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. 2021 Nov 24;11(12):1286. doi: 10.3390/life11121286

Table 1.

Articles included in the systematic review considering fundamental study design, analysis, and main outcomes.

# Author/Year of Publication Task/Design Body Region ROIs Selection Data Analysis Outcomes
1 Tumilty et al., 2019 [29] 1 × 9 weeks
Thermograms: once/day
Bilateral Achilles Rectangle 10 × 40 pixels from the superior border of the calcaneus Laterality * weeks No bilateral or between weeks variations (0.50 ± 0.43 °C) in Achilles Tsk.
2 Gil-Calvo et al., 2020 [30] 2 × 15 min run (control vs. provoked asymmetry (1.5 kg ankle weight))
Thermogram: pre and immediately post run
Bilateral foot 6 ROIs feet (complete soles, forefoot, midfoot, rearfoot (100%, 50%, 19%, and 31% of foot sole length feet, respectively), hallux, and toes. Condition * time-points * Laterality No bilateral differences despite group. Asymmetrical running provoked higher Tsk.
3 Gutiérrez-Vargas et al., 2017 [31] 1 × marathon
Thermogram: 3 days pre, immediately post and 24 h post
Bilateral lower limbs 14 ROIs (8 anterior and 6 posterior) Time-points * Laterality No bilateral difference. Time-points differences in almost all ROIs, >1 °C in the knee, vastus medialis, vastus lateralis, rectus femoris, adductor.
4 Fournet et al., 2013 [32] 1 × 40 min run 70% VO2max in 10 °C and 54.76% relative humidity
Thermogram: pre (rest), post run (10 min), post run 2 (40 min), post
Bilateral anterior and posterior, upper and lower body 11 morphed ROIs Time-points * sex Females lower Tsk than males, no skinfold thickness influence.
5 Priego-Quesada et al., 2016 [33] 2 × 45 min cycling (35% and 50% of peak power output and cadence 95 rpm).
Thermograms: Pre, immediately post, and 10 min post
Unilateral anterior and posterior 17 ROIs (deltoid, chest, abdomen, upper back, lower back, vastus lateralis, rectus femoris, abductor, vastus medialis, biceps femoris, semitendinosus, knee, popliteal, tibialis anterior, gastrocnemius, ankle anterior, and Achilles) Time-points * cycling workout * ROI Increase in Tsk post cycling in knee extensors and decrease in trunk.
After 10 min post posterior, Tsk of lower limb and trunk increased. Inverse relationships were observed between core and Tsks.
6 Priego-Quesada et al., 2015 [34] 2 × 30 min run at 75% of maximal aerobic speed (control and compression stockings)
Thermograms: pre and immediately post and 10 min post
Unilateral lower limb 12 ROIs (tibialis anterior, ankle anterior, and gastrocnemius
and vastus lateralis, abductor. and semitendinosus)
Time-points * condition * ROI Compression stockings increase Tsk in the regions in contact and not in contact with the garment.
7 Priego-Quesada et al., 2016 [35] 45 min cycling at 50% of peak power at 90 rpm of cadence (control and fitted position)
Thermogram: Pre, immediately post, and 10 min post
Bilateral anterior and posterior, upper and lower body 16 ROIs (chest, abdomen, upper back, lower back, vastus lateralis, rectus femoris, abductor, vastus medialis, biceps femoris, semitendinosus, knee, popliteus, tibialis anterior, gastrocnemius, anterior ankle, and Achilles. Principal component analysis. Condition * time-points Factor analysis is a useful method to determine a lower number of ROIs. Differences between groups of ROIs were related to tissue composition, muscular activity, and capacity for sweating.
8 Priego-Quesada et al., 2015 [36] 1 × cycling test to exhaustion.
Thermograms: pre and immediately post, and 10 min post
Unilateral Lower limbs 4 ROIs, (gastrocnemius, rectus femoris, 2 × biceps femoris). Correlation with EMG and time-points differences. Tsk of knee extensors increases after cycling.
Vastus lateralis overall activation was inversely related to Tsk.
