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Erschienen in: Sports Medicine 2/2020

16.11.2019 | Review Article

Infrared Thermography in Exercise Physiology: The Dawning of Exercise Radiomics

verfasst von: Barlo Hillen, Daniel Pfirrmann, Markus Nägele, Perikles Simon

Erschienen in: Sports Medicine | Ausgabe 2/2020

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Abstract

Infrared thermography (IRT) is a non-invasive tool to measure the body surface radiation temperature (Tsr). IRT is an upcoming technology as a result of recent advancements in camera lenses, detector technique and data processing capabilities. The purpose of this review is to determine the potential and applicability of IRT in the context of dynamic measurements in exercise physiology. We searched PubMed and Google Scholar to identify appropriate articles, and conducted six case experiments with a high-resolution IRT camera (640 × 480 pixels) for complementary illustration. Ten articles for endurance exercise, 12 articles for incremental exercise testing and 11 articles for resistance exercise were identified. Specific Tsr changes were detected for different exercise types. Close to physical exertion or during prolonged exercise six recent studies described “tree-shaped” or “hyper-thermal” surface radiation pattern (Psr) without further specification. For the first time, we describe the Tsr and Psr dynamics and how these may relate to physiological adaptations during exercise and illustrate the differential responsiveness of Psr to resistance or endurance exercise. We discuss how bias related to individual factors, such as skin blood flow, or related to environmental factors could be resolved by innovative technological approaches. We specify why IRT seems to be increasingly capable of differentiating physiological traits relevant for exercise physiologists from various forms of environmental, technical and individual bias. For refined analysis, it will be necessary to develop and implement standardized and accurate pattern recognition technology capable of differentiating exercise modalities to support the evaluation of thermographic data by means of radiomics.
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Literatur
1.
Zurück zum Zitat Lahiri BB, Bagavathiappan S, Jayakumar T, Philip J. Medical applications of infrared thermography: a review. Infrared Phys Technol. 2012;55:221–35.CrossRef Lahiri BB, Bagavathiappan S, Jayakumar T, Philip J. Medical applications of infrared thermography: a review. Infrared Phys Technol. 2012;55:221–35.CrossRef
3.
Zurück zum Zitat Lasanen R. Infrared thermography in the evaluation of skin temperature: Applications in musculoskeletal conditions. 2015;103. Lasanen R. Infrared thermography in the evaluation of skin temperature: Applications in musculoskeletal conditions. 2015;103.
4.
Zurück zum Zitat Fernández-Cuevas I, Bouzas Marins JC, Arnáiz Lastras J, Gómez Carmona PM, Piñonosa Cano S, García-Concepción MÁ, et al. Classification of factors influencing the use of infrared thermography in humans: a review. Infrared Phys Technol. 2015;71:28–55.CrossRef Fernández-Cuevas I, Bouzas Marins JC, Arnáiz Lastras J, Gómez Carmona PM, Piñonosa Cano S, García-Concepción MÁ, et al. Classification of factors influencing the use of infrared thermography in humans: a review. Infrared Phys Technol. 2015;71:28–55.CrossRef
5.
Zurück zum Zitat Nybo L, Rasmussen P, Sawka, MN. Performance in the heat-Physiological factors of importance for hyperthermia-induced fatigue. Compr Physiol. 2014;4:657–89. Nybo L, Rasmussen P, Sawka, MN. Performance in the heat-Physiological factors of importance for hyperthermia-induced fatigue. Compr Physiol. 2014;4:657–89.
6.
Zurück zum Zitat Gillies RJ, Kinahan PE, Hricak H. Radiomics: images are more than pictures, they are data. Radiology. 2016;278:563–77.CrossRefPubMed Gillies RJ, Kinahan PE, Hricak H. Radiomics: images are more than pictures, they are data. Radiology. 2016;278:563–77.CrossRefPubMed
7.
Zurück zum Zitat Tanda G. Total body skin temperature of runners during treadmill exercise: a pilot study. J Therm Anal Calorim. 2018;131:1967–77.CrossRef Tanda G. Total body skin temperature of runners during treadmill exercise: a pilot study. J Therm Anal Calorim. 2018;131:1967–77.CrossRef
8.
Zurück zum Zitat Balci GA, Basaran T, Colakoglu M. Analysing visual pattern of skin temperature during submaximal and maximal exercises. Infrared Phys Technol. 2016;74:57–62.CrossRef Balci GA, Basaran T, Colakoglu M. Analysing visual pattern of skin temperature during submaximal and maximal exercises. Infrared Phys Technol. 2016;74:57–62.CrossRef
9.
