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Chen M, Liu G, Wang L, Zhang A, Yang Z, Li X, Zhang Z, Gu S, Cui D, Haick H, Tang N. Neural Network-Enhanced Electrochemical/SERS Dual-Mode Microfluidic Platform for Accurate Detection of Interleukin-6 in Diabetic Wound Exudates. Anal Chem 2025; 97:4397-4406. [PMID: 39985433 DOI: 10.1021/acs.analchem.4c05537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/24/2025]
Abstract
Interleukin-6 (IL-6) plays a pivotal role in the inflammatory response of diabetic wounds, providing critical insights for clinicians in the development of personalized treatment strategies. However, the low concentration of IL-6 in biological samples, coupled with the presence of numerous interfering substances, poses a significant challenge for its rapid and accurate detection. Herein, we present a dual-mode microfluidic platform integrating electrochemical (EC) and surface-enhanced Raman spectroscopy (SERS) to achieve the timely and highly reliable quantification of IL-6. Efficient binding between IL-6 and antibody-conjugated SERS nanoprobes is obtained through a square-wave micromixer with nonleaky obstacles, forming sandwich immunocomplexes with IL-6 capture antibodies on the working electrode in the detection area, enabling acquisition of both EC and SERS signals. This microfluidic platform demonstrates excellent selectivity and sensitivity, with detection limits of 0.085 and 0.047 pg/mL for EC and SERS modes, respectively. Importantly, by incorporating a neural network (NN) with a self-attention (SA) mechanism to evaluate the relative weights of data from both modes, the platform achieves a quantitative accuracy of up to 99.8% across a range of 0.05-1000 pg/mL, demonstrating significant performance at low concentrations. Moreover, the NN-enhanced dual-mode microfluidic platform effectively detects IL-6 in diabetic wound exudates with results that align closely with clinical data. This integrated dual-mode microfluidic platform offers promising potential for the rapid and accurate detection of cytokines.
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Affiliation(s)
- Mingrui Chen
- School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Guan Liu
- School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Li Wang
- Precision Research Center for Refractory Diseases in Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 201620, China
| | - Amin Zhang
- School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Ziyang Yang
- School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Xia Li
- Trauma Center in Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 201620, China
| | - Zhong Zhang
- Trauma Center in Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 201620, China
| | - Song Gu
- Trauma Center in Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 201620, China
| | - Daxiang Cui
- School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Hossam Haick
- Department of Chemical Engineering and Russell Berrie Nanotechnology Institute, Technion-Israel Institute of Technology, Haifa 3200003, Israel
| | - Ning Tang
- Precision Research Center for Refractory Diseases in Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 201620, China
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Pandey S, Gupta SM, Sharma SK. Plasmonic nanoparticle's anti-aggregation application in sensor development for water and wastewater analysis. ENVIRONMENTAL MONITORING AND ASSESSMENT 2023; 195:874. [PMID: 37351696 DOI: 10.1007/s10661-023-11355-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 05/08/2023] [Indexed: 06/24/2023]
Abstract
Colorimetric sensors have emerged as a powerful tool in the detection of water pollutants. Plasmonic nanoparticles use localized surface plasmon resonance (LSPR)-based colorimetric sensing. LSPR-based sensing can be accomplished through different strategies such as etching, growth, aggregation, and anti-aggregation. Based on these strategies, various sensors have been developed. This review focuses on the newly developed anti-aggregation-based strategy of plasmonic nanoparticles. Sensors based on this strategy have attracted increasing interest because of their exciting properties of high sensitivity, selectivity, and applicability. This review highlights LSPR-based anti-aggregation sensors, their classification, and role of plasmonic nanoparticles in these sensors for the detection of water pollutants. The anti-aggregation based sensing of major water pollutants such as heavy metal ions, anions, and small organic molecules has been summarized herein. This review also provides some personal insights into current challenges associated with anti-aggregation strategy of LSPR-based colorimetric sensors and proposes future research directions.