9 Priego-Quesada et al., 2019 [37] 3 days of training cycling and swimming.
Thermograms: pre, 2nd day, 3rd day
Bilateral upper and lower limbs 8 ROIs (arms, anterior and posterior lower limbs) Time-points * laterality Tsk increased after training for most of the body regions. Tsk variation was related to muscle mass and weekly training volume.
10 Hadžić, et al., 2019 [22] 1 × 6 min cycling (100 W) + stretching and hamstrings isokinetic exercise (exercising vs no exercising limb)
Thermograms: Each 30 s of video
Bilateral Quadriceps (vastus medialis) Correlation Tsk and power. Condition difference. Negative correlation between Tsk change and muscle power output.
11 Fernandes et al., 2016 [38] 1 × 60 min of at 60% VO2max
Thermograms: 12 measurements every 5 min
Unilateral Inner canthus Time-points differences Poor agreement between core temperature and inner canthus temperature.
12 Rodriguez-Sanz et al., 2019 [39] 1 × Running 15 min on a treadmill at a speed of 8 km/h
Thermograms: Pre and post
Bilateral Gastrocnemius Time-points differences Runners with functional equinus condition presented a higher Tsk of gastrocnemius after a light running activity.
13 Priego-Quesada et al., 2020 [40] 1 × 30 min treadmill run (8 km/h increasing 1 km/h every 30 s) at 1% slope at 12/20 Borg
Thermograms: pre and post
Bilateral Anterior and posterior thighs Time-points * laterality Attaching one thermal contact sensor throughout the protocol and another only a while before each data acquisition is a good option for studying the effect of sweat accumulation on Tsk measurement.
14 Merla et al., 2010 [41] 1 × treadmill running until reaching individual maximum heart rate or voluntary interruption
Thermograms: pre and post
Unilateral 6 ROIs: forearm, pectoral, mammary, sternal, abdominal, and thigh. Time-points differences The Tsk decreased during exercise and increased in recovery phase.
15 Luo et al., 2015 [42] 1 × 30 min running at 8 km/h
Thermograms: pre and post
Unilateral 10 ROIs: Medial foot: medial forefoot, medial mid-foot, medial hind-foot, and medial ankle. Instep: fore instep, hind instep. Lateral foot: lateral forefoot, lateral mid-foot, lateral hind-foot, and lateral ankle Time-points differences Foot temperature increased exponentially until 15 min of exercise when the increasing rate slowed down.
16 Rynkiewicz et al., 2015 [43] 1 × 1000 m all-out paddling in kayak ergometer
Thermograms: pre and post
Bilateral 3 ROIs: anterior trunk, shoulders; and posterior shoulders. Time-points differences Decrease in superficial temperature. Advanced kayakers presented greater differences.
17 Robles-Dorado 2016 [44] 1 × 30 km running
Thermograms: pre and post
Bilateral ROIs: foot sole, tibialis anterior, quadriceps, calf, and hamstrings. Time-points differences Increased temperature in foot sole, quadriceps, and Achilles, no variations in Tsk of semitendinosus, semimembranosus and tibialis anterior.
18 Sanz-López et al., 2016 [45] 2 d/week during 6 week eccentric training
Thermograms: pre–post an hour running at 1 h at 80% of maximal heart rate
Bilateral Achilles and patellar tendons Group * time-points Eccentric overload training causes particular adaptations in tendon tissues.
19 Priego-Quesada et al., 2016 [46] 3 (different saddle height) × 45 min cycling at individual 50% peak power output at 90 rpm of cadence
Unilateral 16 ROIs in trunk and lower limbs Group * time-points Different postures assumed by the cyclist due to different saddle height did not influence temperature measurements.
20 Ludwig et al., 2016 [47] 1 × incremental cycling test until exhaustion (100 W, 1 min increases of 25 W, 80–90 rpm of cadence). Bilateral Left and right thigh Time-points differences Tsk dynamic of quadriceps showed an explicit decrease during an incremental maximal exercise and a subsequent rapid recovery immediately after exhaustion.
21 Priego-Quesada et al., 2017 [48] 1 × Incremental cycling test to exhaustion (105 W, increases of 35 W each 3 min, 55 rpm of cadence).