Zurück zum Zitat Fernandes A de A, Amorim PR dos S, Brito CJ, Sillero-Quintana M, Marins JCB. Regional skin temperature response to moderate aerobic exercise measured by infrared thermography. Asian J Sports Med. 2016;7:1–8. Fernandes A de A, Amorim PR dos S, Brito CJ, Sillero-Quintana M, Marins JCB. Regional skin temperature response to moderate aerobic exercise measured by infrared thermography. Asian J Sports Med. 2016;7:1–8.
10.
Zurück zum Zitat Korman P, Straburzyńska-Lupa A, Kusy K, Kantanista A, Zieliński J. Changes in body surface temperature during speed endurance work-out in highly-trained male sprinters. Infrared Phys Technol. 2016;78:209–13.CrossRef Korman P, Straburzyńska-Lupa A, Kusy K, Kantanista A, Zieliński J. Changes in body surface temperature during speed endurance work-out in highly-trained male sprinters. Infrared Phys Technol. 2016;78:209–13.CrossRef
11.
Zurück zum Zitat Priego Quesada JI, Martínez N, Salvador Palmer R, Psikuta A, Annaheim S, Rossi RM, et al. Effects of the cycling workload on core and local skin temperatures. Exp Therm Fluid Sci. 2016;77:91–9.CrossRef Priego Quesada JI, Martínez N, Salvador Palmer R, Psikuta A, Annaheim S, Rossi RM, et al. Effects of the cycling workload on core and local skin temperatures. Exp Therm Fluid Sci. 2016;77:91–9.CrossRef
12.
Zurück zum Zitat Tanda G. The use of infrared thermography to detect the skin temperature response to physical activity. J Phys Conf Ser. 2015;655. Tanda G. The use of infrared thermography to detect the skin temperature response to physical activity. J Phys Conf Ser. 2015;655.
13.
Zurück zum Zitat Adamczyk JG, Educ P, Bia D. Usage of thermography as indirect non- invasive method of evaluation of physical efficiency. Pilot study. Pedagog Psychol Med Biol Probl Phys Train Sport. 2014;90–5. Adamczyk JG, Educ P, Bia D. Usage of thermography as indirect non- invasive method of evaluation of physical efficiency. Pilot study. Pedagog Psychol Med Biol Probl Phys Train Sport. 2014;90–5.
14.
Zurück zum Zitat Chudecka M, Lubkowska A. Temperature changes of selected body’s surfaces of handball players in the course of training estimated by thermovision, and the study of the impact of physiological and morphological factors on the skin temperature. J Therm Biol. 2010;35:379–85.CrossRef Chudecka M, Lubkowska A. Temperature changes of selected body’s surfaces of handball players in the course of training estimated by thermovision, and the study of the impact of physiological and morphological factors on the skin temperature. J Therm Biol. 2010;35:379–85.CrossRef
15.
Zurück zum Zitat Zontak A, Sideman S, Verbitsky O, Beyar R. Dynamic thermography: analysis of hand temperature during exercise. Ann Biomed Eng. 1998;26:988–93.CrossRefPubMed Zontak A, Sideman S, Verbitsky O, Beyar R. Dynamic thermography: analysis of hand temperature during exercise. Ann Biomed Eng. 1998;26:988–93.CrossRefPubMed
17.
Zurück zum Zitat Trecroci A, Formenti D, Ludwig N, Gargano M, Bosio A, Rampinini E, et al. Bilateral asymmetry of skin temperature is not related to bilateral asymmetry of crank torque during an incremental cycling exercise to exhaustion. PeerJ. 2018;6:e4438.CrossRefPubMedPubMedCentral Trecroci A, Formenti D, Ludwig N, Gargano M, Bosio A, Rampinini E, et al. Bilateral asymmetry of skin temperature is not related to bilateral asymmetry of crank torque during an incremental cycling exercise to exhaustion. PeerJ. 2018;6:e4438.CrossRefPubMedPubMedCentral
18.
Zurück zum Zitat Priego Quesada JI, Sampaio LT, Bini RR, Rossato M, Cavalcanti V. Multifactorial cycling performance of cyclists and non-cyclists and their effect on skin temperature. J Therm Anal Calorim. 2017;127:1479–89.CrossRef Priego Quesada JI, Sampaio LT, Bini RR, Rossato M, Cavalcanti V. Multifactorial cycling performance of cyclists and non-cyclists and their effect on skin temperature. J Therm Anal Calorim. 2017;127:1479–89.CrossRef
19.
Zurück zum Zitat Ludwig N, Trecroci A, Gargano M, Formenti D, Bosio A, Rampinini E, et al. Thermography for skin temperature evaluation during dynamic exercise: a case study on an incremental maximal test in elite male cyclists. Appl Opt. 2016;55:D126. A. Ludwig N, Trecroci A, Gargano M, Formenti D, Bosio A, Rampinini E, et al. Thermography for skin temperature evaluation during dynamic exercise: a case study on an incremental maximal test in elite male cyclists. Appl Opt. 2016;55:D126. A.
