| Literature DB >> 35216599 |
Erin Long1, Carley Schwartz2, Christopher Carlsten3.
Abstract
Diesel exhaust (DE) is a major component of air pollution in urban centers. Controlled human exposure (CHE) experiments are commonly used to investigate the acute effects of DE inhalation specifically and also as a paradigm for investigating responses to traffic-related air pollution (TRAP) more generally. Given the critical role this model plays in our understanding of TRAP's health effects mechanistically and in support of associated policy and regulation, we review the methodology of CHE to DE (CHE-DE) in detail to distill critical elements so that the results of these studies can be understood in context. From 104 eligible publications, we identified 79 CHE-DE studies and extracted information on DE generation, exposure session characteristics, pollutant and particulate composition of exposures, and participant demographics. Virtually all studies had a crossover design, and most studies involved a single DE exposure per participant. Exposure sessions were typically 1 or 2 h in duration, with participants alternating between exercise and rest. Most CHE-DE targeted a PM concentration of 300 μg/m3. There was a wide range in commonly measured co-pollutants including nitrogen oxides, carbon monoxide, and total organic compounds. Reporting of detailed parameters of aerosol composition, including particle diameter, was inconsistent between studies, and older studies from a given lab were often cited in lieu of repeating measurements for new experiments. There was a male predominance in participants, and over half of studies involved healthy participants only. Other populations studied include those with asthma, atopy, or metabolic syndrome. Standardization in reporting exposure conditions, potentially using current versions of engines with modern emissions control technology, will allow for more valid comparisons between studies of CHE-DE, while recognizing that diesel engines in much of the world remain old and heterogeneous. Inclusion of female participants as well as populations more susceptible to TRAP will broaden the applicability of results from CHE-DE studies.Entities:
Keywords: Air pollution; Controlled human exposure; Diesel exhaust; Humans; Particulate matter
Mesh:
Substances:
Year: 2022 PMID: 35216599 PMCID: PMC8876178 DOI: 10.1186/s12989-022-00454-1
Source DB: PubMed Journal: Part Fibre Toxicol ISSN: 1743-8977 Impact factor: 9.400
Study elements and specific parameters extracted from each study
| Study element | Parameters extracted |
|---|---|
| Diesel exhaust generation | Engine, engine emission standards tier, fuel, load |
| Key study design elements | Study type, duration of exposure, number and type of exposures, activity during exposure, washout period, concurrent exposures, temperature, humidity |
| DE exposure composition | PM concentration, NO, NO2, NOx, CO, TVOC, formaldehyde, VOCs, HC compounds, EC and OC content, particle size, particle count |
| FA exposure composition | PM concentration, NO, NO2, NOx, CO, TVOC, formaldehyde, VOCs, HC compounds, EC and OC content, particle size, particle count |
| Participant characteristics | Inclusion criteria, exclusion criteria, sex, age, sample size |
| Other | Clinicaltrials.gov identifier |
CO carbon monoxide, DE diesel exhaust, EC elemental carbon, FA filtered air, HC hydrocarbons, NO nitrogen monoxide, NO nitrogen dioxide, NO nitrogen oxides, OC organic carbon, PM particulate matter, TVOC total volatile organic compounds, VOC volatile organic compounds
Summary of study design characteristics
| Publicationa | Study type | Exposure armsb | Length of exposure session (minutes) | Activity during exposure | Period between exposure sessions | Concurrent or additional exposures | Research group |
