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Lacerenza M, Amendola C, Bargigia I, Bossi A, Buttafava M, Calcaterra V, Contini D, Damagatla V, Negretti F, Rossi V, Spinelli L, Zanelli S, Zuccotti G, Torricelli A. Challenging the skin pigmentation bias in tissue oximetry via time-domain near-infrared spectroscopy. BIOMEDICAL OPTICS EXPRESS 2025; 16:690-708. [PMID: 39958842 PMCID: PMC11828448 DOI: 10.1364/boe.541239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Revised: 11/26/2024] [Accepted: 12/15/2024] [Indexed: 02/18/2025]
Abstract
Recently, skin pigmentation has been shown to affect the performance of pulse oximeters and other light-based techniques like photo-acoustic imaging, tissue oximetry, and continuous wave near-infrared spectroscopy. Evaluating the robustness to changes in skin pigmentation is therefore essential for the proper use of optical technologies in the clinical scenario. We conducted systematic time-domain near-infrared spectroscopy measurements on calibrated tissue phantoms and in vivo on volunteers during static and dynamic (i.e., arterial occlusion) measurements. To simulate varying melanosome volume fractions in the skin, we inserted, between the target sample and the measurement probe, thin tissue phantoms made of silicone and nigrosine (skin phantoms). Additionally, we conducted an extensive measurement campaign on a large cohort of pediatric subjects, covering the full spectrum of skin pigmentation. Our findings consistently demonstrate that skin pigmentation has a negligible effect on time-domain near-infrared spectroscopy results, underscoring the reliability and potential of this emerging technology in diverse clinical settings.
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Affiliation(s)
| | - Caterina Amendola
- Politecnico di Milano, Dipartimento di Fisica, piazza Leonardo da Vinci 32, 20133 Milan, Italy
| | - Ilaria Bargigia
- Politecnico di Milano, Dipartimento di Fisica, piazza Leonardo da Vinci 32, 20133 Milan, Italy
- Center for Nano Science and Technology@PoliMi, Istituto Italiano di Tecnologia, via Rubattino 81, 20134 Milan, Italy
| | - Alessandro Bossi
- Politecnico di Milano, Dipartimento di Fisica, piazza Leonardo da Vinci 32, 20133 Milan, Italy
| | | | - Valeria Calcaterra
- Buzzi Children’s Hospital, Pediatric Department, Via Lodovico Castelvetro, 32, 20154 Milan, Italy
- University of Pavia, Pediatric and Adolescent Unit, Department of Internal Medicine, Viale Golgi 19, 27100 Pavia, Italy
| | - Davide Contini
- Politecnico di Milano, Dipartimento di Fisica, piazza Leonardo da Vinci 32, 20133 Milan, Italy
| | - Vamshi Damagatla
- Politecnico di Milano, Dipartimento di Fisica, piazza Leonardo da Vinci 32, 20133 Milan, Italy
| | - Fabio Negretti
- Politecnico di Milano, Dipartimento di Fisica, piazza Leonardo da Vinci 32, 20133 Milan, Italy
| | - Virginia Rossi
- Buzzi Children’s Hospital, Pediatric Department, Via Lodovico Castelvetro, 32, 20154 Milan, Italy
| | - Lorenzo Spinelli
- Consiglio Nazionale delle Ricerche, Istituto di Fotonica e Nanotecnologie, Piazza Leonardo da Vinci 32, 20133 Milan, Italy
| | - Sara Zanelli
- Buzzi Children’s Hospital, Pediatric Department, Via Lodovico Castelvetro, 32, 20154 Milan, Italy
| | - Gianvincenzo Zuccotti
- Buzzi Children’s Hospital, Pediatric Department, Via Lodovico Castelvetro, 32, 20154 Milan, Italy
- University of Milan, Department of Biomedical and Clinical Science, Via Giovanni Battista Grassi 74, 20157 Milan, Italy
| | - Alessandro Torricelli
- Politecnico di Milano, Dipartimento di Fisica, piazza Leonardo da Vinci 32, 20133 Milan, Italy
- Consiglio Nazionale delle Ricerche, Istituto di Fotonica e Nanotecnologie, Piazza Leonardo da Vinci 32, 20133 Milan, Italy
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Roy S, Wu J, Cao J, Disu J, Bharadwaj S, Meinert-Spyker E, Grover P, Kainerstorfer JM, Wood S. Exploring the impact and influence of melanin on frequency-domain near-infrared spectroscopy measurements. JOURNAL OF BIOMEDICAL OPTICS 2024; 29:S33310. [PMID: 39323492 PMCID: PMC11423252 DOI: 10.1117/1.jbo.29.s3.s33310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 08/12/2024] [Accepted: 08/30/2024] [Indexed: 09/27/2024]
Abstract
Significance Near-infrared spectroscopy (NIRS) is a non-invasive optical method that measures changes in hemoglobin concentration and oxygenation. The measured light intensity is susceptible to reduced signal quality due to the presence of melanin. Aim We quantify the influence of melanin concentration on NIRS measurements taken with a frequency-domain near-infrared spectroscopy system using 690 and 830 nm. Approach Using a forehead NIRS probe, we measured 35 healthy participants and investigated the correlation between melanin concentration indices, which were determined using a colorimeter, and several key metrics from the NIRS signal. These metrics include signal-to-noise ratio (SNR), two measurements of oxygen saturation (arterial oxygen saturation,SpO 2 , and tissue oxygen saturation,StO 2 ), and optical properties represented by the absorption coefficient (μ a ) and the reduced scattering coefficient (μ s ' ). Results We found a significant negative correlation between the melanin index and the SNR estimated in oxy-hemoglobin signals (r s = - 0.489 , p = 0.006 ) andSpO 2 levels (r s = - 0.413 , p = 0.023 ). However, no significant changes were observed in the optical properties andStO 2 (r s = - 0.146 , p = 0.44 ). Conclusions We found that estimated SNR andSpO 2 values show a significant decline and dependence on the melanin index, whereasStO 2 and optical properties do not show any correlation with the melanin index.
