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Karim F, Anderson JH, Currie K, Bui C, Klyve D, Somers VK. A Glycemic Status Classification Model Using a Radiofrequency Noninvasive Blood Glucose Monitor. Diabetes Technol Ther 2024. [PMID: 38950282 DOI: 10.1089/dia.2024.0170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/03/2024]
Abstract
Despite significant efforts in the development of noninvasive blood glucose (BG) monitoring solutions, delivering an accurate, real-time BG measurement remains challenging. We sought to address this by using a novel radiofrequency (RF) glucose sensor to noninvasively classify glycemic status. The study included 31 participants aged 18-65 with prediabetes or type 2 diabetes and no other significant medical history. During control sessions and oral glucose tolerance test sessions, data were collected from both a RF sensor that rapidly scans thousands of frequencies and concurrently from a venous blood draw measured with an US Food and Drug Administration (FDA)-cleared glucose hospital meter system to create paired observations. We trained a time series forest machine learning model on 80% of the paired observations and reported results from applying the model to the remaining 20%. Our findings show that the model correctly classified glycemic status 93.37% of the time as high, normal, or low.
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Affiliation(s)
| | | | | | - Connor Bui
- Know Labs, Inc., Seattle, Washington, USA
| | - Dominic Klyve
- Department of Mathematics, Central Washington University, Ellensburg, Washington, USA
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2
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Campbell JM, Gosnell M, Agha A, Handley S, Knab A, Anwer AG, Bhargava A, Goldys EM. Label-Free Assessment of Key Biological Autofluorophores: Material Characteristics and Opportunities for Clinical Applications. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024:e2403761. [PMID: 38775184 DOI: 10.1002/adma.202403761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 05/04/2024] [Indexed: 06/13/2024]
Abstract
Autofluorophores are endogenous fluorescent compounds that naturally occur in the intra and extracellular spaces of all tissues and organs. Most have vital biological functions - like the metabolic cofactors NAD(P)H and FAD+, as well as the structural protein collagen. Others are considered to be waste products - like lipofuscin and advanced glycation end products - which accumulate with age and are associated with cellular dysfunction. Due to their natural fluorescence, these materials have great utility for enabling non-invasive, label-free assays with direct ties to biological function. Numerous technologies, with different advantages and drawbacks, are applied to their assessment, including fluorescence lifetime imaging microscopy, hyperspectral microscopy, and flow cytometry. Here, the applications of label-free autofluorophore assessment are reviewed for clinical and health-research applications, with specific attention to biomaterials, disease detection, surgical guidance, treatment monitoring, and tissue assessment - fields that greatly benefit from non-invasive methodologies capable of continuous, in vivo characterization.
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Affiliation(s)
- Jared M Campbell
- Australian Research Council Centre of Excellence for Nanoscale BioPhotonics, Graduate School of Biomedical Engineering, University of New South Wales, Sydney, NSW, 2033, Australia
| | | | - Adnan Agha
- Australian Research Council Centre of Excellence for Nanoscale BioPhotonics, Graduate School of Biomedical Engineering, University of New South Wales, Sydney, NSW, 2033, Australia
| | - Shannon Handley
- Australian Research Council Centre of Excellence for Nanoscale BioPhotonics, Graduate School of Biomedical Engineering, University of New South Wales, Sydney, NSW, 2033, Australia
| | - Aline Knab
- Australian Research Council Centre of Excellence for Nanoscale BioPhotonics, Graduate School of Biomedical Engineering, University of New South Wales, Sydney, NSW, 2033, Australia
| | - Ayad G Anwer
- Australian Research Council Centre of Excellence for Nanoscale BioPhotonics, Graduate School of Biomedical Engineering, University of New South Wales, Sydney, NSW, 2033, Australia
| | - Akanksha Bhargava
- Australian Research Council Centre of Excellence for Nanoscale BioPhotonics, Graduate School of Biomedical Engineering, University of New South Wales, Sydney, NSW, 2033, Australia
| | - Ewa M Goldys
- Australian Research Council Centre of Excellence for Nanoscale BioPhotonics, Graduate School of Biomedical Engineering, University of New South Wales, Sydney, NSW, 2033, Australia
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3