Thermograms: pre, after 10 min, post
Bilateral 4 ROIs: Vastus Lateralis, Rectus Femoris, Biceps Femoris, and Gastrocnemius Medialis Group * time-points Tsk was positively correlated with peak power output and heat production. At higher physical fitness, higher heat production and higher Tsk.
22 Priego-Quesada et al., 2017 [49] 1 × 30 min running (10 min at 60% of maximal aerobic speed and 20 min at 80%).
Thermograms: pre–post
Bilateral 4 ROIs in foot sole. Medio-lateral differences Tsk is not related to foot eversion.
23 Jiménez-Pérez et al., 2020 [50] 2 × 30-min running at 75% of VO2max
Thermogram: pre–post
Unilateral 10 ROIs: Plantar surface of dominant sole of the foot Gender differences Foot orthoses do not modify plantar surface temperature after running in healthy runners of either gender.
24 Mendonca-Barboza et al., 2020 [51] 1 × Cooper’s 12-min run test
Thermograms: pre–post
Bilateral 4 ROIs: anterior and posterior views of the trunk and upper limbs, and anterior and posterior views of the lower limbs Laterality * time-points Tsk change of middle-distance runners was symmetrical between sides, decreasing in upper limbs and trunk and increasing in lower limbs after a short-term maximum effort test.
25 Duygu et al., 2019 [52] 1 × ergometer running test until exhaustion (11.3 km/h, increases of 2 ° every min)
Thermograms: pre–post
Bilateral Quadriceps and hamstrings Group * time-points Temperature change after anaerobic performance was not significant.
26 Pérez-Guarner 2019 [53] 1 × Half-Marathon competition at world championship
Thermograms: pre (48 h), pre (24 h), post (24 h), and post (48 h).
Bilateral ROIs upper and lower limbs Time-points differences Tsk responses to a half-marathon were not able to predict physiological stress markers.
27 Drzazga et al., 2018 [54] 1 × an hour running (individual lactate threshold intensity)
Thermograms: pre–post
Bilateral 22 ROIs: upper body and lower limbs Group * Time-points Significant decrease in upper body temperature in skiers and increase in lower limb temperature in swimmers.
28 Trecroci et al., 2018 [55] 1 × maximal incremental cycling test (100 W, increases of 25 W/min until exhaustion, 90 rpm cadence)
Thermograms: pre and immediately post
Bilateral Thighs Laterality * Time-points Bilateral Tsk did not show any differences. No relation between asymmetry of Tsk
with muscle effort.
29 Novotny et al., 2017 [56] 1 × 1000 m all-out crawl swimming
Thermograms: pre–psot
Bilateral 20 ROIs: deltoids anterior, posterior and lateralis, rhomboids major and minor, pectoralis major and minor, erector spinae, latissimus, trapezius, triceps brachii, and biceps brachii Laterality * time-points Significant increase in triceps brachii, deltoids temperature.
30 Novotny et al., 2015 [57] Breaststroke swimming 1000 m as fast as possible
Thermograms:
Bilateral 20 ROIs: deltoids anterior, posterior and lateralis, rhomboids major and minor, pectoralis major and minor, erector spinae, latissimus, trapezius, triceps brachii, and biceps brachii Laterality * time-points Significant increase in Tsk of deltoideus
and triceps. Right–left difference in temperatures was not significant.
31 Priego-Quesada et al., 2020 [58] 1 × marathon
Thermograms: pre (48 h), pre (24 h), post (24 h), and post (48 h).
Bilateral Lower limbs Time-points differences Baseline Tsk was not altered 24 or 48 h after a marathon.
32 Requena-Bueno et al., 2020 [59] 1 × 30 min running (80% maximum aerobic speed on a treadmill with a 1% slope)
Thermograms: pre–post
Bilateral 9 ROIs: hallux, toes, medial metatarsal, central metatarsal, lateral metatarsal, medial midfoot, lateral midfoot, medial heel, and lateral heel Time-points * laterality * analysis procedure Analysis using ThermoHuman resulted in a reduction of 86% in the time required to process the thermograms.
33 Bertucci et al., 2013 [60] 1 × Incremental cycling test (4 min at 100 W, increases every 4 min by 40 W until exhaustion)
Thermograms: pre–post
Bilateral Lower limbs (thigh) Time-points differences Relation between increase in gross efficiency and Tsk.