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Affiliation(s)
- Shidhartho Roy
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
- Carnegie Mellon University, Department of Electrical and Computer Engineering, Pittsburgh, Pennsylvania, United States
| | - Jingyi Wu
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
| | - Jiaming Cao
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
| | - Joel Disu
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
| | - Sharadhi Bharadwaj
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
| | - Elizabeth Meinert-Spyker
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
| | - Pulkit Grover
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
- Carnegie Mellon University, Department of Electrical and Computer Engineering, Pittsburgh, Pennsylvania, United States
- Carnegie Mellon University, Neuroscience Institute, Pittsburgh, Pennsylvania, United States
| | - Jana M. Kainerstorfer
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
- Carnegie Mellon University, Department of Electrical and Computer Engineering, Pittsburgh, Pennsylvania, United States
- Carnegie Mellon University, Neuroscience Institute, Pittsburgh, Pennsylvania, United States
| | - Sossena Wood
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
- Carnegie Mellon University, Department of Electrical and Computer Engineering, Pittsburgh, Pennsylvania, United States
- Carnegie Mellon University, Neuroscience Institute, Pittsburgh, Pennsylvania, United States
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Quaresima V, Ferrari M, Scholkmann F. Ninety years of pulse oximetry: history, current status, and outlook. JOURNAL OF BIOMEDICAL OPTICS 2024; 29:S33307. [PMID: 39156662 PMCID: PMC11330276 DOI: 10.1117/1.jbo.29.s3.s33307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Revised: 07/11/2024] [Accepted: 07/17/2024] [Indexed: 08/20/2024]
Abstract
Significance This year, 2024, marks the 50th anniversary of the invention of pulse oximetry (PO), which was first presented by Takuo Aoyagi, an engineer from the Nihon Kohden Company, at the 13th Conference of the Japanese Society of Medical Electronics and Biological Engineering in Osaka in 1974. His discovery and the development of PO for the non-invasive measurement of peripheral arterial oxygenation represents one of the most significant chapters in the history of medical technology. It resulted from research and development efforts conducted by biochemists, engineers, physicists, physiologists, and physicians since the 1930s. Aim The objective of this work was to provide a narrative review of the history, current status, and future prospects of PO. Approach A comprehensive review of the literature on oximetry and PO was conducted. Results and Conclusions Our historical review examines the development of oximetry in general and PO in particular, tracing the key stages of a long and fascinating story that has unfolded from the first half of the twentieth century to the present day-an exciting journey in which serendipity has intersected with the hard work of key pioneers. This work has been made possible by the contributions of numerous key pioneers, including Kurt Kramer, Karl Matthes, Glenn Millikan, Evgenii M. Kreps, Earl H. Wood, Robert F. Show, Scott A. Wilber, William New, and, above all, Takuo Aoyagi. PO has become an integral part of modern medical care and has proven to be an important tool for physiological monitoring. The COVID-19 pandemic not only highlighted the clinical utility of PO but also revealed some of the problems with the technology. Current research in biomedical optics should address these issues to make the technology even more reliable and accurate. We discuss the necessary innovations in PO and present our thoughts on what the next generation of PO might look like.