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Wearable flexible body matched electromagnetic sensors for personalized non-invasive glucose monitoring. Sci Rep 2022; 12:14885. [PMID: 36050392 PMCID: PMC9436982 DOI: 10.1038/s41598-022-19251-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 08/26/2022] [Indexed: 12/04/2022] Open
Abstract
This work introduces novel body-matched, vasculature-inspired, quasi-antenna-arrays that act as electromagnetic sensors to instantaneously, continuously, and wirelessly sense glucose variations in the bloodstream. The proposed sensors are personalized, leverage electromagnetic waves, and are coupled with a custom machine-learning-based signal-processing module. These sensors are flexible, and embedded in wearable garments such as socks, which provide conformity to curved skin surfaces and movement resilience. The entire wearable system is calibrated against temperature, humidity, and movement resulting in high accuracy in glucose variations tracking. In-Vivo experiments on diabetic rats and pigs exhibit a 100% diagnostic accuracy over a wide range of glucose variations. Human trials on patients with diabetes and healthy individuals reveal a clinical accuracy of continuous glucose monitoring of 99.01% in twenty-eight subjects who underwent Oral Glucose Tolerance Tests. Hence, our approach ensures the continuous tracking of glucose variations from hypo-to-hyper glycemic levels with great fidelity.
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4
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Endothelial Autophagy: an Effective Target for Radiation-induced Cerebral Capillary Damage. Sci Rep 2020; 10:614. [PMID: 31953486 PMCID: PMC6968992 DOI: 10.1038/s41598-019-57234-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Accepted: 12/11/2019] [Indexed: 02/05/2023] Open
Abstract
Toxicity to central nervous system tissues is the common side effects for radiotherapy of brain tumor. The radiation toxicity has been thought to be related to the damage of cerebral endothelium. However, because of lacking a suitable high-resolution vivo model, cellular response of cerebral capillaries to radiation remained unclear. Here, we present the flk:eGFP transgenic zebrafish larvae as a feasible model to study the radiation toxicity to cerebral capillary. We showed that, in living zebrafish larvae, radiation could induce acute cerebral capillary shrinkage and blood-flow obstruction, resulting brain hypoxia and glycolysis retardant. Although in vivo neuron damage was also observed after the radiation exposure, further investigation found that they didn’t response to the same dosage of radiation in vitro, indicating that radiation induced neuron damage was a secondary-effect of cerebral vascular function damage. In addition, transgenic labeling and qPCR results showed that the radiation-induced acute cerebral endothelial damage was correlated with intensive endothelial autophagy. Different autophagy inhibitors could significantly alleviate the radiation-induced cerebral capillary damage and prolong the survival of zebrafish larvae. Therefore, we showed that radiation could directly damage cerebral capillary, resulting to blood flow deficiency and neuron death, which suggested endothelial autophagy as a potential target for radiation-induced brain toxicity.
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5
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Watanabe A, Murayama S, Karasawa K, Yamamoto E, Morikawa S, Takita R, Murata S, Kato M. A Simple and Easy Method of Monitoring Doxorubicin Release from a Liposomal Drug Formulation in the Serum Using Fluorescence Spectroscopy. Chem Pharm Bull (Tokyo) 2019; 67:367-371. [PMID: 30930441 DOI: 10.1248/cpb.c18-00868] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Formulation of a drug as liposomes facilitates its delivery to the disease target. Rightly, liposomes are gaining popularity in the medical field. In order for the drug to show efficacy, release of the encapsulated drug from the liposome at the target site is required. However, the release is affected by the permeability of the lipid bilayer of the liposome, and it is important to examine the effect of the surrounding environment on the permeability. In this study, we showed the usefulness of fluorescence analysis, especially fluorescence fingerprint, for a rapid and simple monitoring of release of an encapsulated anticancer drug (doxorubicin) from its liposomal formulation (DOXIL). Our result indicated that the release is accelerated by the existence of membrane permeable ions, such as tris(hydroxymethyl)aminomethane, and blood proteins like albumin. Hence, monitoring of doxorubicin release by fluorescence analysis is useful for the efficacy evaluation of DOXIL in a biomimetic environment.