|---|---|---|---|---|---|---|---|
| Koch et al. [ | Crossover | FA + placebo DE 300 + placebo FA + salbutamol DE 300 + salbutamol | 90 | 60 min rest, followed by 30 min cycling at 50% peak power | 1–3 weeks | Inhaled salbutamol | Air Pollution Exposure Laboratory, Vancouver, Canada |
| Li et al. [ | Crossover | DE 300 + allergen FA + saline FA + allergen | 120 | n/a | At least 4 weeks | Allergen | |
Ryu et al. [ Wooding et al. [ | DE 300 + allergen PDDE + allergen FA + allergen FA + saline | 4 weeks | |||||
| Rabinovitch et al. [ | Crossover | DE 300 FA | 120 | n/a | At least 2 weeks | None | |
| Wooding et al. [ | Crossover | DE 300 FA | 120 | Cycling on stationary bike twice for 15 min each at 30% VO2 | 4 weeks | None | |
Giles et al. [ Giles et al. [ Giles et al. [ Giles et al. [ | Crossover | DE 300 three times FA three times | 30 | 30 min of either high intensity cycling (60% VO2 peak), low intensity cycling (30% VO2 peak), or rest | 1 week | None | |
| Curran et al. [ | Crossover | DE 300 FA | 120 | Alternating 20 min of cycling on stationary bike (ventilation 15 L/min/m2 BSA) and 40 min of rest | 4 weeks | None | |
| Mookherjee et al. [ | Crossover | DE 300 FA | 120 | n/a | 4 weeks | Allergen | |
| Clifford et al. [ | Crossover | DE 300 + allergen FA + allergen | 120 | Resting | 4 weeks | Allergen | |
Kramer et al. [ Biagioni et al. [ Carlsten et al. [ Hosseini et al. [ | Crossover | DE 300 + allergen FA + allergen | 120 | Alternating 15 min cycling (ventilation 15 L/min/m2 BSA) and 45 min rest | 4 weeks | Allergen | |
| Cliff et al. [ | Crossover | DE 300 FA | 120 | 2 bouts of 15 min light cycling (ventilation 15 L/min/m2) | 4 weeks | None | |
| Rider et al. [ | Crossover | DE 300 + allergen FA + allergen | 120 | n/a | 4 weeks | Allergen | |
| Zhang et al. [ | Crossover | DE 300 + allergen FA + allergen | 120 | n/a | 4 weeks | Allergen | |
| Carlsten et al. [ | Crossover | DE 300 + antioxidant DE 300 + placebo FA + placebo | 120 | Cycling for 15 min every hour at 15 L/min/m2 BSA ventilation, otherwise at rest | At least 2 weeks | N-acetylcysteine pre-treatment | |
| Jiang et al. [ | Crossover | DE 300 FA | 120 | Alternating light exercise (15 min) and rest (45 min) on bike (ventilation 15 L/min/m2 BSA) | At least 2 weeks | None | |
| Yamamoto et al. [ | Crossover | DE 300 + antioxidant DE 300 + placebo FA + placebo | 120 | 15 min cycling per hour (ventilation 15 L/min/m2 BSA), otherwise rest | At least 2 weeks | N-acetylcysteine pre-treatment | |
| Giles et al. [ | Crossover | DE 300 FA | 60 | Resting | At least 1 week | None | |
| Mills et al. [ | Crossover | DE 300 PDDE Carbon nanoparticles FA | 120 | Alternating 15 min cycling (ventilation 25 L/min/m2 BSA) and 15 min rest | At least 2 weeks | Carbon nanoparticles | Edinburgh University, Edinburgh, UK |
| Langrish et al. [ | Crossover | Mills et al. [ DE 300 PDDE Carbon nanoparticles FA Barath et al. [ DE 250 FA Cruts et al. [ DE 300 FA | Mills et al. [ Barath et al. [ | Mills et al. [ Barath et al. [ alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest Cruts et al. [ Mills et al. [ | Mills et al. [ Barath et al. [ Cruts et al. [ Mills et al. [ | Mills et al. [ Barath et al. [ | Mills et al. [ Barath et al. [ Umea University, Umea, Sweden |
| Hussain et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | 1–3 weeks | None | Environmental and Occupational Health Sciences Institute, New Jersey, USA |
| Pettit et al. [ | Crossover | DE 300 FA | 60 | Resting | At least 1 week | None | |
| Kipen et al. [ | Crossover | n = 26: DE 200 Secondary organic aerosol FA n = 12: DE 200 FA | 120 | Resting | At least 1 week | Secondary organic aerosol | |
