 | 0.227 | 0.008 | |
| Proximal Femur BMD Z-score | 302 | −0.196 | 0.063 | 0.002 | |
| High cortisol:insulin ratio | 95 | 0.513 | 0.219 | 0.019 | |
| Section 2: Gastrointestinal Score | |||||
| 2. Gastrointestinal score | AP Spine BMD Z-score | 304 | −0.136 | 0.0394 | 0.004 |
| Proximal Femur Z-score | 302 | −0.078 | 0.039 | 0.046 | |
| Section 3: Thermoregulation- no findings | |||||
| Section 4: Injury and illness | |||||
| 4A How many acute injuries? | Low T3 | 177 | 0.683 | 0.279 | 0.014 |
| T3 | 177 | −0.140 | 0.059 | 0.019 | |
| 4B How many overload injuries? | Low T3 | 177 | 0.537 | 0.230 | 0.020 |
| T3 | 177 | −0.130 | 0.054 | 0.018 | |
| High cortisol | 207 | 0.391 | 0.190 | 0.039 | |
| High cortisol:insulin ratio | 95 | 0.506 | 0.238 | 0.034 | |
| 4D How many breaks in training have you had for acute injury? | High cortisol | 209 | 0.389 | 0.168 | 0.021 |
| Cortisol | 209 | 22.725 | 9.856 | 0.022 | |
| 4F Number of days unable to train due to illness | Low T3 | 176 | 0.762 | 0.267 | 0.004 |
| T3 | 176 | −0.191 | 0.054 | 0.001 | |
| 4 Injury and illness score | Low T3 | 177 | 0.173 | 0.065 | 0.008 |
| T3 | 177 | −0.038 | 0.014 | 0.008 | |
| High cortisol | 217 | 0.093 | 0.045 | 0.040 | |
| Section 5: Wellbeing and recovery | |||||
| 5A Fatigue sub score | Total cholesterol | 241 | 0.048 | 0.022 | 0.028 |
| 5D Poor recovery sub score | Total cholesterol | 241 | 0.078 | 0.031 | 0.013 |
| 5E Low energy levels | Low insulin | 117 | 0.2133 | 0.098 | 0.030 |
| 5 Poor wellbeing score | Total cholesterol | 241 | 0.016 | 0.006 | 0.013 |
| Section 6: Sex Drive | |||||
| 6A How would you rate your sex drive in general? | High cortisol:insulin ratio | 95 | 0.767 | 0.373 | 0.039 |
| Weight flux | 115 | 1.908 | 0.579 | 0.001 | |
| Training amount | 114 | 7.995 | 4.010 | 0.049 | |
| Low insulin | 95 | 1.177 | 0.416 | 0.005 | |
| Cortisol:insulin ratio | 95 | 4.959 | 1.897 | 0.011 | |
| Total Testosterone | 115 | −1.882 | 0.826 | 0.025 | |
| Proximal femur BMD Z-score | 112 | −0.326 | 0.130 | 0.014 | |
| T3 | 114 | −0.195 | 0.090 | 0.033 | |
| 6B How would you rate it over the last month compared to normal? | T3 | 114 | −0.221 | 0.106 | 0.039 |
| Glucose | 107 | −0.172 | 0.077 | 0.027 | |
| Low insulin | 95 | 0.817 | 0.398 | 0.040 | |
| 6C How often would you wake with a morning erection? | AP Spine BMD Z-score | 115 | −0.177 | 0.074 | 0.019 |
| Training amount | 114 | 4.734 | 2.265 | 0.039 | |
| Low free testosterone:cortisol ratio | 114 | 0.4346 | 0.1946 | 0.026 | |
| Proximal femur BMD Z-score | 112 | −0.228 | 0.073 | 0.002 | |
| Low BMD | 115 | 0.520 | 0.211 | 0.014 | |
| 6D Over the last month how does the number of morning erections compare to normal for you? | Low RMRratio | 115 | 0.743 | 0.343 | 0.030 |
| Low sex drive score | High cortisol:insulin ratio | 95 | 0.206 | 0.103 | 0.045 |
| Weight flux | 115 | 0.4819 | 0.180 | 0.009 | |
| Low insulin | 95 | 0.209 | 0.105 | 0.045 | |
| Proximal femur BMD Z-score | 112 | −0.121 | 0.039 | 0.003 | |
| Testosterone | 115 | −0.5874 | 0.2527 | 0.022 | |
| T3 | 114 | −0.074 | 0.028 | 0.009 | |
| Exercise Hypogonadal Male Condition | Weight flux | 118 | 2.049 | 0.887 | 0.023 |
| Proximal femur BMD Z-score | 115 | −0.397 | 0.193 | 0.042 | |
Significance set at p < 0.05, n = 310. “High” represents the top and “low” represents the bottom quartile of the test locations’ clinical variables, respectively.