20.
Zurück zum Zitat Duc S, Arfaoui A, Polidori G, Bertucci W. Efficiency and thermography in cycling during a graded exercise test. J Exerc Sport Orthop. 2015;2:01–8.CrossRef Duc S, Arfaoui A, Polidori G, Bertucci W. Efficiency and thermography in cycling during a graded exercise test. J Exerc Sport Orthop. 2015;2:01–8.CrossRef
21.
Zurück zum Zitat Priego Quesada JI, Carpes FP, Bini RR, Salvador Palmer R, Pérez-Soriano P, Cibrián Ortiz de Anda RM. Relationship between skin temperature and muscle activation during incremental cycle exercise. J Therm Biol. 2015;48:28–35. Priego Quesada JI, Carpes FP, Bini RR, Salvador Palmer R, Pérez-Soriano P, Cibrián Ortiz de Anda RM. Relationship between skin temperature and muscle activation during incremental cycle exercise. J Therm Biol. 2015;48:28–35.
22.
Zurück zum Zitat Arfaoui A, Bertucci WM, Letellier T. Thermoregulation during incremental exercise in masters cycling. J Sci Cycl. 2014;3:32–40. Arfaoui A, Bertucci WM, Letellier T. Thermoregulation during incremental exercise in masters cycling. J Sci Cycl. 2014;3:32–40.
23.
Zurück zum Zitat Akimov EB, Son’kin VD. Skin temperature and lactate threshold during muscle work in athletes. Hum Physiol. 2011;37:621–8. Akimov EB, Son’kin VD. Skin temperature and lactate threshold during muscle work in athletes. Hum Physiol. 2011;37:621–8.
24.
Zurück zum Zitat Merla A, Mattei PA, Di Donato L, Romani GL. Thermal imaging of cutaneous temperature modifications in runners during graded exercise. Ann Biomed Eng. 2010;38:158–63.CrossRefPubMed Merla A, Mattei PA, Di Donato L, Romani GL. Thermal imaging of cutaneous temperature modifications in runners during graded exercise. Ann Biomed Eng. 2010;38:158–63.CrossRefPubMed
25.
Zurück zum Zitat Akimov EB, Andreev RS, Kalenov YN, Kirdin AA, Son’kin VD, Tonevitsky AG. The human thermal portrait and its relations with aerobic working capacity and the blood lactate level. Hum Physiol. 2010;36:447–56. Akimov EB, Andreev RS, Kalenov YN, Kirdin AA, Son’kin VD, Tonevitsky AG. The human thermal portrait and its relations with aerobic working capacity and the blood lactate level. Hum Physiol. 2010;36:447–56.
26.
Zurück zum Zitat Akimov EB, Andreev RS, Arkov VV, Kirdin AA, Saryanc VV, Sonkin VD, et al. Thermal “portrait” of sportsmen with different aerobic capacity. Acta Kinesiol Univ Tartu. 2012;14:7.CrossRef Akimov EB, Andreev RS, Arkov VV, Kirdin AA, Saryanc VV, Sonkin VD, et al. Thermal “portrait” of sportsmen with different aerobic capacity. Acta Kinesiol Univ Tartu. 2012;14:7.CrossRef
27.
Zurück zum Zitat Priego Quesada JI, Lucas-Cuevas AG, Salvador Palmer R, Pérez-Soriano P, Cibrián Ortiz De Anda RM. Definition of the thermographic regions of interest in cycling by using a factor analysis. Infrared Phys Technol 2016;75:180–6. Priego Quesada JI, Lucas-Cuevas AG, Salvador Palmer R, Pérez-Soriano P, Cibrián Ortiz De Anda RM. Definition of the thermographic regions of interest in cycling by using a factor analysis. Infrared Phys Technol 2016;75:180–6.
28.
Zurück zum Zitat Weigert M, Nitzsche N, Kunert F, Lösch C, Baumgärtel L, Schulz H. Acute exercise-associated skin surface temperature changes after resistance training with different exercise intensities. Int J Kinesiol Sport Sci. 2018;6:12.CrossRef Weigert M, Nitzsche N, Kunert F, Lösch C, Baumgärtel L, Schulz H. Acute exercise-associated skin surface temperature changes after resistance training with different exercise intensities. Int J Kinesiol Sport Sci. 2018;6:12.CrossRef
29.
Zurück zum Zitat Silva YA, Santos BH, Andrade PR, Santos HH, Moreira DG, Sillero-Quintana M, et al. Skin temperature changes after exercise and cold water immersion. Sport Sci Health. 2017;13:195–202.CrossRef Silva YA, Santos BH, Andrade PR, Santos HH, Moreira DG, Sillero-Quintana M, et al. Skin temperature changes after exercise and cold water immersion. Sport Sci Health. 2017;13:195–202.CrossRef
30.