| Laumbach et al. [ | Crossover | DE 300 FA | 60 | n/a | At least 1 week | Half of the participants had a stressor task (4 min public speaking or 4 min arthimetic problems) | |
Huyck et al. [ Laumbach et al. [ | Crossover | DE 300 FA | 60 | Resting | At least 1 week | None | |
| Pawlak et al. [ | Parallel | n = 11: DE 100 n = 11: FA | 120 | n/a | n/a | Live attenuated influenza virus | Environmental Protection Agency Human Studies Facility, Chapel Hill, USA |
Stiegel et al. [ Madden et al. [ | Crossover | DE 300 DE 300 + O3 FA O3 For each arm, participants underwent a session with the listed condition | 120 | Alternating 15 min cycling (ventilation 25 L/min/m2 BSA) and 15 min rest | At least 13 days | O3 | |
| Tong et al. [ | Single sequence | DE 100 DE 200 DE 300 | 120 | Resting | At least 2 weeks | None | |
Channell et al. [ Lund et al. [ Lund et al. [ | Crossover | DE 100 FA | 120 | Alternating 15 min cycling (ventilation 25 L/min/m2 BSA) and 15 min rest | At least 4 weeks | None | |
| Noah et al. [ | Parallel | n = 9: allergic rhinitics exposed to DE 100 n = 7: allergic rhinitics exposed to FA n = 8: healthy subjects exposed to DE 100 n = 8: healthy subjects exposed to FA | 120 | Resting | n/a | Live attenuated influenza virus | |
Pleil et al. [ Hubbard et al. [ Sawyer et al. [ Sobus et al. [ | Crossover | DE 100 FA | 120 | Intermittent cycling at 20 L/min/m2 | 3 weeks–6 months | None | |
| Wauters et al. [ | Crossover | n = 14: DE 300 + resting AA + resting n = 11: DE 300 + resting AA + resting DE 300 + exercise AA + exercise | DE + resting and AA + resting: 120 DE + exercise and AA + exercise: 60 | n = 14: resting n = 11: resting or exercise (alternating 20 min exercise, 20 min rest, 20 min exercise) | At least 1 week | None | Erasme hospital, Bruxelles, Belgium |
| Wauters et al. [ | Crossover | n = 10: DE 300 AA n = 8: DE 300 + exercise in hypoxia AA + exercise in normoxia AA + exercise in hypoxia | 120 | n = 8: exercise in normoxia exercise in hypoxia | At least 1 week | n = 10: dobutamine stress n = 8: exercise in hypoxia | |
| Wauters et al. [ | Crossover | n = 7: DE 300 + resting AA + resting n = 5: DE 300 + resting AA + resting DE 300 + exercise | DE + resting and AA + resting: 120 DE + exercise: 60 | n = 7: resting n = 5: resting or exercise (two 20 min bouts of exercise at ventilation 20 L/min/m2) | At least 1 week | None | |
| Nightingale et al. [ | Crossover | DEP 200 FA | 120 | Resting | 4 weeks | None | Imperial College School of Medicine, London, UK |
| Sawant et al. [ | Crossover | DE 100 FA FA + NO2 | 120 | Four 15 min bouts of moderate cycling on a stationary bicycle | At least 4 weeks | NO2 | Los Amigos Research and Education Institute (LAREI), Downey, USA |
| Lu et al. [ | Crossover | Lund study (Wierzbicka et al. [ DE 300 + 46 dB noise DE 300 + 75 dB noise FA + 46 dB noise FA + 75 dB noise EPA study (Pleil et al. [ DE 100 FA | Lund study: 180 EPA study: 120 | Lund study: resting EPA study: intermittent cycling at 20 L/min/m2 | Lund study: at least 1 week EPA study: at least 3 weeks | Lund study: 46 dB or 75 dB traffic noise EPA study: none | Lund University (Lund, Sweden) and Environmental Protection Agency Human Studies Facility (Chapel Hill, USA) |
Hemmingsen et al. [ Wierzbicka et al. [ Xu et al. [ | Crossover | DE 300 + 46 dB noise DE 300 + 75 dB noise FA + 46 dB noise FA + 75 dB noise | 180 | Resting | At least 1 week | 46 dB or 75 dB traffic noise | Lund University, Lund, Sweden |
| Lucking et al. [ | Crossover | Protocol 1: DE 350 FA Protocol 2: DE 350 FA | protocol 1: 120 protocol 2: 60 | Both protocol 1 and 2: alternating 15 min cycling (ventilation 25 L/min/m2 BSA) and 15 min rest | At least 1 week | None | Protocol 1: Edinburgh, UK, protocol 2: Umea University (Umea, Sweden) |