ROC analysis including all subjects (n = 310) showing questionnaire items associated with clinical variables according to the multivariate analysis (Table 1) with a sensitivity of >60%.
| Questionnaire Item | Associated Clinical Variable | Score Threshold | Sensitivity (%) | Specificity (%) |
|---|---|---|---|---|
| 1 Dizziness score | High cortisol:insulin ratio | 0.5 | 70 | 52 |
| Glucose | 0.5 | 62 | 49 | |
| Low insulin | 0.5 | 70 | 54 | |
| 4F Illness score | Low T3 | 0.5 | 64 | 46 |
| T3 | 0.5 | 67 | 47 | |
| 5 Poor wellbeing score | Total cholesterol | 19.5 | 61 | 56 |
| 5A Fatigue | Total cholesterol | 2.5 | 82 | 31 |
| 6 Low sex drive score | T3 | 1.5 | 64 | 86 |
| Low insulin | 0.5 | 96 | 28 | |
| Weight flux | 0.5 | 81 | 24 | |
| 6A Sex drive in general | Total testosterone | 0.5 | 87 | 26 |
| Weight flux | 1.5 | 69 | 56 | |
| 6B Sex drive over the last month | T3 | 2.0 | 71 | 98 |
| 6C Morning erections | Low free testosterone:cortisol ratio | 0.5 | 63 | 57 |
Subject characteristics LEA cases vs. controls.
| Variable | All | Controls | LEA-Cases | |
|---|---|---|---|---|
| Age (years) | 27.9 ± 6.9 | 27.0 ± 6.7 | 31.2 ± 7.6 | <0.0001 |
| Age at specialization (years) | 18.1 ± 7.7 ( | 17.9 ± 7.1 ( | 21.3 ± 8.6 ( | 0.0010 |
| Height (cm) | 181.6 ± 7.7 | 182.1 ± 8.4 | 180.5 ± 6.5 | 0.1232 |
| Body mass (kg) | 73.4 ± 10.1 | 74.9 ± 11.0 | 72.1 ± 9.3 | 0.0449 |
| BMI (kg/m2) | 22.2 ± 2.0 | 22.5 ± 2.0 | 22.1 ± 2.1 | 0.1256 |
| Weight flux (max min weight) | 9.1 ± 9.5 | 8.9 ± 5.7 | 10.1 ± 6.5 | 0.1390 |
| VO2max (mL/kg/min) | 68.1±7.2 | 67.9 ± 7.1 ( | 67.9 ± 7.4 ( | 0.9369 |
| DXA body fat % | 11.9 ± 3.8 | 12.5 ± 3.5 | 12.3 ± 3.7 | 0.6941 |
| DXA FFM (kg) | 64.9 ± 8.7 | 65.7 ± 9.7 | 63.7 ± 7.6 | 0.1050 |
| AP Spine BMD Z-score | −0.01 ± 1.00 ( | 0.05 ± 1.03 ( | −0.28 ± 1.01 | 0.0147 |
| Proximal Femur BMD Z-score | 0.35 ± 1.0 ( | 0.31 ± 0.96 ( | 0.04 ± 0.92 ( | 0.0325 |
| BP systolic (mmHg) | 118.6 ± 10.4 ( | 119.9 ± 10.7 ( | 116.9 ± 9.7 ( | 0.0373 |
| BP diastolic (mmHg) | 67.6 ± 7.6 ( | 68.1 ± 6.5 ( | 67.3 ± 6.5 ( | 0.4088 |
| RMR (kJ/kg FFM) | 125.7 ± 16.3 ( | 130.8 ± 15.1 | 120.1 ± 14.9 ( | <0.0001 |
| RMRratio | 1.01 ± 0.13 ( | 1.05 ± 0.12 | 0.95 ± 0.12 ( | <0.0001 |
| Total testosterone (nmol/L) | 19.8 ± 5.8 ( | 21.2 ± 5.5 ( | 17.3 ± 5.5 ( | <0.0001 |
| Free testosterone (pmol/L) | 425.3 ± 139.1 ( | 456.4 ± 136.2 | 383.7 ± 136.8 | 0.0008 |
| Free testosterone:cortisol ratio | 1.01 ± 0.47 ( | 1.10 ± 0.46 ( | 0.87 ± 0.43 ( | 0.0006 |
| Total testosterone:cortisol ratio | 0.05 ± 0.02 ( | 0.05 ± 0.02 ( | 0.04 ± 0.02 ( | 0.0002 |