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Affiliation(s)
- Shailja Pandey
- University School of Basic and Applied Sciences, Guru Gobind Singh Indraprastha University, New Delhi, 110078, India
| | - Shipra Mital Gupta
- University School of Basic and Applied Sciences, Guru Gobind Singh Indraprastha University, New Delhi, 110078, India.
| | - Surendra Kumar Sharma
- University School of Chemical Technology, Guru Gobind Singh Indraprastha University, New Delhi, 110078, India
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Suo T, Sohail M, Xie S, Li B, Chen Y, Zhang L, Zhang X. DNA nanotechnology: A recent advancement in the monitoring of microcystin-LR. JOURNAL OF HAZARDOUS MATERIALS 2021; 403:123418. [PMID: 33265072 DOI: 10.1016/j.jhazmat.2020.123418] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Revised: 06/24/2020] [Accepted: 07/05/2020] [Indexed: 06/12/2023]
Abstract
The Microcystin-Leucine-Arginine (MC-LR) is the most toxic and widely distributed microcystin, which originates from cyanobacteria produced by water eutrophication. The MC-LR has deleterious effects on the aquatic lives and agriculture, and this highly toxic chemical could severely endanger human health when the polluted food was intaken. Therefore, the monitoring of MC-LR is of vital importance in the fields including environment, food, and public health. Utilizing the complementary base pairing between DNA molecules, DNA nanotechnology can realize the programmable and predictable regulation of DNA molecules. In analytical applications, DNA nanotechnology can be used to detect targets via target-induced conformation change and the nano-assemblies of nucleic acids. Compared with the conventional analytical technologies, DNA nanotechnology has the advantages of sensitive, versatile, and high potential in real-time and on-site applications. According to the molecular basis for recognizing MC-LR, the strategies of applying DNA nanotechnology in the MC-LR monitoring are divided into two categories in this review: DNA as a recognition element and DNA-assisted signal processing. This paper introduces state-of-the-art analytical methods for the detection of MC-LR based on DNA nanotechnology and provides critical perspectives on the challenges and development in this field.
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Affiliation(s)
- Tiying Suo
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, Nanjing 210023, China
| | - Muhammad Sohail
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, Nanjing 210023, China
| | - Siying Xie
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, Nanjing 210023, China
| | - Bingzhi Li
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, Nanjing 210023, China.
| | - Yue Chen
- School of Nursing, Nanjing Medical University, Nanjing 211166, China.
| | - Lihui Zhang
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, Nanjing 210023, China.
| | - Xing Zhang
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, Nanjing 210023, China.
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Muthumariyappan A, Rajaji U, Chen SM, Baskaran N, Chen TW, Jothi Ramalingam R. Sonochemical synthesis of perovskite-type barium titanate nanoparticles decorated on reduced graphene oxide nanosheets as an effective electrode material for the rapid determination of ractopamine in meat samples. ULTRASONICS SONOCHEMISTRY 2019; 56:318-326. [PMID: 31101269 DOI: 10.1016/j.ultsonch.2019.04.005] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2019] [Revised: 03/26/2019] [Accepted: 04/01/2019] [Indexed: 06/09/2023]
Abstract
A simple and facile ultrasound based sonochemical method to incorporate Perovskite-type barium titanate (BaTiO3) nanoparticles inside the layered and reduced graphene oxide sheets (rGOs) is reported. BaTiO3@rGOs nanocomposite was characterized by FESEM, HRTEM, EDX, mapping, XRD, XPS and EIS. The results show that the decoration and also incorporation of BaTiO3 nanoparticles in the multi-layered and ultrasound reduced graphene oxide matrix. Non-enzymatic and differential pulse voltammetric sensor of ractopamine (food toxic) based on the BaTiO3@rGOs nanocomposite modified screen printed carbon electrode is developed. Compared with the original BaTiO3/SPCE and rGOs/SPCE, the BaTiO3@rGOs/SPCE displays excellent current response towards ractopamine and gives linearity in the range of 0.01-527.19 µM ractopamine in neutral phosphate buffer (pH 7.0). The BaTiO3@rGOs nanocomposite modified sensor also exhibits valuable ability of anti-interference to electroactive analytes. Furthermore, the as-prepared BaTiO3 NPs@rGOs/SPCE has been applied to the determination of ractopamine in pork and chicken samples.
