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. 2023 Mar 22;15(6):1534. doi: 10.3390/nu15061534

Table 1.

Study design and participant characteristics.

Reference Study Design Study Quality Sample Size Groups, Male/Female (%) Age (Years) BMI (kg/m2) Condition/
Intervention Group
Control Group Classification Microbiota Change (Diversity and Relative Abundance of Genera)
Craven et al., 2021 [18] Single-arm 66.7% 14 Male 57% F: 22 ± 3.4
M: 20.7 ± 3.2
F: 20.0
M: 21.43
(calculated)
Middle-distance runners
(competitive)
NA Athlete Alpha-diversity—NR
Beta-diversity—NR
 Haemophilus
Tabone et al.,
2021 [19]
Single-arm 50% 40 Male 100% 35.79 ± 8.01 22.75 ± 2.12 Cross-country runners (elite) NA Athletes ~Alpha-diversity
~Beta-diversity
 Blautia, Ruminococcus, Romboutsia
Clostridium
Zeppa et al., 2021 [20] Single-arm 66.7% 18 Male 100% 22 ± 2 22.3 ± 2.7 Healthy (sedentary) NA Healthy ~Alpha-diversity
Beta-diversity
 Dorea, Ruminoccus, Bifidobacterium
 Roseburia, Prevotella
Karl et al., 2017
[21]
Randomised Controlled Trial
(Single-arm for exercise)
83.3% 18 NR 19 ± 2 23.6 ± 1.8 Healthy (military) No: 73 participants in remainder of study Military Alpha-diversity
Beta-diversity—NR
 Dorea, Ruminococcus, Streptococcus,Paraprevotella, Eggerthella, Akkermansia, Fusobacterium
 Roseburia, Lachnospira, Blautia, Blautia, Faecalibacterium, Odoribacter, Bacteroides, Collinsella
Zhao et al., 2018
[22]
Observational 66.7% 20 Male 80% 31.6 ± 6.1 22.6 ± 2.1 Runners (amateur) NA Athletes ~Alpha-diversity
Beta-diversity—NR
 Ruminiclostridium, Coprococcus, Pseudobutyrivibrio, Ruminococcus, Romboutsia, Mitsuokella, Collinsella, Actinobacilus
 Roseburia
Grosicki et al.,
2019 [23]
Observational 50% 1 Male 100% 32 22.14 Ultra-marathon runner NA Athletes Alpha-diversity
Beta diversity—NR
 Faecalibacterium, Streptococcus, Veillonella, Haemophilus
 Subdoligranulum, Alloprevotella
Keohane et al.,
2019 [24]
Observational 50% 4 Male 100% 25.5 ± 1.3 24.4 ± 1.4 Endurance rowers NA Athletes Alpha-diversity
Beta-diversity—NR
 Roseburia, Dorea, Subdolilogranulum, Prevotella
 Bacteroides
Barton et al., 2020 *
[25]
Observational 83.3% 2 Male 100% 31.5 (30–33) 30.2
(28.6–31.7)
Marathon participant and triathlete NA Athlete Alpha-diversity
Beta-diversity
 Veillonella, Akkermansia, Bifidobacterium
Oliveira et al.,
2022 [26]
Observational 66.7% 17 Male 0% 24.1 ± 3.4 21.4 ± 1.7 Athletes (elite) NA Athletes ~Alpha-diversity
~Beta-diversity
Bycura et al., 2021
[27]
Controlled trial 83.3% 56 AT: 28
Male 25%
RT: 28
Male 46%
AT: 20.54 ± 1.93
RT: 21.28 ± 3.85
AT: 24.41 ± 4.20
RT: 23.77 ± 4.15
Healthy young adults (Aerobic) Healthy young adults (Resistance) Healthy Alpha-diveristy—NR
AT: Beta-diversity
Erlandson et al.,
2021 * [28]
Controlled trial 83.3% 22 Male 95% 58 (55, 63.8) 27.4 (24.6, 31) Healthy (sedentary)