Zurück zum Zitat Sillero-Quintana M, Brito CJ, Adamczyk JG, Estal-Martínez A, Escamilla-Galindo VL, Arnaiz-Lastras J. Skin temperature response to unilateral training measured with infrared thermography. J Exerc Rehabil. 2017;13:526–34.CrossRefPubMedPubMedCentral Sillero-Quintana M, Brito CJ, Adamczyk JG, Estal-Martínez A, Escamilla-Galindo VL, Arnaiz-Lastras J. Skin temperature response to unilateral training measured with infrared thermography. J Exerc Rehabil. 2017;13:526–34.CrossRefPubMedPubMedCentral
31.
Zurück zum Zitat Neves EB, Cunha RM, Rosa C, Antunes NS, Felisberto IMV, Vilaça-Alves J, et al. Correlation between skin temperature and heart rate during exercise and recovery, and the influence of body position in these variables in untrained women. Infrared Phys Technol. 2016;75:70–6.CrossRef Neves EB, Cunha RM, Rosa C, Antunes NS, Felisberto IMV, Vilaça-Alves J, et al. Correlation between skin temperature and heart rate during exercise and recovery, and the influence of body position in these variables in untrained women. Infrared Phys Technol. 2016;75:70–6.CrossRef
32.
Zurück zum Zitat Formenti D, Ludwig N, Trecroci A, Gargano M, Michielon G, Caumo A, et al. Dynamics of thermographic skin temperature response during squat exercise at two different speeds. J Therm Biol. 2016;59:58–63.CrossRefPubMed Formenti D, Ludwig N, Trecroci A, Gargano M, Michielon G, Caumo A, et al. Dynamics of thermographic skin temperature response during squat exercise at two different speeds. J Therm Biol. 2016;59:58–63.CrossRefPubMed
33.
Zurück zum Zitat Neves EB, Moreira TR, Lemos R, Vilaça-Alves J, Rosa C, Reis VM. Using skin temperature and muscle thickness to assess muscle response to strength training. Rev Bras Med do Esporte. 2015;21:350–4.CrossRef Neves EB, Moreira TR, Lemos R, Vilaça-Alves J, Rosa C, Reis VM. Using skin temperature and muscle thickness to assess muscle response to strength training. Rev Bras Med do Esporte. 2015;21:350–4.CrossRef
34.
Zurück zum Zitat Adamczyk JG, Boguszewski D, Siewierski M. Thermographic evaluation of lactate level in capillary blood during post-exercise recovery. Kinesiology. 2014;46:186–93. Adamczyk JG, Boguszewski D, Siewierski M. Thermographic evaluation of lactate level in capillary blood during post-exercise recovery. Kinesiology. 2014;46:186–93.
35.
Zurück zum Zitat Formenti D, Ludwig N, Gargano M, Gondola M, Dellerma N, Caumo A, et al. Thermal imaging of exercise-associated skin temperature changes in trained and untrained female subjects. Ann Biomed Eng. 2013;41:863–71.CrossRef Formenti D, Ludwig N, Gargano M, Gondola M, Dellerma N, Caumo A, et al. Thermal imaging of exercise-associated skin temperature changes in trained and untrained female subjects. Ann Biomed Eng. 2013;41:863–71.CrossRef
36.
Zurück zum Zitat Al-Nakhli HH, Petrofsky JS, Laymon MS, Berk LS. The Use of thermal infrared imaging to detect delayed onset muscle soreness. J Vis Exp. 2012;1–9. Al-Nakhli HH, Petrofsky JS, Laymon MS, Berk LS. The Use of thermal infrared imaging to detect delayed onset muscle soreness. J Vis Exp. 2012;1–9.
37.
Zurück zum Zitat Ferreira JJA, Mendonça LCS, Nunes LAO, Andrade Filho ACC, Rebelatto JR, Salvini TF. Exercise-associated thermographic changes in young and elderly subjects. Ann Biomed Eng. 2008;36:1420–7.CrossRef Ferreira JJA, Mendonça LCS, Nunes LAO, Andrade Filho ACC, Rebelatto JR, Salvini TF. Exercise-associated thermographic changes in young and elderly subjects. Ann Biomed Eng. 2008;36:1420–7.CrossRef
38.
Zurück zum Zitat Čoh M, Širok B. Use of the thermovision method in sport training. Phys Educ Sport. 2007;5:85–94. Čoh M, Širok B. Use of the thermovision method in sport training. Phys Educ Sport. 2007;5:85–94.
39.
Zurück zum Zitat Just TP, Cooper IR, DeLorey DS. Sympathetic vasoconstriction in skeletal muscle: adaptations to exercise training. Exerc Sport Sci Rev. 2016;44:137–43.CrossRef Just TP, Cooper IR, DeLorey DS. Sympathetic vasoconstriction in skeletal muscle: adaptations to exercise training. Exerc Sport Sci Rev. 2016;44:137–43.CrossRef
40.