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Affiliation(s)
- Valentina Quaresima
- University of L’Aquila, Department of Life, Health and Environmental Science, L’Aquila, Italy
| | - Marco Ferrari
- University of L’Aquila, Department of Life, Health and Environmental Science, L’Aquila, Italy
| | - Felix Scholkmann
- University Hospital Zurich, University of Zurich, Biomedical Optics Research Laboratory, Department of Neonatology, Neurophotonics and Biosignal Processing Research Group, Zurich, Switzerland
- University of Bern, Institute of Complementary and Integrative Medicine, Bern, Switzerland
- University of Zurich and ETH Zurich, Neuroscience Center Zurich, Zurich, Switzerland
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Al-Halawani R, Qassem M, Kyriacou PA. Monte Carlo simulation of the effect of melanin concentration on light-tissue interactions in transmittance and reflectance finger photoplethysmography. Sci Rep 2024; 14:8145. [PMID: 38584229 PMCID: PMC10999454 DOI: 10.1038/s41598-024-58435-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Accepted: 03/29/2024] [Indexed: 04/09/2024] Open
Abstract
Photoplethysmography (PPG) uses light to detect volumetric changes in blood, and is integrated into many healthcare devices to monitor various physiological measurements. However, an unresolved limitation of PPG is the effect of skin pigmentation on the signal and its impact on PPG based applications such as pulse oximetry. Hence, an in-silico model of the human finger was developed using the Monte Carlo (MC) technique to simulate light interactions with different melanin concentrations in a human finger, as it is the primary determinant of skin pigmentation. The AC/DC ratio in reflectance PPG mode was evaluated at source-detector separations of 1 mm and 3 mm as the convergence rate (Q), a parameter that quantifies the accuracy of the simulation, exceeded a threshold of 0.001. At a source-detector separation of 3 mm, the AC/DC ratio of light skin was 0.472 times more than moderate skin and 6.39 than dark skin at 660 nm, and 0.114 and 0.141 respectively at 940 nm. These findings are significant for the development of PPG-based sensors given the ongoing concerns regarding the impact of skin pigmentation on healthcare devices.
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Affiliation(s)
- Raghda Al-Halawani
- Research Centre for Biomedical Engineering, City, University of London, London, UK.
| | - Meha Qassem
- Research Centre for Biomedical Engineering, City, University of London, London, UK
| | - Panicos A Kyriacou
- Research Centre for Biomedical Engineering, City, University of London, London, UK
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Perrey S, Quaresima V, Ferrari M. Muscle Oximetry in Sports Science: An Updated Systematic Review. Sports Med 2024; 54:975-996. [PMID: 38345731 PMCID: PMC11052892 DOI: 10.1007/s40279-023-01987-x] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/15/2023] [Indexed: 04/28/2024]
Abstract
BACKGROUND In the last 5 years since our last systematic review, a significant number of articles have been published on the technical aspects of muscle near-infrared spectroscopy (NIRS), the interpretation of the signals and the benefits of using the NIRS technique to measure the physiological status of muscles and to determine the workload of working muscles. OBJECTIVES Considering the consistent number of studies on the application of muscle oximetry in sports science published over the last 5 years, the objectives of this updated systematic review were to highlight the applications of muscle oximetry in the assessment of skeletal muscle oxidative performance in sports activities and to emphasize how this technology has been applied to exercise and training over the last 5 years. In addition, some recent instrumental developments will be briefly summarized. METHODS Preferred Reporting Items for Systematic Reviews guidelines were followed in a systematic fashion to search, appraise and synthesize existing literature on this topic. Electronic databases such as Scopus, MEDLINE/PubMed and SPORTDiscus were searched from March 2017 up to March 2023. Potential inclusions were screened against eligibility criteria relating to recreationally trained to elite athletes, with or without training programmes, who must have assessed physiological variables monitored by commercial oximeters or NIRS instrumentation. RESULTS Of the identified records, 191 studies regrouping 3435 participants, met the eligibility criteria. This systematic review highlighted a number of key findings in 37 domains of sport activities. Overall, NIRS information can be used as a meaningful marker of skeletal muscle oxidative capacity and can become one of the primary monitoring tools in practice in conjunction with, or in comparison with, heart rate or mechanical power indices in diverse exercise contexts and across different types of training and interventions. CONCLUSIONS Although the feasibility and success of the use of muscle oximetry in sports science is well documented, there is still a need for further instrumental development to overcome current instrumental limitations. Longitudinal studies are urgently needed to strengthen the benefits of using muscle oximetry in sports science.
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Affiliation(s)
- Stephane Perrey
- EuroMov Digital Health in Motion, University of Montpellier, IMT Mines Ales, Montpellier, France
| | - Valentina Quaresima
- Department of Life, Health and Environmental Sciences, University of L'Aquila, L'Aquila, Italy.
| | - Marco Ferrari
- Department of Life, Health and Environmental Sciences, University of L'Aquila, L'Aquila, Italy
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