Gouveia-Figueira et al. [ Gouveia-Figueira et al. [ | Crossover | DE 150 FA | 60 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | Umea University, Umea, Sweden |
| Behndig et al. [ | Crossover | Behndig et al. [ DE 100 FA | 120 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | |
| Muala et al. [ | Crossover | DE 350 PDDE (filter A) PDDE (filter B) FA | 60 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 1 week | None | |
| Barath et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 2 weeks | None | |
| Langrish et al. [ | Crossover | DE 300 FA | n/a | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 1 week | Study 1 (n = 16): NO synthase inhibitor + sodium nitroprusside + acetylcholine Study 2 (n = 14): NO synthase inhibitor | |
| Larsson et al. [ | Crossover | DE 100 FA | 120 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | |
| Löndahl et al. [ | Crossover | DE 50 (idling) DE 300 (transient driving) | 33 | Resting | Different days | None | |
| Rissler et al. [ | Crossover | DE 50 (idling) DE 300 (transient driving) | 33 | Resting | Different days | None | |
| Behndig et al. [ | Crossover | DE 100 FA | 120 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | |
| Lucking et al. [ | Crossover | DE 300 PDDE FA | 60 | Alternating 15 min cycling (ventilation 25 L/min/m2 BSA) and 15 min rest | At least 1 week | None | |
| Mills et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling (ventilation 25 L/min/m2 BSA for healthy, 15 L/min/m2 for CAD subjects) and 15 min rest | At least 2 weeks | None | |
| Barath et al. [ | Crossover | DE 250 FA | 60 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | 22–62 days | None | |
| Sehlstedt et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | |
| Langrish et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling (ventilation 25 L/min/m2 BSA) and 15 min rest | At least 1 week | None | |
| Lundbäck et al. [ | Crossover | DE 350 FA | 60 | Alternating 15 min cycling (ventilation 25 L/min/m2 BSA) and 15 min rest | At least 1 week | None | |
| Bosson et al. [ | Crossover | DE 300 + O3 FA + O3 | DE and FA: 60 O3: 120 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | 3–5 weeks | O3 | |
| Cruts et al. [ | Crossover | DE 300 FA | 60 | Resting | 2–4 days | None | |
| Bosson et al. [ | Crossover | DE 300 + O3 DE 300 + FA | DE and FA: 60 O3: 120 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | 3–6 weeks | O3 | |
| Mills et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling (ventilation 15 L/min/m2 BSA) and 15 min rest | At least 2 weeks | None | |
| Törnqvist et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling and 15 min rest | At least 2 weeks | None | |
| Behndig et al. [ | Crossover | DE 100 FA | 120 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | |
| Mills et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling (ventilation 25 L/min/m2 BSA) and 15 min rest | 2 weeks | None | |
Pourazar et al. [ Pourazar et al. [ Salvi et al. [ Salvi et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | |
| Mudway et al. [ | Crossover | DE 100 FA | 120 | Alternating 15 min cycling (ventilation 15–20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | |
| Stenfors et al. [ | Crossover | DE 100 FA | 120 | Alternating 15 min cycling (ventilation 15–20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | |
| Nordenhäll et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | |
| Nordenhäll et al. [ | Crossover | DE 300 FA | 60 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 2 weeks | None | |
| Rudell et al. [ | Crossover | DE 300 PDDE (filter A) PDDE (filter B) PDDE (filter C) PDDE (filter D) FA | 60 | Resting | 6 days | None | |
| Rudell et al. [ | Crossover | DE ? PDDE AA | 60 | Alternating 10 min cycling on bike at 75 W (15 L/min/m2 BSA) and 10 min rest | 3 weeks | None | |