Zurück zum Zitat O’Leary D, Silva BM, Marongiu E, Crisafulli A, Piepoli MF, Nobrega ACL. Neural regulation of cardiovascular response to exercise: role of central command and peripheral afferents. Biomed Res Int. 2014;2014:1–20. O’Leary D, Silva BM, Marongiu E, Crisafulli A, Piepoli MF, Nobrega ACL. Neural regulation of cardiovascular response to exercise: role of central command and peripheral afferents. Biomed Res Int. 2014;2014:1–20.
41.
Zurück zum Zitat Charkoudian N. Mechanisms and modifiers of reflex induced cutaneous vasodilation and vasoconstriction in humans. J Appl Physiol. 2010;109:1221–8.CrossRefPubMedPubMedCentral Charkoudian N. Mechanisms and modifiers of reflex induced cutaneous vasodilation and vasoconstriction in humans. J Appl Physiol. 2010;109:1221–8.CrossRefPubMedPubMedCentral
42.
Zurück zum Zitat Ootsuka Y, Tanaka M. Control of cutaneous blood flow by central nervous system. Temperature. 2015;2:392–405.CrossRef Ootsuka Y, Tanaka M. Control of cutaneous blood flow by central nervous system. Temperature. 2015;2:392–405.CrossRef
43.
Zurück zum Zitat Williamson JW. Autonomic responses to exercise: where is central command? Auton Neurosci Basic Clin. 2015;188:3–4.CrossRef Williamson JW. Autonomic responses to exercise: where is central command? Auton Neurosci Basic Clin. 2015;188:3–4.CrossRef
44.
Zurück zum Zitat Gonzales-Alonso, J. Symposium Report. Human thermoregulation and the cardiovascular system. A key but little understood function of the cardiovascular system is to exchange heat between. 2012;3:340–6. Gonzales-Alonso, J. Symposium Report. Human thermoregulation and the cardiovascular system. A key but little understood function of the cardiovascular system is to exchange heat between. 2012;3:340–6.
45.
Zurück zum Zitat Demachi K, Yoshida T, Kume M, Tsuji M, Tsuneoka H. The influence of internal and skin temperatures on active cutaneous vasodilation under different levels of exercise and ambient temperatures in humans. Int J Biometeorol. 2013;57:589–96.CrossRefPubMed Demachi K, Yoshida T, Kume M, Tsuji M, Tsuneoka H. The influence of internal and skin temperatures on active cutaneous vasodilation under different levels of exercise and ambient temperatures in humans. Int J Biometeorol. 2013;57:589–96.CrossRefPubMed
46.
Zurück zum Zitat Kellogg DL, Johnson JM, Kosiba WA. Control of internal temperature threshold for active cutaneous vasodilation by dynamic exercise. J Appl Physiol. 2017;71:2476–82.CrossRef Kellogg DL, Johnson JM, Kosiba WA. Control of internal temperature threshold for active cutaneous vasodilation by dynamic exercise. J Appl Physiol. 2017;71:2476–82.CrossRef
47.
Zurück zum Zitat Itoh Y, Arai K. Use of recovery-enhanced thermography to localize cutaneous perforators. Ann Plast Surg. 1995;507–11. Itoh Y, Arai K. Use of recovery-enhanced thermography to localize cutaneous perforators. Ann Plast Surg. 1995;507–11.
48.
Zurück zum Zitat Narushima M, Yamasoba T, Iida T, Matsumoto Y, Yamamoto T, Yoshimatsu H, et al. Pure skin perforator flaps. Plast Reconstr Surg. 2018;142:351e–60e.CrossRefPubMed Narushima M, Yamasoba T, Iida T, Matsumoto Y, Yamamoto T, Yoshimatsu H, et al. Pure skin perforator flaps. Plast Reconstr Surg. 2018;142:351e–60e.CrossRefPubMed
49.
Zurück zum Zitat Saint-Cyr M, Wong C, Schaverien M, Mojallal A, Rohrich RJ. The perforasome theory: vascular anatomy and clinical implications. Plast Reconstr Surg. 2009;124:1529–44.CrossRefPubMed Saint-Cyr M, Wong C, Schaverien M, Mojallal A, Rohrich RJ. The perforasome theory: vascular anatomy and clinical implications. Plast Reconstr Surg. 2009;124:1529–44.CrossRefPubMed
50.
Zurück zum Zitat Taylor GI, Corlett RJ, Dhar SC, Ashton MW. The anatomical (angiosome) and clinical territories of cutaneous perforating arteries: development of the concept and designing safe flaps. Plast Reconstr Surg. 2011;127:1447–59.CrossRefPubMed Taylor GI, Corlett RJ, Dhar SC, Ashton MW. The anatomical (angiosome) and clinical territories of cutaneous perforating arteries: development of the concept and designing safe flaps. Plast Reconstr Surg. 2011;127:1447–59.CrossRefPubMed
51.