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Affiliation(s)
- Ayako Watanabe
- One-Stop Sharing Facility Center for Future Drug Discoveries, Graduate School of Pharmaceutical Sciences, The University of Tokyo
| | - Shuhei Murayama
- Devision of Bioanalytical Chemistry, School of Pharmacy, Showa University
| | - Koji Karasawa
- Devision of Bioanalytical Chemistry, School of Pharmacy, Showa University
| | - Eiichi Yamamoto
- Analytical Research, Pharmaceutical Science & Technology Unit, Medicine Development Center, Eisai Co., Ltd
| | | | - Ryo Takita
- One-Stop Sharing Facility Center for Future Drug Discoveries, Graduate School of Pharmaceutical Sciences, The University of Tokyo
| | - Shigeo Murata
- One-Stop Sharing Facility Center for Future Drug Discoveries, Graduate School of Pharmaceutical Sciences, The University of Tokyo.,Laboratory of Protein Metabolism, Graduate School of Pharmaceutical Sciences, The University of Tokyo
| | - Masaru Kato
- One-Stop Sharing Facility Center for Future Drug Discoveries, Graduate School of Pharmaceutical Sciences, The University of Tokyo.,Devision of Bioanalytical Chemistry, School of Pharmacy, Showa University
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Shima K, Kaeding N, Ogunsulire IM, Kaufhold I, Klinger M, Rupp J. Interferon-γ interferes with host cell metabolism during intracellular Chlamydia trachomatis infection. Cytokine 2018; 112:95-101. [PMID: 29885991 DOI: 10.1016/j.cyto.2018.05.039] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Revised: 05/18/2018] [Accepted: 05/31/2018] [Indexed: 12/11/2022]
Abstract
Interferon-γ (IFN-γ) is a central mediator of host immune responses including T-cell differentiation and activation of macrophages for the control of bacterial pathogens. Anti-bacterial mechanisms of IFN-γ against the obligate intracellular bacteria Chlamydiatrachomatis in epithelial cells have been intensively investigated in the past, focusing on cellular tryptophan depletion by an IFN-γ induced expression of the indoleamine 2, 3-deoxygenase (IDO). In this study, we could show that IFN-γ treatment caused a significant reduction of the host cell glycolysis that was accompanied by a reduction of glucose transporter-1 (GLUT1) and hypoxia inducible factor-1α (HIF-1α) expression. Furthermore, C. trachomatis induced enhancement of glycolytic and mitochondrial activation were significantly suppressed by IFN-γ treatment. We could further show that glucose starvation, as observed under IFN-γ treatment, was associated with an attenuated antimicrobial efficacy of doxycycline (DOX) against C. trachomatis. In conclusions, anti-chlamydial activity of IFN-γ goes beyond tryptophan depletion including interference with cellular energy metabolism resulting reduced progeny, but also impaired antimicrobial susceptibility of C. trachomatis.
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Affiliation(s)
- Kensuke Shima
- Department of Infectious Diseases and Microbiology, University of Luebeck, Luebeck, Germany.