| Blomberg et al. [ | Crossover | DE 300 AA | 60 | Alternating 15 min cycling (ventilation 20 L/min/m2 BSA) and 15 min rest | At least 3 weeks | None | |
| Rudell et al. [ | Crossover | DE ? PDDE AA | 60 | Alternating 10 min cycling on bike at 75 W and 10 min rest | n/a | None | |
| Rudell et al. [ | Single arm | DE? | 60 | Alternating 10 min cycling on bike at 75 W and 10 min rest | n/a | None | |
| Tousoulis et al. [ | Crossover | DE 25 FA | 120 | n/a | 4 weeks | None | University of Athens, Athens, Greece |
Vieira et al. [ Vieira et al. [ | Crossover | DE 300 PDDE FA | 21 | 15 min rest then 6 min walking without inclination, self-paced | At least 48 h | None | University of Sao Paulo Medical School, Sao Paulo, Brazil |
| Cosselman et al. [ | Crossover | DE 200 + placebo FA + placebo DE 200 + antioxidant FA + antioxidant | 120 | n/a | At least 2 weeks | Ascorbate and N-acetylcysteine pre-treatment | University of Washington, Seattle, USA |
| Sack et al. [ | Crossover | DE 200 + antioxidant DE 200 + placebo FA + antioxidant FA + placebo | 120 | n/a | At least 3 weeks | Ascorbate and N-acetylcysteine pre-treatment | |
| Carlsten et al. [ | Crossover | Experiments 1 and 2: DE 100 DE 200 FA Experiment 3: DE 200 + antioxidant DE 200 + placebo FA + antioxidant FA + placebo | 120 | Resting | 2–4 weeks | Experiments 1 and 2: none Experiment 3: antioxidant | |
| Krishnan et al. [ | Crossover | DE 200 FA | 120 | Resting | 2 weeks | None | |
| Cosselman et al. [ | Crossover | DE 200 FA | 120 | Resting | At least 2 weeks | None | |
| Allen et al. [ | Crossover | DE 200 FA | 120 | n/a | n/a | None | |
| Carlsten et al. [ | Crossover | DE 100 DE 200 FA | 120 | Resting | At least 2 weeks | None | |
| Peretz et al. [ | Crossover | DE 100 DE 200 FA | 120 | Resting | At least 2 weeks | None | |
| Peretz et al. [ | Crossover | DE 100 DE 200 FA | 120 | Resting | At least 2 weeks | None | |
| Carlsten et al. [ | Crossover | DE 100 DE 200 FA | 120 | Resting | Exposures on 3 different days | None | |
| Peretz et al. [ | Crossover | DE 50 DE 100 DE 200 FA | 120 | Resting | At least 2 weeks | None |
AA ambient air, BSA body surface area, CAD coronary artery disease, DE diesel exhaust, DE 50 diesel exhaust at a target (or achieved concentration, if target concentration was not specified) concentration of 50 μg/m3and so on, DEP diesel exhaust particles, DEP 200 diesel exhaust particles at a target concentration of 200 μg/m3, FA filtered air, FiO fraction of inspired oxygen, min minute, NO nitric oxide, NO nitrogen dioxide, O oxygen, O ozone, PDDE particle depleted diesel exhaust, VO maximal oxygen uptake
aPublications listed in order of research group alphabetically, then by most recent year of publication, then alphabetically by author name. Publications that used the same cohort of participants (or subset of participants from the same cohort) and same exposure arms have been grouped together
bUnless otherwise specified (e.g., parallel design), participants were exposed once to each exposure arm listed
cLi et al. [25] is derived from the same study as Ryu et al. [15] and Wooding et al. [26], but only uses a subset of the study arms
dLangrish et al. [47] uses data pooled from multiple publications, including Barath et al. [86], Cruts et al. [91], Mills et al. [46, 93, 96]. Only data pertaining to DE exposures were considered in this review
eSpecimens used in Lu et al. [71] were derived from participants in Pleil et al. [62] (EPA study), Hubbard et al. [63] (EPA study), Sawyer et al. [64] (EPA study), Sobus et al. [65] (EPA study), and Wierzbicka et al. [73] (Lund study)
fBehndig et al. [78] uses archived biopsies from Behndig et al. [83] and Larsson et al. [82]
