Susan P. Proctor’s research while affiliated with U.S. Army Research Institute of Environmental Medicine and other places

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Publications (161)


Distribution of error by population density for estimation of percent body fat (%BF) by circumference-based methods (CBE) as compared to the ‘True Measurement’ by the dual-energy x-ray absorptiometry
A %BF estimated by the Hodgdon equations (%BFHE) B %BF estimated by the Taylor-McClung equations (%BFTM). Color denotes population breakout: brown, overlap of distribution for males and females; yellow, male only distribution; purple, female only distribution.
The probability of having an MSKI related to %BFDXA stratified by passing the ACFT540 threshold
The grey area represents the 95% confidence intervals for the probability (black lines) at each %BFDXA. The dotted line is the estimated probability of MSKI in those who passed the ACFT at the ACFT540 threshold. The solid line is the estimated probability of MSKI in those who did not pass the ACFT at the ACFT540 threshold.
Science behind policy: implementing a modern circumference-based body fat equation with a physical fitness threshold is associated with lower musculoskeletal injury risk
  • Article
  • Full-text available

February 2025

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20 Reads

International Journal of Obesity

Holly L. McClung

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P. Matthew Bartlett

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[...]

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Background Body composition influences physical fitness (PF) and risk of musculoskeletal injury (MSKI). Assessing the relationship between body fat (BF), PF and MSKI risk in a large diverse military population may provide evidence basis informing health-care policies, practices, and programs for military and civilian populations. Objective Evaluate the validity of expedient methods to estimate BF (e.g., circumference-based equation (CBE) and bioelectrical impedance analysis (BIA)) and investigate relationships between BF and PF with MSKI risk in a large diverse population. Methods Participants were 1904 active-duty Soldiers (643 F) representing Army demographics sex, race/ethnicity (R/E), and age. PF, defined as the most recent Army Combat Fitness Test (ACFT) score and incidence of MSKI, were obtained from Army records. BF was determined by dual-energy x-ray absorptiometry (%BFDXA), bioelectrical impedance analysis (%BFBIA), and CBE using 3-site (Hodgdon, %BFHE) and 1-site (Taylor-McClung, %BFTM) equations. Results were stratified by race and sex, to evaluate differences in accuracy of estimated %BF (weighted root mean squared error from %BFDXA). Associations of BF and PF with MSKI risk were evaluated with logistic regression. Results CBE and BIA underestimated %BF compared to %BFDXA. %BFBIA differed from %BFDXA overall and by sex. %BFTM underestimation was uniform across both sex and R/E compared to %BFDXA. Mean differences from %BFDXA by sex (M;F) were lower when measured by %BFTM (4.38; 4.59) compared to %BFHE (5.88; 4.39). Individuals had a greater likelihood of MSKI if they failed BF standards (odds ratio 1.32). Scoring ≥ 540 total on ACFT exhibited a 31% (95% CI: 0.52, 0.92) lower MSKI risk during the following 12 months than those with a lower score. Conclusions A single-site BF equation (%BFTM) maintained similar accuracy across the Soldier population by sex, age, and R/E. Implementing a PF score threshold in lieu of passing Army BF standards was associated with lower MSKI risk.

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FIG 1. Frequency of postdeployment rhinitis per each successive year after deployment (n 5 100).
FIG 2. Multivariable associations between exposure categories and sinusitis during and after deployment (n 5 1805).
Sinusitis and Rhinitis Among United States Veterans Deployed to Southwest Asia and Afghanistan Post 9/11

October 2024

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24 Reads

Journal of Allergy and Clinical Immunology Global

Background Post-9/11 veterans were exposed to environmental and occupational pollutants during deployment. Objective Our aim was to determine associations between deployment-related exposures and sinusitis and rhinitis. Methods Between April 2018 and March 2020, veterans with land-based deployment after 9/11 who were living within 25 miles of 6 Department of Veteran Affairs medical centers were randomly chosen by using a Defense Manpower Data Center roster. Participants completed interviewer-administered questionnaires, which included a 32-item deployment exposure battery and self-report of rhinitis and health professional–diagnosed sinusitis. Exposure categories included burn pit smoke, combustion engine exhaust/ground dust, other open combustion sources, toxicants, and military job-related VGDF. Each item was scored on the basis of frequency and duration of exposure; ordinal scores were summed and scaled to 100 within each category. Odds ratios (ORs) were estimated using logistic regression for sinusitis and rhinitis separately. ORs were scaled per 20-point exposure score. Results Among the 1960 participants, the incidences of sinusitis and rhinitis with onset during deployment were 2.1% and 3.6%, respectively; the incidences of postdeployment onset were 5.1% and 5.6%, respectively. Toxicant exposure consisted mainly of “applying pesticide, insecticide, or repellent to your own skin or to your own clothing” and was associated with rhinitis with onset during deployment (OR = 1.50 [95% CI = 1.31-1.84]) and onset after deployment (OR = 1.21 [95% CI = 0.93-1.50]). There were no associations with burn pit smoke or other exposure categories. Conclusion Veterans with deployment exposures to toxicants were at increased risk of rhinitis, particularly during deployment. The clinical evaluation of postdeployment veterans should address rhinitis as a deployment-related condition.