High-intensity exercise
Healthy (sedentary)
Moderate intensity exercise
Healthy ~ Alpha-diversity
Beta-diversity
 Oscillospira, Bifidobacterium, Succinivibria
 Prevotella, Oribacter
Resende et al.,
2021 [29]
Randomised Controlled Trial 100% 28 I: 14
Male 100%
C: 14
Male 100%
I: 25.58 ± 5.07
C: 25.5 ± 4.66
I: 25.28 ± 4.11
C: 23.68 ± 3.29
Healthy (sedentary) Healthy (sedentary, no exercise intervention) Healthy ~Alpha-diversity
~Beta-diversity
Huber et al., 2019 * [30] Single-arm 66.7% 44 Male 65.9% 41 (24–61) 31.3 (27.3,34) NAFLD NA Clinical Alpha-diversity—NR
Beta-diversity
Abundance—NR
Verheggen et al.,
2021 [31]
Single-arm 66.7% 14 Male 50% 51 ± 11 34.9 ± 4.9 Obese (sedentary) NA Clinical ~Alpha-diversity
~Beta-diversity
 Lachnospira, Ruminococcus
Cronin et al., 2018 *
[32]
Randomised Controlled Trial
(Single-arm for exercise)
100% 30 Male 44% 35 (28, 38) 27.9 (25.1, 29.2) Obese (sedentary) No: 90 participants in remainder of study Clinical Alpha-diversity
Beta-diversty
Shukla et al., 2015
[33]
Observational 66.7% 20 ME/CFS: 10 Male
20%
C: 10 Male 20%
ME: 48.6 ± 10.5
C: 46.5 ± 13
ME: 23.9 ± 4.3
C: 24.6 ± 3.3
Myalgic Encephalomyelitis/Chronic Fatigue Syndrome Healthy Control Clinical Alpha-diversity—NR
Beta-diversity—NR
 Lachnospira
Allen et al., 2018
[34]
Controlled trial 83.3% 32 L: Male 50%
O: Male 21%
L: 25.1 ± 6.52
O: 31.14 ± 8.57
L: 22.21 ± 2.76
O: 35.71 ± 5.11
Obese (sedentary) Lean (sedentary) Clinical ~Alpha-diversity
Beta-diversity
O: Lachnospira, Bacteroides, Collinsella
 Faecalibacterium
L:  Lachnospira, Faecalibacterium, “Butyrate producers”
 Bacteroides
Morita et al., 2019 *
[35]
Controlled trial 100% 32 I: 15 Male
100%
C: 14 Male
100%
I: 70 (66–75)
C: 70 (66–77)
I: 21.7
(18.9–23.1)
C: 20.6
(18.7–24)
Elderly women
(sedentary)
Aerobic exercise
Elderly women
(Sedentary)
Trunk exercise
Clinical Alpha-diveristy—NR
Beta-diversity—NR
 Bacteoides
 Closdrium
Rettedal et al.,
2020 [36]
Controlled trial 83.3% 32 I: 15 Male
100%
C: 14 Male
100%
20–45 I: 29.6 ± 2.7
C: 22.7 ± 2.1
Overweight men
(sedentary)
Lean men Clinical ~Alpha-diversity
~Beta-diversity
I:  Subdoligranulum
C:  Subdoligranulum
Taniguchi et al.,
2018 [37]
Randomised Controlled Trial 83.3% 33 I: 15
Male 100%
C: 17
Male 100%
62–76 I: 22.9 ± 2.5
C: 22.9 ± 2.5
Diabetic (T2D)
and pre diabetic
Diabetic (T2D)
and prediabetic
(Crossover)
Clinical ~Alpha-diversity
~Beta-diversity
 Oscilllospira
 Clostridium
Munukka et al.,
2018 [38]
Randomised Controlled Trial 83.3% 22 Male 0% 36.8 ± 3.9 31.8 ± 4.4 Overweight (sedentary) Overweight (sedentary)
(Waitlist)
Clinical ~Alpha-diversity
Beta-diversity
 Dorea, Akkermansia
 Odoribacter
Cronin et al., 2019 *
[39]
Randomised Controlled Trial 83.3% 17 I: 8 Male 68.2%
C: 9
Male 85.7%
I: 33 (31,36)
C: 31