Zurück zum Zitat Venus M, Waterman J, McNab I. Basic physiology of the skin. Surgery. 2011;29:471–4. Venus M, Waterman J, McNab I. Basic physiology of the skin. Surgery. 2011;29:471–4.
52.
54.
Zurück zum Zitat Liu WM, Maivelett J, Kato GJ, Taylor VIJG, Yang WC, Liu YC, et al. Reconstruction of thermographic signals to map perforator vessels in humans. Quant Infrared Thermogr J. 2012;9:123–33.CrossRefPubMed Liu WM, Maivelett J, Kato GJ, Taylor VIJG, Yang WC, Liu YC, et al. Reconstruction of thermographic signals to map perforator vessels in humans. Quant Infrared Thermogr J. 2012;9:123–33.CrossRefPubMed
55.
Zurück zum Zitat Fry AC, Kraemer WJ. Resistance exercise overtraining and overreaching: neuroendocrine responses. Sports Med. 1997;23:106–29.CrossRefPubMed Fry AC, Kraemer WJ. Resistance exercise overtraining and overreaching: neuroendocrine responses. Sports Med. 1997;23:106–29.CrossRefPubMed
56.
Zurück zum Zitat Zaproudina N, Varmavuo V, Airaksinen O, Närhi M. Reproducibility of infrared thermography measurements in healthy individuals. Physiol Meas. 2008;29:515–24.CrossRefPubMed Zaproudina N, Varmavuo V, Airaksinen O, Närhi M. Reproducibility of infrared thermography measurements in healthy individuals. Physiol Meas. 2008;29:515–24.CrossRefPubMed
57.
Zurück zum Zitat Tse J, Rand C, Carroll M, Charnay A, Gordon S, Morales B, et al. Determining peripheral skin temperature: subjective versus objective measurements. Acta Paediatr Int J Paediatr. 2016;105:e126–31.CrossRef Tse J, Rand C, Carroll M, Charnay A, Gordon S, Morales B, et al. Determining peripheral skin temperature: subjective versus objective measurements. Acta Paediatr Int J Paediatr. 2016;105:e126–31.CrossRef
58.
Zurück zum Zitat Fernández-Cuevas I, Marins JC, Carmona PG, García-Concepción MA, Lastras JA, Quintana MS. Reliability and reproducibility of skin temperature of overweight subjects by an infrared thermography software designed for human beings. Thermol Int. 2012;22:130–7. Fernández-Cuevas I, Marins JC, Carmona PG, García-Concepción MA, Lastras JA, Quintana MS. Reliability and reproducibility of skin temperature of overweight subjects by an infrared thermography software designed for human beings. Thermol Int. 2012;22:130–7.
59.
Zurück zum Zitat Ring FJ, Ammer K, Wiecek B, Plassmann P, Jones CD, Jung A, et al. Quality assurance for thermal imaging systems in medicine. Thermol Int. 2007;17:103–6. Ring FJ, Ammer K, Wiecek B, Plassmann P, Jones CD, Jung A, et al. Quality assurance for thermal imaging systems in medicine. Thermol Int. 2007;17:103–6.
60.
Zurück zum Zitat Micro-Epsilon Messtechnik. Mehr Präzision. Grundlagen der berührungslosen Temperaturmessung. 2017;4–5. Micro-Epsilon Messtechnik. Mehr Präzision. Grundlagen der berührungslosen Temperaturmessung. 2017;4–5.
61.
Zurück zum Zitat Tattersall GJ. Infrared thermography: a non-invasive window into thermal physiology. Comp Biochem Physiol Part A Mol Integr Physiol. 2016;202:78–98.CrossRef Tattersall GJ. Infrared thermography: a non-invasive window into thermal physiology. Comp Biochem Physiol Part A Mol Integr Physiol. 2016;202:78–98.CrossRef
62.
Zurück zum Zitat Bach AJE, Stewart IB, Disher AE, Costello JT. A comparison between conductive and infrared devices for measuring mean skin temperature at rest, during exercise in the heat, and recovery. PLoS One. 2015;10:1–13. Bach AJE, Stewart IB, Disher AE, Costello JT. A comparison between conductive and infrared devices for measuring mean skin temperature at rest, during exercise in the heat, and recovery. PLoS One. 2015;10:1–13.
63.
Zurück zum Zitat Shimazaki Y, Yoshida A, Yamamoto T. Thermal responses and perceptions under distinct ambient temperature and wind conditions. J Therm Biol. 2015;49–50:1–8.CrossRefPubMed Shimazaki Y, Yoshida A, Yamamoto T. Thermal responses and perceptions under distinct ambient temperature and wind conditions. J Therm Biol. 2015;49–50:1–8.CrossRefPubMed
64.