Minimal Impact of Age on Adaptive Bone Formation in the Distal Tibia of US Army Basic Combat Trainees: The ARMI Study

September 2024

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35 Reads

Exercise Sport and Movement

Introduction Although bone formation has been observed in the distal tibia of trainees during Basic Combat Training (BCT), some animal studies have demonstrated greater mechanosensitivity in the juvenile compared to the mature skeleton. How age affects skeletal adaptations to military training is unknown. The purpose of this study was to determine if skeletal adaptations to US Army BCT differ by age. Methods We enrolled 2085 trainees (1303 males, 782 females). High-resolution peripheral quantitative computed tomography was used to assess total, cortical, and trabecular bone mineral density (BMD) and the microarchitecture of the distal tibia before and after 8 wk of BCT. Generalized linear models were used to compare mean percent change (95% confidence interval (CI)) in each bone parameter by age group (<20, 20–25, 26–29, and ≥30 yr) and to evaluate differences in bone parameter changes between age groups (effect estimates (95% CI)). Models were stratified by sex with multivariable adjustment. Results Male and female trainees in all age groups had increases in total BMD, trabecular BMD, and trabecular bone volume fraction from baseline ( P < 0.01 for all). Male and female trainees also had increases in trabecular thickness from baseline in all groups ( P < 0.05) except females ≥30 yr old. Female trainees 20–25 yr old had a significantly larger increase in trabecular thickness than those <20 yr old (effect estimate (95% CI), 0.33% (0.02%–0.64%); P < 0.05). Trabecular microarchitecture was largely not otherwise different between age groups for either sex. Male and female trainees <20 yr old had greater changes in cortical BMD compared to older age groups (males, P < 0.01; females, P < 0.05 for all). Conclusion Trainees <20 yr old experience the greatest improvements in cortical BMD at the distal tibia during US Army BCT, suggesting that adaptive bone formation in cortical bone may be attenuated with skeletal maturity. However, the mechanosensitivity of trabecular bone to exercise training remains intact regardless of age.



Automated Neuropsychological Assessment Metrics: Normative Reference Values for U. S. Army National Guard Soldiers

August 2024

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15 Reads

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1 Citation

Archives of Clinical Neuropsychology

Objective The Automated Neuropsychological Assessment Metrics (ANAM) is a computerized cognitive test system used extensively with military service members. The aim of this study was to develop a nationally representative normative dataset of Army National Guard (ARNG) personnel and to explore potential relationships between ANAM performances and select military service, demographic, and health factors. Methods ANAM performance data were collected using standardized procedures from a representative sample of ARNG service members in six U.S. states. Normative performance values, stratified by age, sex, and military occupational category, were calculated for each ANAM subtest and descriptive measures were computed, along with base rates of below-average performance. The effect of demographic (e.g., age, sex, education, race) and military service and health factors (e.g., deployment, job category, history of head injury) was examined. Results Data from 1,436 ARNG service members (14.3% female) were analyzed, and normative values calculated. Overall, differences in ANAM performance based on demographic, military service, and health factors were small. A total of 8.9% of the sample had scores on two or more subtests that were ≥ 1.3 SD below the mean; this dropped to 1.9% using a more stringent cut point (≥2 SD below the mean). Conclusion The ANAM normative data reported herein ensure that healthcare providers and researchers have access to reference data that more accurately reflect the larger population of ARNG service members. These data support the assessment and management of ARNG service members’ health, as well as future ANAM research involving ARNG service members.