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Affiliation(s)
- Akilarasan Muthumariyappan
- Department of Chemical Engineering and Biotechnology, National Taipei University of Technology, No. 1, Section 3, Chung-Hsiao East Road, Taipei 106, Taiwan
| | - Umamaheswari Rajaji
- Department of Chemical Engineering and Biotechnology, National Taipei University of Technology, No. 1, Section 3, Chung-Hsiao East Road, Taipei 106, Taiwan
| | - Shen-Ming Chen
- Department of Chemical Engineering and Biotechnology, National Taipei University of Technology, No. 1, Section 3, Chung-Hsiao East Road, Taipei 106, Taiwan.
| | - Nareshkumar Baskaran
- Department of Biotechnology, Kamaraj College of Engineering and Technology, S.P.G.C. Nagar, Madurai 625701, India
| | - Tse-Wei Chen
- Department of Chemical Engineering and Biotechnology, National Taipei University of Technology, No. 1, Section 3, Chung-Hsiao East Road, Taipei 106, Taiwan; Research and Development Center for Smart Textile Technology, National Taipei University of Technology, No. 1, Section 3, Chung-Hsiao East Road, Taipei 106, Taiwan
| | - R Jothi Ramalingam
- King Saud University, Department of chemistry, College of science, Riyadh 11451, Saudi Arabia
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Li R, Gu X, Liang X, Hou S, Hu D. Aggregation of Gold Nanoparticles Caused in Two Different Ways Involved in 4-Mercaptophenylboronic Acidand Hydrogen Peroxide. MATERIALS 2019; 12:ma12111802. [PMID: 31163635 PMCID: PMC6600739 DOI: 10.3390/ma12111802] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Revised: 05/24/2019] [Accepted: 05/31/2019] [Indexed: 11/30/2022]
Abstract
The difference in gold nanoparticle (AuNPs) aggregation caused by different mixing orders of AuNPs, 4-mercaptophenylboronic acid (4-MPBA), and hydrogen peroxide (H2O2) has been scarcely reported. We have found that the color change of a ((4-MPBA + AuNPs) + H2O2) mixture caused by H2O2 is more sensitive than that of a ((4-MPBA + H2O2) + AuNPs) mixture. For the former mixture, the color changes obviously with H2O2 concentrations in the range of 0~0.025%. However, for the latter mixture, the corresponding H2O2 concentration is in the range of 0~1.93%. The mechanisms on the color change originating from the aggregation of AuNPs occurring in the two mixtures were investigated in detail. For the ((4-MPBA + H2O2) + AuNPs) mixture, free 4-MPBA is oxidized by H2O2 to form bis(4-hydroxyphenyl) disulfide (BHPD) and peroxoboric acid. However, for the ((4-MPBA+AuNPs) + H2O2) mixture, immobilized 4-MPBA is oxidized by H2O2 to form 4-hydroxythiophenol (4-HTP) and boric acid. The decrease in charge on the surface of AuNPs caused by BHPD, which has alarger steric hindrance, is poorer than that caused by -4-HTP, and this is mainly responsible for the difference in the aggregation of AuNPs in the two mixtures. The formation of boric acid and peroxoboric acid in the reaction between 4-MPBA and H2O2 can alter the pH of the medium, and the effect of the pH change on the aggregation of AuNPs should not be ignored. These findings not only offer a new strategy in colorimetric assays to expand the detection range of hydrogen peroxide concentrations but also assist in deepening the understanding of the aggregation of citrate-capped AuNPs involved in 4-MPBA and H2O2, as well as in developing other probes.