| IGF-1 (nmol/L) | 28.7 ± 8.5 ( | 31.5 ± 8.3 ( | 24.8 ± 7.5 ( | <0.0001 |
| T3 (pmol/L) | 5.3 ± 0.8 ( | 5.7 ± 0.5 ( | 4.9 ± 0.7 ( | <0.0001 |
| Cortisol (nmol/L) | 461.5 ± 127.5 ( | 449.0 ±121.9 ( | 483.9 ± 134.7 ( | 0.0523 |
| Insulin (pmol/L) | 24.2 ±10.3 ( | 26.4 ± 10.9 ( | 20.8 ± 7.4 ( | 0.0079 |
| Cortisol:insulin ratio | 22.1 ± 14.5 ( | 19.3 ± 10.1 ( | 27.1 ± 14.7 ( | 0.0031 |
| Blood glucose (mmol/L) | 5.0 ± 0.4 ( | 5.1 ± 0.5 ( | 4.9 ± 0.5 ( | 0.0893 |
| Total cholesterol (mmol/L) | 4.6 ± 0.9 ( | 4.5 ± 0.8 ( | 4.8 ± 0.9 ( | 0.0292 |
| LDL (mmol/L) | 2.7 ± 0.8 ( | 2.7 ± 0.7 ( | 2.9 ± 0.8 ( | 0.0680 |
| HDL (mmol/L) | 1.5 ± 0.3 ( | 1.4 ± 0.3 ( | 1.5 ± 0.4 ( | 0.0303 |
| Triglycerides (mmol/L) | 0.9 ± 0.3 ( | 0.94 ± 0.34 ( | 0.89 ± 0.37 ( | 0.2783 |
Data are expressed as mean ± standard deviation, significance set at p < 0.05.
Variable scores in LEA cases and controls.
| Questionnaire Item | Control ( | LEA Case ( | |
|---|---|---|---|
| 1 Dizziness score * | 0.8 ± 0.8 | 0.8 ± 1.0 | 0.7738 |
| 4F Illness score * | 0.92 ± 0.98 | 0.76 ± 0.91 | 0.1997 |
| 5A Fatigue score * | 4.48 ± 2.74 | 3.84 ± 2.76 | 0.0764 |
| 5 Wellbeing score * | 18.71 ± 10.89 | 20.37 ± 10.32 | 0.2308 |
| 6 Low sex drive score * | 1.96 ± 1.93 ( | 3.00 ± 2.51 ( | 0.0160 |
| 6A Sex drive in general * | 0.86 ± 0.58 | 1.11 ± 0.80 | 0.0599 |
| 6B Sex drive over the last month * | 0.17 ± 0.47 | 0.32 ± 0.34 | 0.1979 |
| 6C Morning erections * | 0.75 ± 1.07 | 1.26 ± 1.33 | 0.0284 |
| 6D Over the last month how does the number of morning erections compare to normal for you? * | 0.18 ± 0.62 | 0.32 ± 0.74 | 0.3102 |
* A higher score indicates a clinically less favourable presentation of symptoms.
Utility of clinical variables 1.
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| Higher poor recovery score * | Fewer morning erections compared to normal ** | Lower general sex drive score *, lower GI score | Lower poor fitness score *** | Higher Injury and illness score * | Increased dizziness * | None | Higher poor fitness score * |
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1 Definitions of “low” clinical markers defined in Table 1; 2 lower questionnaire score indicates a more normal response; higher scores suggest perturbations. * p < 0.05, ** p < 0.01, *** p < 0.001. RMR: resting metabolic rate; FFM: fat free mass; BP: blood pressure; BMD: bone mineral density; BM: body mass; BMI: body mass index; TG: triglyceride; F and T testosterone: free and total testosterone; HDL: high density lipoprotein; T3: free triiodothyronine, IGF-1: insulin like growth factor one.