Zurück zum Zitat Carlos J, Marins B, Formenti D, Magno C, Costa A, De Andrade A, et al. Infrared physics and technology circadian and gender differences in skin temperature in militaries by thermography. 2015;71:322–8. Carlos J, Marins B, Formenti D, Magno C, Costa A, De Andrade A, et al. Infrared physics and technology circadian and gender differences in skin temperature in militaries by thermography. 2015;71:322–8.
65.
Zurück zum Zitat Neves EB, Moreira TR, Lemos RJ, Vilaça-Alves J, Rosa C, Reis VM. The influence of subcutaneous fat in the skin temperature variation rate during exercise. Rev Bras Eng Biomed. 2015;31:307–12. Neves EB, Moreira TR, Lemos RJ, Vilaça-Alves J, Rosa C, Reis VM. The influence of subcutaneous fat in the skin temperature variation rate during exercise. Rev Bras Eng Biomed. 2015;31:307–12.
66.
Zurück zum Zitat Neves EB, Salamunes ACC, de Oliveira RM, Stadnik AMW. Effect of body fat and gender on body temperature distribution. J Therm Biol. 2017;70:1–8.CrossRefPubMed Neves EB, Salamunes ACC, de Oliveira RM, Stadnik AMW. Effect of body fat and gender on body temperature distribution. J Therm Biol. 2017;70:1–8.CrossRefPubMed
67.
Zurück zum Zitat Chudecka M, Lubkowska A. Thermal maps of young women and men. Infrared Phys Technol. 2015;69:81–7.CrossRef Chudecka M, Lubkowska A. Thermal maps of young women and men. Infrared Phys Technol. 2015;69:81–7.CrossRef
68.
Zurück zum Zitat Smith CJ, Havenith G. Body mapping of sweating patterns in male athletes in mild exercise-induced hyperthermia. Eur J Appl Physiol. 2011;111:1391–404.CrossRefPubMed Smith CJ, Havenith G. Body mapping of sweating patterns in male athletes in mild exercise-induced hyperthermia. Eur J Appl Physiol. 2011;111:1391–404.CrossRefPubMed
69.
Zurück zum Zitat Taylor NAS, Tipton MJ, Kenny GP. Considerations for the measurement of core, skin and mean body temperatures. J Therm Biol. 2014;46:72–101.CrossRefPubMed Taylor NAS, Tipton MJ, Kenny GP. Considerations for the measurement of core, skin and mean body temperatures. J Therm Biol. 2014;46:72–101.CrossRefPubMed
70.
Zurück zum Zitat Neves EB. The effect of body fat percentage and body fat distribution on skin surface temperature with infrared thermography. J Therm Biol. 2017;66:1–9.CrossRefPubMed Neves EB. The effect of body fat percentage and body fat distribution on skin surface temperature with infrared thermography. J Therm Biol. 2017;66:1–9.CrossRefPubMed
71.
Zurück zum Zitat Moreira DG, Costello JT, Brito CJ, Adamczyk JG, Ammer K, Bach AJE, et al. Thermographic imaging in sports and exercise medicine: a Delphi study and consensus statement on the measurement of human skin temperature. J Therm Biol. 2017;69:155–62.CrossRefPubMed Moreira DG, Costello JT, Brito CJ, Adamczyk JG, Ammer K, Bach AJE, et al. Thermographic imaging in sports and exercise medicine: a Delphi study and consensus statement on the measurement of human skin temperature. J Therm Biol. 2017;69:155–62.CrossRefPubMed
72.
Zurück zum Zitat Maniar N, Bach AJE, Stewart IB, Costello JT. The effect of using different regions of interest on local and mean skin temperature. J Therm Biol. 2015;49–50:33–8.CrossRefPubMed Maniar N, Bach AJE, Stewart IB, Costello JT. The effect of using different regions of interest on local and mean skin temperature. J Therm Biol. 2015;49–50:33–8.CrossRefPubMed
73.
Zurück zum Zitat Fournet D, Redortier B, Havenith G. Institutional Repository A method for whole-body skin temperature mapping in humans. Thermol Int. 2012;22:157–9. Fournet D, Redortier B, Havenith G. Institutional Repository A method for whole-body skin temperature mapping in humans. Thermol Int. 2012;22:157–9.
74.
Zurück zum Zitat Duarte A, Carrão L, Espanha M, Viana T, Freitas D, Bártolo P, et al. Segmentation algorithms for thermal images. Proc Technol. 2014;16:1560–9.CrossRef Duarte A, Carrão L, Espanha M, Viana T, Freitas D, Bártolo P, et al. Segmentation algorithms for thermal images. Proc Technol. 2014;16:1560–9.CrossRef
75.