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Affiliation(s)
- Runmei Li
- Engineering Research Center of Historical and Cultural Heritage Protection, Ministry of Education, School of Materials Science and Engineering, Shaanxi Normal University, Xi'an 710062, China.
| | - Xuefan Gu
- College of Chemistry and Chemical Engineering, Xi'an Shiyou University, Xi'an 710065, China.
| | - Xingtang Liang
- Engineering Research Center of Historical and Cultural Heritage Protection, Ministry of Education, School of Materials Science and Engineering, Shaanxi Normal University, Xi'an 710062, China.
| | - Shi Hou
- Engineering Research Center of Historical and Cultural Heritage Protection, Ministry of Education, School of Materials Science and Engineering, Shaanxi Normal University, Xi'an 710062, China.
| | - Daodao Hu
- Engineering Research Center of Historical and Cultural Heritage Protection, Ministry of Education, School of Materials Science and Engineering, Shaanxi Normal University, Xi'an 710062, China.
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Heleyel M, Elhami S. Sensitive, simple and rapid colorimetric detection of malachite green in water, salmon and canned tuna samples based on gold nanoparticles. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2019; 99:1919-1925. [PMID: 30267409 DOI: 10.1002/jsfa.9387] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/03/2018] [Revised: 09/09/2018] [Accepted: 09/20/2018] [Indexed: 06/08/2023]
Abstract
BACKGROUND Malachite green is used in aquaculture and fisheries as a fungicide and antiseptic and it is also used in industry as a dye. However, malachite green is carcinogenic and highly toxic for humans and animals. In this study, a spectrophotometric method was developed to detect malachite green. The method was based on the surface plasmon resonance property of gold nanoparticles and interaction between malachite green and gold nanoparticles. RESULTS Malachite green-gold nanoparticles were rapidly aggregated in the acidic medium; as a result, a color change from red to blue was observed, which was easily detectable by the naked eye. The absorption ratio (A623/A520) of the gold nanoparticles in an optimized system exhibited a linear correlation with malachite green concentration. The method detection limit and linear range were 3 and 50-350 ng mL-1 , respectively. The method was applied successfully to detect malachite green in different samples. CONCLUSION The method was simple and rapid to detect malachite green. The most important advantages of the method are the possibility of malachite green determination with very good accuracy and sensitivity using a simple UV-visible spectrometer without any expensive or sophisticated instrumentation and also the versatility of real samples. © 2018 Society of Chemical Industry.
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Affiliation(s)
- Mina Heleyel
- Department Of Chemistry, Khouzestan Science and Research Branch, Islamic Azad University, Ahvaz, Iran
- Department Of Chemistry, Ahvaz Branch, Islamic Azad University, Ahvaz, Iran
| | - Shahla Elhami
- Department Of Chemistry, Khouzestan Science and Research Branch, Islamic Azad University, Ahvaz, Iran
- Department Of Chemistry, Ahvaz Branch, Islamic Azad University, Ahvaz, Iran
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Jeyasekaran E, Venkatachalam S. Colorimetric detection of cysteine based on dispersion–aggregation mechanism of chitosan stabilized gold nanoparticles. CAN J CHEM 2019. [DOI: 10.1139/cjc-2018-0258] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
A simple and selective colorimetric method for detection of cysteine using chitosan stabilized gold nanoparticles has been developed. L-cysteine is a sulfur containing amino acid. Cysteine binds with the gold nanoparticles through a sulfur group and induces aggregation of the nanoparticles, which leads to a visible colour change from pale red to blue. A good linearity was observed from 0.1 to 30 μmol/L (R = 0.9958) cysteine, and the limit of detection was found to be 0.1 μmol/L. The gold nanoparticles showed a high selectivity towards the detection of cysteine even in the presence of 10 000 fold higher concentration of common interferences such as glutathione, methionine, and homocysteine. A plausible mechanism for the selective detection of cysteine in presence of interferences based on a dispersion–aggregation mechanism has been proposed.