Hypothalamic-pituitary-ovarian axis suppression is common among women during US Army Basic Combat Training

July 2024

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20 Reads

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2 Citations

British Journal of Sports Medicine

Objective Less than half of servicewomen report loss of menses during initial military training. However, self-reported menstrual status may not accurately reflect hypothalamic-pituitary-ovarian (HPO) axis suppression and may underestimate reproductive health consequences of military training. Our aim was to characterise HPO axis function during US Army Basic Combat Training (BCT) in non-hormonal contraceptive-using women and explore potential contributors to HPO axis suppression. Methods In this 10-week prospective observational study, we enrolled multi-ethnic women entering BCT. Trainees provided daily first-morning voided urine, and weekly blood samples during BCT. Urinary luteinising hormone, follicle stimulating hormone, and metabolites of estradiol and progesterone were measured by chemiluminescent assays (Siemens Centaur XP) to determine hormone patterns and luteal activity. We measured body composition, via dual-energy X-ray absorptiometry, at the beginning and end of BCT. Results Trainees (n=55) were young (mean (95% CI): 22 (22, 23) years) with average body mass index (23.9 (23.1, 24.7) kg/m ² ). Most trainees (78%) reported regular menstrual cycles before BCT. During BCT, 23 (42%) trainees reported regular menses. However, only seven trainees (12.5%) had menstrual cycles with evidence of luteal activity (ELA) (ie, presumed ovulation), all with shortened luteal phases. 41 trainees (75%) showed no ELA (NELA), and 7 (12.5%) were categorised as indeterminant. Overall, women gained body mass and lean mass, but lost fat mass during BCT. Changes in body mass and composition appear unrelated to luteal activity. Conclusions Our findings reveal profound HPO axis suppression with NELA in the majority of women during BCT. This HPO axis suppression occurs among women who report normal menstrual cycles.


Science behind policy: Implementing a modern circumference-based body fat equation with a physical fitness threshold is associated with lower musculoskeletal injury risk

May 2024

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62 Reads

Background: Body composition influences physical fitness (PF) and risk of musculoskeletal injury (MSKI). Assessing the relationship between body fat (BF), PF and MSKI risk in a large diverse military population may provide evidence basis informing health-care policies, practices, and programs for military and civilian populations. Objective: Evaluate validity of expedient methods to estimate BF (e.g., circumference-based equation (CBE) and bioelectrical impedance analysis (BIA)) and investigate relationships between BF and PF with MSKI risk in a large diverse population. Methods: Participants were 1904 active-duty Soldiers (643 F) representing Army demographics sex, race/ethnicity (R/E) and age. PF, defined as most recent Army Combat Fitness Test (ACFT) score and incidence of MSKI were obtained from Army records. BF was determined by dual-energy x-ray absorptiometry (%BFDXA), bioelectrical impedance analysis (%BFBIA), and CBE using a 3-site (Hodgdon, %BFHE) and 1-site (Taylor-McClung, %BFTM) equations. Results were stratified by race and sex, to evaluate differences in accuracy of estimated %BF (weighted root mean squared error from %BFDXA). Associations of BF and PF with MSKI risk were evaluated with logistic regression. Results: CBE and BIA underestimated %BF compared to %BFDXA. %BFBIA differed from %BFDXA overall and by sex. %BFTM underestimation was uniform across both sex and R/E compared to %BFDXA. Mean differences from %BFDXA by sex (M;F) were lower when measured by %BFTM (4.38; 4.59) compared to %BFHE (5.88; 4.39). Individuals had a greater likelihood of MSKI if they failed BF standards (odds ratio 1.32). Scoring ≥540 total on ACFT exhibited a 31% (95% CI: 0.52, 0.92) lower MSKI risk during the following 12 months than those with a lower score. Conclusions: A single-site BF equation (%BFTM) maintained similar accuracy across the Soldier population by sex, age, and R/E. Implementing a PF score threshold in lieu of passing Army BF standards was associated with lower MSKI risk.



Citations (66)


... Data on the impacts of burn pit exposures on lung health continues to emerge, and across scientific communities a better understanding is needed. Although measurable changes in pulmonary function and disease diagnosis can be linked to burn pit exposure, they have not been consistently conclusive [9,[15][16][17][18][19][20][21][22]. Clinical findings from multiple studies reveal a complex array of respiratory issues among Veterans described as "Deployment Related Respiratory Disease" (DRRD) [16], Fig. 2). ...

Reference:

Current understanding of the impact of United States military airborne hazards and burn pit exposures on respiratory health
Chronic respiratory symptoms following deployment-related occupational and environmental exposures among US veterans
  • Citing Article
  • November 2023

Occupational and Environmental Medicine

... Mechanical loading of the skeleton can result in bone adaptation to resist fracture [1]. Physical training that is unaccustomed or induces greater than typical strains, such as what may be experienced during military training, can elicit favorable skeletal adaptations at the lower limb including increased bone mineral density (BMD), cross-sectional area, and estimated strength [2][3][4][5][6][7]. Military training programs also incur a high rate of bone stress injuries (BSIs), resulting in lost or limited duty days and repeated training cycles that present a logistical and economic burden to the armed forces [8,9]. ...