| | - Nadja Kaeding
- Department of Infectious Diseases and Microbiology, University of Luebeck, Luebeck, Germany
| | | | - Inga Kaufhold
- Department of Infectious Diseases and Microbiology, University of Luebeck, Luebeck, Germany
| | | | - Jan Rupp
- Department of Infectious Diseases and Microbiology, University of Luebeck, Luebeck, Germany; German Center for Infection Research (DZIF), Partner Site Hamburg-Luebeck-Borstel, Germany
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7
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Käding N, Kaufhold I, Müller C, Szaszák M, Shima K, Weinmaier T, Lomas R, Conesa A, Schmitt-Kopplin P, Rattei T, Rupp J. Growth of Chlamydia pneumoniae Is Enhanced in Cells with Impaired Mitochondrial Function. Front Cell Infect Microbiol 2017; 7:499. [PMID: 29259924 PMCID: PMC5723314 DOI: 10.3389/fcimb.2017.00499] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2017] [Accepted: 11/20/2017] [Indexed: 01/13/2023] Open
Abstract
Effective growth and replication of obligate intracellular pathogens depend on host cell metabolism. How this is connected to host cell mitochondrial function has not been studied so far. Recent studies suggest that growth of intracellular bacteria such as Chlamydia pneumoniae is enhanced in a low oxygen environment, arguing for a particular mechanistic role of the mitochondrial respiration in controlling intracellular progeny. Metabolic changes in C. pneumoniae infected epithelial cells were analyzed under normoxic (O2 ≈ 20%) and hypoxic conditions (O2 < 3%). We observed that infection of epithelial cells with C. pneumoniae under normoxia impaired mitochondrial function characterized by an enhanced mitochondrial membrane potential and ROS generation. Knockdown and mutation of the host cell ATP synthase resulted in an increased chlamydial replication already under normoxic conditions. As expected, mitochondrial hyperpolarization was observed in non-infected control cells cultured under hypoxic conditions, which was beneficial for C. pneumoniae growth. Taken together, functional and genetically encoded mitochondrial dysfunction strongly promotes intracellular growth of C. pneumoniae.
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Affiliation(s)
- Nadja Käding
- Department of Infectious Diseases and Microbiology, University of Lübeck, Lübeck, Germany
| | - Inga Kaufhold
- Department of Infectious Diseases and Microbiology, University of Lübeck, Lübeck, Germany
| | - Constanze Müller
- Research Unit Analytical BioGeoChemistry, Helmholtz Center Munich, Neuherberg, Germany
| | - Marta Szaszák
- Department of Infectious Diseases and Microbiology, University of Lübeck, Lübeck, Germany
| | - Kensuke Shima
- Department of Infectious Diseases and Microbiology, University of Lübeck, Lübeck, Germany
| | - Thomas Weinmaier
- Division of Computational Systems Biology, Department of Microbiology and Ecosystem Science, University of Vienna, Vienna, Austria
| | - Rodrigo Lomas
- Genomics of Gene Expression Lab, Centro de Investigaciones Príncipe Felipe, Valencia, Spain
| | - Ana Conesa
- Genomics of Gene Expression Lab, Centro de Investigaciones Príncipe Felipe, Valencia, Spain
- Microbiology and Cell Science, IFAS, University of Florida, Gainesville, FL, United States
| | | | - Thomas Rattei
- Division of Computational Systems Biology, Department of Microbiology and Ecosystem Science, University of Vienna, Vienna, Austria
| | - Jan Rupp
- Department of Infectious Diseases and Microbiology, University of Lübeck, Lübeck, Germany
- *Correspondence: Jan Rupp
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8
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Noninvasive Continuous Monitoring of Tear Glucose Using Glucose-Sensing Contact Lenses. Optom Vis Sci 2016; 93:426-34. [PMID: 26390345 DOI: 10.1097/opx.0000000000000698] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
: The incidence of diabetes mellitus is dramatically increasing in the developed countries. Tight control of blood glucose concentration is crucial to diabetic patients to prevent microvascular complications. Self-monitoring of blood glucose is widely used for controlling blood glucose levels and usually performed by an invasive test using a portable glucometer. Many technologies have been developed over the past decades with the purpose of obtaining a continuous physiological glycemic monitoring. A contact lens is the ideal vehicle for continuous tear glucose monitoring of glucose concentration in tear film. There are several research groups that are working in the development of contact lenses with embedded biosensors for continuously and noninvasively monitoring tear glucose levels. Although numerous aspects must be improved, contact lens technology is one step closer to helping diabetic subjects better manage their condition, and these contact lenses will be able to measure the level of glucose in the wearer's tears and communicate the information to a mobile phone or computer. This article reviews studies on ocular glucose and its monitoring methods as well as the attempts to continuously monitor the concentration of tear glucose by using contact lens-based sensors.