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Affiliation(s)
- Esther Jeyasekaran
- PG and Research Department of Chemistry, Lady Doak College, Madurai 625 002, Tamilnadu, India
- PG and Research Department of Chemistry, Lady Doak College, Madurai 625 002, Tamilnadu, India
| | - Sridevi Venkatachalam
- PG and Research Department of Chemistry, Lady Doak College, Madurai 625 002, Tamilnadu, India
- PG and Research Department of Chemistry, Lady Doak College, Madurai 625 002, Tamilnadu, India
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Paula MMS, Petronilho F, Vuolo F, Ferreira GK, De Costa L, Santos GP, Effting PS, Dal-Pizzol F, Dal-Bó AG, Frizon TE, Silveira PCL, Pinho RA. Gold nanoparticles and/or N-acetylcysteine mediate carrageenan-induced inflammation and oxidative stress in a concentration-dependent manner. J Biomed Mater Res A 2015; 103:3323-30. [PMID: 25917538 DOI: 10.1002/jbm.a.35469] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2015] [Revised: 03/19/2015] [Accepted: 03/24/2015] [Indexed: 11/05/2022]
Abstract
We report the effect of gold nanoparticles (AuNP) in an acute inflammation model induced by carrageenan (CG) and compared this effect with those induced by the antioxidant N-acetylcysteine (NAC) alone and by the synergistic effect of NAC and AuNP together. Male Wistar rats received saline or saline containing CG administered into the pleural cavity, and some rats also received NAC (20 mg/kg) subcutaneously and/or AuNP administered into the pleural cavity immediately after surgery. Four hours later, the rats were sacrificed and pleural exudates obtained for evaluation of cytokine levels and myeloperoxidase activities. Oxidative stress parameters were also evaluated in the lungs. The results demonstrated that the inflammatory process caused by the administration of CG into the pleural cavity resulted in a substantial increase in the levels of tumor necrosis factor-α, interleukin-1β, and myeloperoxidase and a reduction in interleukin-10 levels. These levels seem to be reversed after different treatments in animals. Antioxidant enzymes exhibited positive responses after treatment of NAC + AuNP, and all treatments were effective at reducing lipid peroxidation and oxidation of thiol groups induced by CG. These findings suggest that small compounds, such as NAC plus AuNP, may be useful in the treatment of conditions associated with local inflammation.
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Affiliation(s)
- Marcos M S Paula
- Laboratório De Síntese De Complexos Multifuncionais, Programa De Pós-Graduação Em Ciência E Engenharia De Materiais, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
| | - Fabricia Petronilho
- Laboratório De Fisiopatologia Clinica E Experimental, Programa De Pós-Graduação Em Ciências Da Saúde, Universidade Do Sul De Santa Catarina, Tubarão, Santa Catarina, Brazil
| | - Francieli Vuolo
- Laboratório De Fisiopatologia Experimental, Programa De Pós-Graduação Em Ciências Da Saúde, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
| | - Gabriela K Ferreira
- Laboratório De Síntese De Complexos Multifuncionais, Programa De Pós-Graduação Em Ciência E Engenharia De Materiais, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
| | - Leandro De Costa
- Laboratório De Síntese De Complexos Multifuncionais, Programa De Pós-Graduação Em Ciência E Engenharia De Materiais, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
| | - Giulia P Santos
- Laboratory of Physiology and Biochemistry of Exercise, Post-Graduate Program in Health Sciences, Health Sciences Unit, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
| | - Pauline S Effting
- Laboratory of Physiology and Biochemistry of Exercise, Post-Graduate Program in Health Sciences, Health Sciences Unit, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
| | - Felipe Dal-Pizzol
- Laboratório De Fisiopatologia Experimental, Programa De Pós-Graduação Em Ciências Da Saúde, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
| | - Alexandre G Dal-Bó
- Laboratório De Síntese De Complexos Multifuncionais, Programa De Pós-Graduação Em Ciência E Engenharia De Materiais, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
| | - Tiago E Frizon
- Laboratório De Síntese De Complexos Multifuncionais, Programa De Pós-Graduação Em Ciência E Engenharia De Materiais, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
| | - Paulo C L Silveira
- Laboratory of Physiology and Biochemistry of Exercise, Post-Graduate Program in Health Sciences, Health Sciences Unit, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
| | - Ricardo A Pinho
- Laboratory of Physiology and Biochemistry of Exercise, Post-Graduate Program in Health Sciences, Health Sciences Unit, Universidade Do Extremo Sul Catarinense, Criciúma, Santa Catarina, Brazil
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