34 Ferreira-Oliveira et al., 2018 [61] 1 × progressive cycling test (up to 85% of Hrmax, 50 to 60 rpm of cadence at 20 W, 15 W increases every 2 min until voluntary exhaustion)
Thermograms: 15 min during and 60 min recovery (after)
Bilateral ROIs: thighs, legs, arms, forearms, upper back, lower back, chest, and abdomen Time-points differences Decrease in temperature in chest, abdomen, upper back, lumbar region, anterior and posterior thigh, anterior and posterior leg. Temperature increased after 15 min recovery.
35 Andrade-Fernandes et al., 2016 [62] 1 × 1 h of treadmill running at 60% of the VO2max.
Thermograms: every 5 min (12 times)
28 ROIs: forehead, face, chest, abdomen, back, lumbar, anterior and posterior neck, and posterior and anterior views of the right and left hands, forearms, upper arms, thighs, and legs Time-points differences Significant changes in Tsk due to running.
36 Akimov & Son’kin 2011 [63] 1 × stepwise ergometer test (60 W with increases of 60 W each 2 min, constant cadence: 60 rpm) (endurance and multisports)
Thermograms: video every 30 s
Single area Forehead Conditions * group Endurance and multisports group’s Tsk decreased until exhaustion.
37 Cholewka et al., 2016 [64] 1 × incremental test (50 W with increases of 30 W each 3 min)
Thermograms: video every 180 s
Unilateral 5 ROIs (face, chest, arms, back, calf) Time-points differences Decrease in Tsk over time during exercise.
38 Tanda 2018 [65] 2 × 30 min treadmill runs (constant (6 km/h) vs. graded load (1.5 km/h increases every 5 min until 13.5 km/h was reached))
Thermograms: each 5 min
Bilateral 18 ROIs (upper and lower limbs, chest, back, face) Time-points * condition Variations over time in Tsk in both conditions. Tsk was reduced the first 10 min of exercise.
39 Crenna & Tanda 2020 [66] 1 × 60–90 min treadmill run at 10.2–14 km/h (90–95% of max)
Thermograms: each 5 min
Bilateral 14 ROIs (chest, abdomen, lower limbs, upper limbs, back) Time-points difference Large heterogeneity depending on the ROI during exercise.
40 Rojas-Valverde et al., 2021 [67] Prolonged running (marathon)
Thermograms: pre (15 d and 45 min), post (24 h and 6 d)
Bilateral Anterior–posterior 13 ROIs (lower limbs) Time-points differences
Correlation with muscle damage markers
Tsk increased the day after the marathon and no relationships observed between muscle damage markers and Tsk.
41 Fernández-Cuevas et al., 2014 [68] 1 × 45 min treadmill run at 60–75% heart rate max
Thermograms: pre, immediately post, and 60 min post
Bilateral upper and lower limbs 71 ROIs Time-points differences Tsk decreases and increases immediately post exercise depending of the ROI but, during recovery, Tsk usually increases.
42 Racinais et al., 2021 [69] Marathon and race-walk (20–50 km)
Thermograms: pre, immediately post
Bilateral upper and lower limbs 18 ROIs (neck, chest, shoulder arms and legs) Time-points differences
Lower pre-race Tsk correlated with faster finished times. DNF athletes presented higher pre-race Tsk.
43 Machado et al., 2021 [70] 30 min run, 1% slope self-selected speed
Thermograms: pre, immediately post
Bilateral 7 ROIs (sole and lower limbs) Time-points * between devices difference C2 and Flir-One pro presented lower mean and maximum Tsk than E60Bx. High data variability between cameras.
44 Binek et al., 2021 [71] 60 min running on treadmill with 80% of VO2max
Thermograms: pre, imediately post, and 10 min recovery
Bilateral 4 ROIs (lower limbs) Time-points * sex Tsk of females is lower than males, Tsk changes due to exercise were greater in women.
45 Jones et al., 2021 [72] Two middle distance runners
Thermograms: 42 days observations
Bilateral 4 ROIs (lower limbs) Time-points differences No changes in daily Tsk.