Zurück zum Zitat Formenti D, Ludwig N, Rossi A, Trecroci A, Alberti G, Gargano M, et al. Skin temperature evaluation by infrared thermography: comparison of two image analysis methods during the nonsteady state induced by physical exercise. Infrared Phys Technol. 2017;81:32–40.CrossRef Formenti D, Ludwig N, Rossi A, Trecroci A, Alberti G, Gargano M, et al. Skin temperature evaluation by infrared thermography: comparison of two image analysis methods during the nonsteady state induced by physical exercise. Infrared Phys Technol. 2017;81:32–40.CrossRef
76.
Zurück zum Zitat Barcelos EZ, Caminhas WM, Ribeiro E, Pimenta EM, Palhares RM. A combined method for segmentation and registration for an advanced and progressive evaluation of thermal images. Sensors (Switzerland). 2014;14:21950–67.CrossRefPubMedCentral Barcelos EZ, Caminhas WM, Ribeiro E, Pimenta EM, Palhares RM. A combined method for segmentation and registration for an advanced and progressive evaluation of thermal images. Sensors (Switzerland). 2014;14:21950–67.CrossRefPubMedCentral
78.
Zurück zum Zitat Liu G, Jia W, Sun V, Choi B, Chen Z. High-resolution imaging of microvasculature in human skin in-vivo with optical coherence tomography. Opt Express. 2012;20:7694.CrossRefPubMedPubMedCentral Liu G, Jia W, Sun V, Choi B, Chen Z. High-resolution imaging of microvasculature in human skin in-vivo with optical coherence tomography. Opt Express. 2012;20:7694.CrossRefPubMedPubMedCentral
79.
Zurück zum Zitat Cheng VS, Bai J, Chen Y. A high-resolution three-dimensional far-infrared thermal and true-color imaging system for medical applications. Med Eng Phys. 2009;31:1173–81.CrossRefPubMed Cheng VS, Bai J, Chen Y. A high-resolution three-dimensional far-infrared thermal and true-color imaging system for medical applications. Med Eng Phys. 2009;31:1173–81.CrossRefPubMed
80.
Zurück zum Zitat Deng ZS, Liu J. Mathematical modeling of temperature mapping over skin surface and its implementation in thermal disease diagnostics. Comput Biol Med. 2004;34:495–521.CrossRefPubMed Deng ZS, Liu J. Mathematical modeling of temperature mapping over skin surface and its implementation in thermal disease diagnostics. Comput Biol Med. 2004;34:495–521.CrossRefPubMed
81.
Zurück zum Zitat Cifuentes IJ, Dagnino BL, Salisbury MC, Perez ME, Ortega C, Maldonado D. Augmented reality and dynamic infrared thermography for perforator mapping in the anterolateral thigh. Arch Plast Surg. 2018;45:284–8.CrossRefPubMedPubMedCentral Cifuentes IJ, Dagnino BL, Salisbury MC, Perez ME, Ortega C, Maldonado D. Augmented reality and dynamic infrared thermography for perforator mapping in the anterolateral thigh. Arch Plast Surg. 2018;45:284–8.CrossRefPubMedPubMedCentral
82.
Zurück zum Zitat Rathmann P, Chalopin C, Halama D, Giri P, Meixensberger J, Lindner D. Dynamic infrared thermography (DIRT) for assessment of skin blood perfusion in cranioplasty: a proof of concept for qualitative comparison with the standard indocyanine green video angiography (ICGA). Int J Comput Assist Radiol Surg. 2018;13:479–90.CrossRefPubMed Rathmann P, Chalopin C, Halama D, Giri P, Meixensberger J, Lindner D. Dynamic infrared thermography (DIRT) for assessment of skin blood perfusion in cranioplasty: a proof of concept for qualitative comparison with the standard indocyanine green video angiography (ICGA). Int J Comput Assist Radiol Surg. 2018;13:479–90.CrossRefPubMed
83.
Zurück zum Zitat Zhang H, Casaseca-de-la-Higuera P, Luo C, Wang Q, Kitchin M, Parmley A, et al. Systematic infrared image quality improvement using deep learning based techniques. 2016;10008:100080P. Zhang H, Casaseca-de-la-Higuera P, Luo C, Wang Q, Kitchin M, Parmley A, et al. Systematic infrared image quality improvement using deep learning based techniques. 2016;10008:100080P.
Metadaten
Titel
Infrared Thermography in Exercise Physiology: The Dawning of Exercise Radiomics
verfasst von
Barlo Hillen
Daniel Pfirrmann
Markus Nägele
Perikles Simon
Publikationsdatum
16.11.2019
Verlag
Springer International Publishing
Erschienen in
Sports Medicine / Ausgabe 2/2020
Print ISSN: 0112-1642
Elektronische ISSN: 1179-2035
DOI
https://doi.org/10.1007/s40279-019-01210-w

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