Changes in Distal Tibial Microarchitecture During Eight Weeks of U.S. Army Basic Combat Training Differ by Sex and Race

JBMR Plus

... Additionally, the use of permethrin-coated uniforms yields permethrin biomarker concentrations that are higher than the U.S. reference range concentrations, although still within the range which is considered acceptable by the World Health Organization. Certain factors however may increase exposure, such as ambient temperature, body composition, and physical workload [20]. Some of these chemicals have been shown to have deleterious effects on the upper respiratory tract. ...

Individual-level permethrin exposure biomarkers in U.S. army soldiers: comparison of two treatment formulations for military uniforms

Journal of Exposure Science & Environmental Epidemiology

... Unfortunately, injury concealment behaviors are prevalent among ROTC trainees. 10 Military service members commonly conceal (i.e., intentionally hide; purposefully not seeking care) MSKIs, [11][12][13][14][15] and previous findings indicate this behavior exists in the ROTC as well. 10 Indeed, ROTC trainees conceal the greatest proportion (66%) of MSKIs of any military population observed to date. 10 Often, military service members conceal MSKIs to avoid social and occupational stigmas. ...

Physical Injuries, Treatment-Seeking, and Perceived Barriers to Treatment in U.S. Army Drill Sergeants

Military Medicine

... Results of recent studies, however, have raised concerns that these widely-used GWI case definitions, both developed in the late 1990s, no longer adequately define the current profile of the GWI symptom complex [7,8,54]. Decades after the war, GWV studies consistently report that the number and severity of veterans' symptoms and comorbid diagnosed conditions have continued to increase as veterans have aged [10,[55][56][57]. ...

Health symptom trajectories and neurotoxicant exposures in Gulf War veterans: the Ft. Devens cohort

Environmental Health

... injuries per 10,000 p-yrs.). The high incidence rate among veterinary personnel could potentially be impacted by age, as older age is a risk factor for musculoskeletal injuries among military personnel [16]. In this study, risk for cumulative injuries increased with age for every occupational group. ...

Risk factors for musculoskeletal injuries in the military: a qualitative systematic review of the literature from the past two decades and a new prioritizing injury model

Military Medical Research

... 9 Another study in 2023 by Foulis et al., showed that there was no significant difference in waist circumference after 8 weeks of BCT. 20 This study showed that the obesity prevalence of female and male subjects was different based on BFP, waist circumference, and z-score BMI for age indicators. This may happen because BMI and waist circumference were not directly assessed the body's fat mass (inaccurate indicators of individual body fat percentage). ...

US Army basic combat training alters the relationship between body mass index and per cent body fat

BMJ Military Health

... Most existing models for BA estimation assume that CA is linearly associated with both BA and AG , which is often true in typical aging [17,18]. It is unclear, however, whether this assumption holds for neurological conditions like TBI, where accelerated cognitive decline and brain atrophy have been documented [34][35][36][37][38]. Because such accelerated processes may be indicative of nonlinear trends in brain aging as a function of CA at injury, it is reasonable to hypothesize that nonlinear models can be useful for BA bias correction in the presence of such nonlinearities. ...

Associations Among Increases in Posttraumatic Stress Symptoms, Neurocognitive Performance, and Long‐Term Functional Outcomes in U.S. Iraq War Veterans
  • Citing Article
  • March 2021

Journal of Traumatic Stress

... Numerous studies have examined the fitness-related changes that occur during and immediately following training [8,12,[15][16][17][18][19][20][21][22][23][24][25][26][27][28][29][30]. Only one meta-analysis has been conducted on physical performance changes immediately after military training [12], emphasizing assessments of strength and power measures and excluding analyses of other fitness constructs, such as muscular endurance and aerobic capacity. ...

Transitioning from daytime to nighttime operations in military training has a temporary negative impact on dynamic balance and jump performance in U.S. Army Rangers

Journal of Science and Medicine in Sport

... Females appear to be more disadvantaged compared to males when running/walking uphill, as opposed to horizontal movements. However, it is important to note that there is a high risk that suggesting body fat standards that are biologically unrealistic-by being overly stringent-may compromise physical and mental health by encouraging unhealthy weight management behaviors or favoring individuals with suboptimal performance (36). This approach can also increase the risk of relative energy deficiency in sport (REDs), further impairing both performance and overall well-being (37). ...

Body mass does not reflect the body composition changes in response to similar physical training in young women and men

International Journal of Obesity