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9
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Dantu V, Vempati J, Srivilliputhur S. Non-invasive blood glucose monitor based on spectroscopy using a smartphone. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2015; 2014:3695-8. [PMID: 25570793 DOI: 10.1109/embc.2014.6944425] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Development of a novel method for non-invasive measurement of blood glucose concentration using smartphone is discussed. Our research work has three major contributions to society and science. First, we modified and extended the Beer-Lambert's law in physics to accommodate for multiple wavelengths. This extension can aid researchers who wish to perform optical spectroscopy. Second, we successfully developed a creative and non-invasive way for diabetic patients to measure glucose levels via a smartphone. Researchers and chemists can now use their smartphones to determine the absorbance and, therefore, concentration of a chemical. Third, we created an inexpensive way to perform optical spectroscopy by using a smartphone. Monitoring blood glucose using a smartphone application that simply uses equipment already available on smartphones will improve the lives of diabetic patients who can continuously check their blood glucose levels while avoiding the current inconvenient, unhygienic, and costly invasive glucose meters.
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10
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Nguyen LL, Su S, Nguyen HT. Neural network approach for non-invasive detection of hyperglycemia using electrocardiographic signals. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2015; 2014:4475-8. [PMID: 25570985 DOI: 10.1109/embc.2014.6944617] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Hyperglycemia or high blood glucose (sugar) level is a common dangerous complication among patients with Type 1 diabetes mellitus (T1DM). Hyperglycemia can cause serious health problems if left untreated such as heart disease, stroke, vision and nerve problems. Based on the electrocardiographic (ECG) parameters, we have identified hyperglycemic and normoglycemic states in T1DM patients. In this study, a classification unit is introduced with the approach of feed forward multi-layer neural network to detect the presences of hyperglycemic/normoglycemic episodes using ECG parameters as inputs. A practical experiment using the real T1DM patients' data sets collected from Department of Health, Government of Western Australia is studied. Experimental results show that proposed ECG parameters contributed significantly to the good performance of hyperglycemia detections in term of sensitivity, specificity and geometric mean (70.59%, 65.38%, and 67.94%, respectively). From these results, it is proved that hyperglycemic events in T1DM can be detected non-invasively and effectively by using ECG signals and ANN approach.
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12
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Taguchi M, Ptitsyn A, McLamore ES, Claussen JC. Nanomaterial-mediated Biosensors for Monitoring Glucose. J Diabetes Sci Technol 2014; 8:403-411. [PMID: 24876594 PMCID: PMC4455391 DOI: 10.1177/1932296814522799] [Citation(s) in RCA: 69] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Real-time monitoring of physiological glucose transport is crucial for gaining new understanding of diabetes. Many techniques and equipment currently exist for measuring glucose, but these techniques are limited by complexity of the measurement, requirement of bulky equipment, and low temporal/spatial resolution. The development of various types of biosensors (eg, electrochemical, optical sensors) for laboratory and/or clinical applications will provide new insights into the cause(s) and possible treatments of diabetes. State-of-the-art biosensors are improved by incorporating catalytic nanomaterials such as carbon nanotubes, graphene, electrospun nanofibers, and quantum dots. These nanomaterials greatly enhance biosensor performance, namely sensitivity, response time, and limit of detection. A wide range of new biosensors that incorporate nanomaterials such as lab-on-chip and nanosensor devices are currently being developed for in vivo and in vitro glucose sensing. These real-time monitoring tools represent a powerful diagnostic and monitoring tool for measuring glucose in diabetes research and point of care diagnostics. However, concerns over the possible toxicity of some nanomaterials limit the application of these devices for in vivo sensing. This review provides a general overview of the state of the art in nanomaterial-mediated biosensors for in vivo and in vitro glucose sensing, and discusses some of the challenges associated with nanomaterial toxicity.