Fig. 1Target or achieved PM concentration for diesel exhaust (DE) exposures within reviewed studies. n = 76 studies, n = 118 DE arms. PM concentration not available for 3 studies (representing 5 arms). Achieved PM concentrations were used when available. Otherwise, target PM concentration was used. When studies included exposures to multiple different PM concentrations (“arms”), each exposure condition contributed to the number of exposure arms. For studies with multiple DE exposure sessions per participant, each session was counted as a separate arm. For studies involving multiple cohorts, exposure conditions for each cohort were counted as separate arms. FA arms not included. See Additional file 1 for full dataset
Fig. 2PM2.5 concentration for diesel exhaust (DE) exposures of reviewed studies, categorized by duration of exposure. Achieved PM2.5 concentration was used if available, otherwise target PM2.5 concentration was used. Only studies that reported PM2.5 concentrations were included (n = 37 studies). When studies included exposures to multiple different PM concentrations, each exposure condition contributed to the number of exposure arms. For studies with multiple DE exposure sessions per participant, each session was counted as a separate arm. For studies involving multiple cohorts, exposure conditions for each cohort were counted as separate arms. This resulted in a total of n = 59 exposure arms. FA arms not included. See Additional file 1 for full dataset
Fig. 3Gaseous portion of diesel exhaust (DE) exposures in reviewed studies. Whiskers denote minimum and maximum values, box denotes 25th and 75th percentiles, line denotes median. When studies included exposures to multiple different PM concentrations, each exposure condition contributed to the number of exposure arms. For studies with multiple DE exposure sessions per participant, each session was counted as a separate arm. For studies involving multiple cohorts, exposure conditions for each cohort were counted as separate arms. A nitric oxide (NO), n = 63 studies, n = 95 arms; B nitrogen dioxide (NO2), n = 69 studies, n = 107 arms; C nitrogen oxides (NOx), n = 41 studies, n = 61 arms; D carbon monoxide (CO), n = 62 studies, n = 93 arms; E total volatile organic compounds (TVOC), n = 13 studies, n = 19 arms; F formaldehyde, n = 14 studies, n = 21 arms. For Noah et al. [61] and Pawlak et al. [54], concentrations of the gaseous portion of exposures were listed as ranges. As such, the median of each range was used in this figure. See Additional file 1 for full dataset
Fig. 4Participant sex* and underlying phenotype. A Studies by percentage of female participants. B Studies by participant type. Studies that included healthy, non-asthmatic, non-atopic participants only were categorized under healthy. Studies involving healthy participants that were not screened for atopy were categorized under healthy. Studies that included at least some participants with positive skin prick testing, positive methacholine challenge (typically PC20 ≤ 8 mg/mL), diagnosed asthma, exercise-induced bronchoconstriction, or other atopic diseases (even if healthy participants, with none of these conditions, were also included) were categorized under “asthmatic/atopic”. Metabolic syndrome for most studies was classified according to criteria outlined in [126]. See Additional file 1 for full dataset. *Most studies categorized participants by biological sex though some reported participant gender (self-identification as female or male). As the potential difference between sex and gender was not carefully elaborated in these studies, the term “sex” is used herein (recognizing that in some cases sex and gender may not correspond but that we do not have the data resolution to address this further)