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Suriani I, Bulut M, van Lieshout R, Bouma P, Dellimore K. Investigation of a Ballistocardiogram-Based Technique for Unobtrusive Monitoring of Fluid Accumulation in the Body . ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2020; 2020:5146-5149. [PMID: 33019144 DOI: 10.1109/embc44109.2020.9176094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
We introduce a novel monitoring solution for fluid accumulation in the human body (e.g. internal bleeding), based on observation of a selected energy-describing feature of the Ballistocardiogram (BCG) signal. It is hypothesized that, because of additional damping generated by the fluid, BCG signal energy decreases as compared to its baseline value. Data were collected from 15 human volunteers via accelerometers attached to the participants' body, and an electromechanical-film (EMFi) sensor-equipped bed. Fluid accumulation along the gastrointestinal (GI) tract was induced by means of water intake by the participants, and the BCG signal was recorded before and after intake. Based on performance evaluation, we selected a suitable energy feature and sensing channel amongst the ones investigated. The chosen feature showed a significant decrease in signal energy from baseline to after-intake condition (p-value<0.001), and identified the presence of fluid accumulation with high sensitivity (90% in bed-based, and 100% in standing-position monitoring).
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Park SM, Visbal-Onufrak MA, Haque MM, Were MC, Naanyu V, Hasan MK, Kim YL. mHealth spectroscopy of blood hemoglobin with spectral super-resolution. OPTICA 2020; 7:563-573. [PMID: 33365364 PMCID: PMC7755164 DOI: 10.1364/optica.390409] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Accepted: 05/01/2020] [Indexed: 05/05/2023]
Abstract
Although blood hemoglobin (Hgb) testing is a routine procedure in a variety of clinical situations, noninvasive, continuous, and real-time blood Hgb measurements are still challenging. Optical spectroscopy can offer noninvasive blood Hgb quantification, but requires bulky optical components that intrinsically limit the development of mobile health (mHealth) technologies. Here, we report spectral super-resolution (SSR) spectroscopy that virtually transforms the built-in camera (RGB sensor) of a smartphone into a hyperspectral imager for accurate and precise blood Hgb analyses. Statistical learning of SSR enables us to reconstruct detailed spectra from three color RGB data. Peripheral tissue imaging with a mobile application is further combined to compute exact blood Hgb content without a priori personalized calibration. Measurements over a wide range of blood Hgb values show reliable performance of SSR blood Hgb quantification. Given that SSR does not require additional hardware accessories, the mobility, simplicity, and affordability of conventional smartphones support the idea that SSR blood Hgb measurements can be used as an mHealth method.
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Affiliation(s)
- Sang Mok Park
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana 47907, USA
| | | | - Md Munirul Haque
- R. B. Annis School of Engineering, University of Indianapolis, Indianapolis, Indiana 46227, USA
| | - Martin C. Were
- Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, Tennessee 37212, USA
- Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee 37212, USA
- Vanderbilt Institute for Global Health, Vanderbilt University Medical Center, Nashville, Tennessee 37212, USA
| | - Violet Naanyu
- Department of Behavioral Sciences, Moi University School of Medicine, Eldoret, Kenya
| | - Md Kamrul Hasan
- Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, Tennessee 37212, USA
| | - Young L. Kim
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana 47907, USA
- Regenstrief Center for Healthcare Engineering, Purdue University, West Lafayette, Indiana 47907, USA
- Purdue University Center for Cancer Research, Purdue University, West Lafayette, Indiana 47907, USA
- Purdue Quantum Center, Purdue University, West Lafayette, Indiana 47907, USA
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Magnin M, Junot S, Cardinali M, Ayoub JY, Paquet C, Louzier V, Garin JMB, Allaouchiche B. Use of infrared thermography to detect early alterations of peripheral perfusion: evaluation in a porcine model. BIOMEDICAL OPTICS EXPRESS 2020; 11:2431-2446. [PMID: 32499935 PMCID: PMC7249846 DOI: 10.1364/boe.387481] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Revised: 03/10/2020] [Accepted: 03/18/2020] [Indexed: 05/08/2023]
Abstract
This study aimed to evaluate the variations of infrared thermography according to rapid hemodynamic changes, by measuring the peripheral skin temperature in a porcine model. Eight healthy piglets were anesthetized and exposed to different levels of arterial pressure. Thermography was performed on the left forelimb to measure carpus and elbow skin temperature and their associated gradient with the core temperature. Changes in skin temperature in response to variations of blood pressure were observed. A negative correlation between arterial pressure and temperature gradients between peripheral and core temperature and a negative correlation between cardiac index and these temperature gradients were observed. Thermography may serve as a tool to detect early changes in peripheral perfusion.