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Affiliation(s)
- Masashige Taguchi
- Agricultural and Biological Engineering Department, University of Florida, Gainesville, FL, USA
| | - Andre Ptitsyn
- Whitney Laboratory for Marine Biosciences, University of Florida, St. Augustine, FL, USA
| | - Eric S McLamore
- Agricultural and Biological Engineering Department, University of Florida, Gainesville, FL, USA
| | - Jonathan C Claussen
- US Naval Research Laboratory, Center for Bio-Molecular Science and Engineering, Washington, DC, USA College of Science, George Mason University, Fairfax, VA, USA
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13
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Cha KH, Jensen GC, Balijepalli AS, Cohan BE, Meyerhoff ME. Evaluation of Commercial Glucometer Test Strips for Potential Measurement of Glucose in Tears. Anal Chem 2014; 86:1902-8. [DOI: 10.1021/ac4040168] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Kyoung Ha Cha
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan, 48109-1055, United States
| | - Gary C. Jensen
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan, 48109-1055, United States
| | - Anant S. Balijepalli
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan, 48109-1055, United States
| | - Bruce E. Cohan
- EyeLab Group LLC, 2350 Washtenaw
Avenue No. 4, Ann Arbor, Michigan, 48104-4525, United States
| | - Mark E. Meyerhoff
- Department
of Chemistry, University of Michigan, Ann Arbor, Michigan, 48109-1055, United States
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Abstract
This article reviews the development of a noninvasive diagnostic for diabetes by detecting ocular glucose. Early diagnosis and daily management are very important to diabetes patients to ensure a healthy life. Commercial blood glucose sensors have been used since the 1970s. Millions of diabetes patients have to prick their finger for a drop of blood 4-5 times a day to check blood glucose levels--almost 1800 times annually. There is a strong need to have a noninvasive device to help patients to manage the disease easily and painlessly. Instead of detecting the glucose in blood, monitoring the glucose level in other body fluids may provide a feasible approach for noninvasive diagnosis and diabetes control. Tear glucose has been studied for several decades. This article reviews studies on ocular glucose and its monitoring methods. Attempts to continuously monitor the concentration of tear glucose by using contact lens-based sensors are discussed as well as our current development of a nanostructured lens-based sensor for diabetes. This disposable biosensor for the detection of tear glucose may provide an alternative method to help patients manage the disease conveniently.
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Affiliation(s)
- Jin Zhang
- Department of Chemical and Biochemical Engineering, University of Western Ontario, London, Ontario, Canada.
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15
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Malik BH, Coté GL. Characterizing dual wavelength polarimetry through the eye for monitoring glucose. BIOMEDICAL OPTICS EXPRESS 2010; 1:1247-1258. [PMID: 21258546 PMCID: PMC3018128 DOI: 10.1364/boe.1.001247] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2010] [Revised: 07/10/2010] [Accepted: 10/22/2010] [Indexed: 05/12/2023]
Abstract
Diabetes is an insidious disease that afflicts millions of people worldwide and typically requires the person with the disease to monitor their blood sugar level via finger or forearm sticks multiple times daily. Therefore, the ability to noninvasively measure glucose would be a significant advancement for the diabetic community. The use of optically polarized light passed through the anterior chamber of the eye is one proposed noninvasive approach for glucose monitoring. However, the birefringence of the cornea and the difficulty in coupling the light across the eye have been major drawbacks toward realizing this approach. A dual wavelength optical polarimetric approach has been proposed as a means to potentially overcome the birefringence noise but has never been fully characterized. Therefore, in this paper an optical model has been developed along with experiments performed on New Zealand White rabbit eyes for characterizing the light path and corneal birefringence at two different wavelengths as they are passed through the anterior chamber of the eye. The results show that, without index matching, it is possible to couple the light in and out of the eye but only across a very limited range otherwise the light does not come back out of the eye. It was also shown that there is potential to use a dual wavelength approach to accommodate the birefringence noise of the cornea in the presence of eye motion. These results will be used to help guide the final design of the polarimetric system for use in noninvasive monitoring of glucose in vivo.
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Abstract
Glucose monitoring technology has been used in the management of diabetes for three decades. Traditional devices use enzymatic methods to measure glucose concentration and provide point sample information. More recently continuous glucose monitoring devices have become available providing more detailed data on glucose excursions. In future applications the continuous glucose sensor may become a critical component of the closed loop insulin delivery system and, as such, must be selective, rapid, predictable and acceptable for continuous patient use. Many potential sensing modalities are being pursued including optical and transdermal techniques. This review aims to summarize existing technology, the methods for assessing glucose sensing devices and provide an overview of emergent sensing modalities.