(31,36)
I: 28.1
(26.2, 32.4)
C: 27.2
(24.5, 33.7)
Inflammatory bowel disease
(Chron’s and UC)
Inflammatory bowel disease
(crossover)
Clinical ~Alpha-diversity
~beta-diversity
Kern et al., 2020 *
[40]
Randomised Controlled Trial 66.7% 130 Bike: 19
Male 42%
Mod: 31
Male 55%
Vig: 24
Male 50%
C: 14
Male 57%
Bike: 35
(28, 43)
Mod: 33
(27, 38)
Vig: 39
(33, 42)
C: 38
(30, 42)
Bike: 30.0
(28.3, 33.9)
Mod: 29.3
(27.4, 30.5)
Vig: 29.9
(28.2, 32.1)
C: 29.9
(27.6, 32.3)
Overweight/obesity (sedentary)
(Exercise Intensity x 3 groups)
Overweight/obesity (sedentary)
(Usual care)
Clinical Alpha-diversity
~Beta-diversity
Motiani et al.,
2020 [41]
Randomised Controlled Trial 66.7% 26 SIT: 13
MICT: 13
Male 61%
40–55 NR Diabetic (T2D)
and prediabetic
(sedentary) SIT
Diabetic (T2D)
and prediabetic
(sedentary) MICT
Clinical ~Alpha-diversity
Beta-diversity—NR
SIT:  Lachnospira
 Blautia, Clostridium
MICT: Faecalibacterium, Veillonella
 Blautia, Clostridium
Warbeck et al.,
2020 [42]
Randomised Controlled Trial 100% 41 I: 20
Male 20%
C: 21
Male 10%
I: 42 ± 12.3
C: 36.2 ± 10.2
I: 27.0 ± 5.2
C: 28.7 ± 6.1
Celiac (sedentary) Celiac (sedentary) waitlist Clinical ~Alpha-diversity
Beta-diversity
I:  Roseburia, Adlercretzia
C (waitlist):  Veillonella, Bifidobacterium
Dupuit et al., 2021
[43]
Randomised Controlled Trial 100% 29 I: 14 Male 0%
C: 15 Male 0%
I: 58.8 ± 5.3
C: 60.9 ± 4.8
I: 30.3 ± 3.5
C: 31.5 ± 3.4
Post-menopausal women with overweight or obesity (sedentary) Post-menopausal women with overweight or obesity (sedentary, no intervention) Clinical ~Alpha-diversity
Beta-diversity
Mahdieh et al.,
2021 [44]
Randomised Controlled Trial (pilot study) 83.3% 18 I: 9 Male 0%
C: 9 Male 0%
I: 23.87 ±
3.13
C: 26.37 ± 1.68
I: 27.76 ± 1.60
C: 28.41 ± 2.81
Overweight Women Overweight Women (no exercise intervention) Clinical Alpha-diversity—NR
Beta-diversity—NR
I:  Lactobacillus, Bifidobacterium
C:  Lactobacillus
Mokhtarzade et al., 2021 [45] Randomised Controlled Trial 83.3% 42 I: 21 Male 0%
C: 21 Male 0%
I: 35.06 ± 8.18
C: 36.38 ± 9.13
I: 23.47 ± 2.61
C: 22.62 ± 2.00
Multiple Sclerosis Multiple Sclerosis
(no exercise intervention)
Clinical Alpha-diversity—NR
Beta-diveristy—NR
I:  Prevotella
~Bacteroides

Data are mean ± SD unless otherwise stated, * Mean (total range reported); I = Intervention, C = Comparator, BMI = Body mass index, NAFLD = Non-alcoholic fatty liver disease, NA = Not available, F = Female, M = Male, NR = Not reported, ME/CFS = Myalgic encephalomyelitis/chronic fatigue syndrome, L = lean, O: Obese, AT = Aerobic training, RT = Resistance training, HI = High-intensity, Mod = Moderate intensity, Vig = Vigorous intensity, SIT = Sprint interval training, MICT = Moderate intensity continuous training, T2D = Type two diabetes mellitus, UC = Ulcerative Colitis.