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Affiliation(s)
- Mathieu Magnin
- Université de Lyon, APCSe Agressions Pulmonaires et Circulatoires dans le Sepsis, VetAgro Sup, F-69280 Marcy l’Etoile, France
- Université de Lyon, Vetagro Sup, Campus Vétérinaire de Lyon, Unité de Physiologie, Pharmacodynamie et Thérapeutique, F-69280 Marcy l’Etoile, France
| | - Stephane Junot
- Université de Lyon, APCSe Agressions Pulmonaires et Circulatoires dans le Sepsis, VetAgro Sup, F-69280 Marcy l’Etoile, France
- Université de Lyon, VetAgro Sup, Campus Vétérinaire de Lyon, Anesthésiologie, F-69280 Marcy l’Etoile, France
| | - Martina Cardinali
- Université de Lyon, APCSe Agressions Pulmonaires et Circulatoires dans le Sepsis, VetAgro Sup, F-69280 Marcy l’Etoile, France
- Université de Lyon, VetAgro Sup, Campus Vétérinaire de Lyon, Anesthésiologie, F-69280 Marcy l’Etoile, France
| | - Jean Yves Ayoub
- Université de Lyon, APCSe Agressions Pulmonaires et Circulatoires dans le Sepsis, VetAgro Sup, F-69280 Marcy l’Etoile, France
- Université de Lyon, Vetagro Sup, Campus Vétérinaire de Lyon, Unité de Physiologie, Pharmacodynamie et Thérapeutique, F-69280 Marcy l’Etoile, France
| | - Christian Paquet
- Université de Lyon, APCSe Agressions Pulmonaires et Circulatoires dans le Sepsis, VetAgro Sup, F-69280 Marcy l’Etoile, France
- Université de Lyon, Vetagro Sup, Campus Vétérinaire de Lyon, Unité de Physiologie, Pharmacodynamie et Thérapeutique, F-69280 Marcy l’Etoile, France
| | - Vanessa Louzier
- Université de Lyon, APCSe Agressions Pulmonaires et Circulatoires dans le Sepsis, VetAgro Sup, F-69280 Marcy l’Etoile, France
- Université de Lyon, Vetagro Sup, Campus Vétérinaire de Lyon, Unité de Physiologie, Pharmacodynamie et Thérapeutique, F-69280 Marcy l’Etoile, France
| | - Jeanne Marie Bonnet Garin
- Université de Lyon, APCSe Agressions Pulmonaires et Circulatoires dans le Sepsis, VetAgro Sup, F-69280 Marcy l’Etoile, France
- Université de Lyon, Vetagro Sup, Campus Vétérinaire de Lyon, Unité de Physiologie, Pharmacodynamie et Thérapeutique, F-69280 Marcy l’Etoile, France
| | - Bernard Allaouchiche
- Université de Lyon, APCSe Agressions Pulmonaires et Circulatoires dans le Sepsis, VetAgro Sup, F-69280 Marcy l’Etoile, France
- Université de Lyon, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Réanimation Médicale, Unité APCSE, Pierre-Bénite, France
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Sathialingam E, Lee SY, Sanders B, Park J, McCracken CE, Bryan L, Buckley EM. Small separation diffuse correlation spectroscopy for measurement of cerebral blood flow in rodents. BIOMEDICAL OPTICS EXPRESS 2018; 9:5719-5734. [PMID: 30460158 PMCID: PMC6238900 DOI: 10.1364/boe.9.005719] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2018] [Revised: 10/15/2018] [Accepted: 10/16/2018] [Indexed: 05/11/2023]
Abstract
Diffuse correlation spectroscopy (DCS) has shown promise as a means to non-invasively measure cerebral blood flow in small animal models. Here, we characterize the validity of DCS at small source-detector reflectance separations needed for small animal measurements. Through Monte Carlo simulations and liquid phantom experiments, we show that DCS error increases as separation decreases, although error remains below 12% for separations > 0.2 cm. In mice, DCS measures of cerebral blood flow have excellent intra-user repeatability and strongly correlate with MRI measures of blood flow (R = 0.74, p<0.01). These results are generalizable to other DCS applications wherein short-separation reflectance geometries are desired.
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Affiliation(s)
- Eashani Sathialingam
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 1760 Haygood Dr. NE, Atlanta, GA 30322, USA
- co-first authorship
| | - Seung Yup Lee
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 1760 Haygood Dr. NE, Atlanta, GA 30322, USA
- co-first authorship
| | - Bharat Sanders
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 1760 Haygood Dr. NE, Atlanta, GA 30322, USA
| | - Jaekeun Park
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 1760 Haygood Dr. NE, Atlanta, GA 30322, USA
| | - Courtney E. McCracken
- Department of Pediatrics, School of Medicine, Emory University, 2015 Uppergate Dr., Atlanta, GA 30322, USA
| | - Leah Bryan
- Department of Pediatrics, School of Medicine, Emory University, 2015 Uppergate Dr., Atlanta, GA 30322, USA
| | - Erin M. Buckley
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 1760 Haygood Dr. NE, Atlanta, GA 30322, USA
- Department of Pediatrics, School of Medicine, Emory University, 2015 Uppergate Dr., Atlanta, GA 30322, USA
- Children’s Research Scholar, Children’s Healthcare of Atlanta, 2015 Uppergate Dr., Atlanta, GA 30322, USA
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