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Affiliation(s)
- N S Oliver
- Institute of Biomedical Engineering, Imperial College, London, UK.
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17
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Niesner RA, Andresen V, Gunzer M. Intravital two-photon microscopy: focus on speed and time resolved imaging modalities. Immunol Rev 2008; 221:7-25. [PMID: 18275472 DOI: 10.1111/j.1600-065x.2008.00582.x] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Initially used mainly in the neurosciences, two-photon microscopy has become a powerful tool for the analysis of immunological processes. Here, we describe currently available two-photon microscopy techniques with a focus on novel approaches that allow very high image acquisition rates compared with state-of-the-art systems. This improvement is achieved through a parallelization of the excitation process: multiple beams scan the sample simultaneously, and the fluorescence is collected with sensitive charge-coupled device (CCD)-based line or field detectors. The new technique's performance is compared with conventional single beam laser-scanning systems that detect signals by means of photomultipliers. We also discuss the use of time- and polarization-resolved fluorescence detection, especially fluorescence lifetime imaging (FLIM), which goes beyond simple detection of cells and tissue structures and allows insight into cellular physiology. We focus on the analysis of endogenous fluorophores such as NAD(P)H as a way to analyze the redox status in cells with subcellular resolution. Here, high-speed imaging setups in combination with novel ways of data analysis allow the generation of FLIM data sets almost in real time. The implications of this technology for the analysis of immune reactions and other cellular processes are discussed.
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Affiliation(s)
- Raluca A Niesner
- Junior Research Group Immunodynamics, Helmholtz Centre for Infection Research, Braunschweig, Germany
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18
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19
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Banerjee P, Lenz D, Robinson JP, Rickus JL, Bhunia AK. A novel and simple cell-based detection system with a collagen-encapsulated B-lymphocyte cell line as a biosensor for rapid detection of pathogens and toxins. J Transl Med 2008; 88:196-206. [PMID: 18059364 DOI: 10.1038/labinvest.3700703] [Citation(s) in RCA: 82] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
Cell-based biosensors (CBBs) are becoming important tools for biosecurity applications and rapid diagnostics in food microbiology for their unique capability of detecting physiologically hazardous materials. A multi-well plate-based biosensor containing B-cell hybridoma, Ped-2E9, encapsulated in type I collagen matrix, was developed for rapid detection of viable cells of pathogenic Listeria, the toxin listeriolysin O, and the enterotoxin from Bacillus species. This sensor measures the alkaline phosphatase release from infected Ped-2E9 cells colorimetrically. Pathogenic L. monocytogenes cells and toxin preparations from L. monocytogenes or B. cereus showed cytotoxicity ranging from 24 to 98% at 3-6 h postinfection. In contrast, nonpathogenic L. innocua (F4247) and B. subtilis induced minimal cytotoxicity, ranging only 0.4-7.6%. Laser scanning cytometry and cryo-nano scanning electron microscopy confirmed the live or dead status of the infected Ped-2E9 cells in gel matrix. This paper presents the first example of a cell-based sensing system using collagen-encapsulated mammalian cells for rapid detection of pathogenic bacteria or toxin, and demonstrates a potential for onsite use as a portable detection system.
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Affiliation(s)
- Pratik Banerjee
- Molecular Food Microbiology Laboratory, Department of Food Science, Purdue University, West Lafayette, IN 47907, USA
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Tajaddini A, Scoffone HM, Botek G, Davis BL. Laser-induced auto-fluorescence (LIAF) as a method for assessing skin stiffness preceding diabetic ulcer formation. J Biomech 2007; 40:736-41. [PMID: 17123538 DOI: 10.1016/j.jbiomech.2006.10.011] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2006] [Accepted: 10/13/2006] [Indexed: 11/19/2022]
Abstract
Recurrent foot ulceration is a major cause of morbidity in diabetic patients. Discrepancy between the stiffness of the plantar skin and underlying soft tissues may influence the likelihood of ulceration. Tissue properties change with diabetes primarily due to high blood glucose which promotes intermolecular cross-linking of structural proteins thus leading to altered structure and function of these structural fibers. This study utilizes a non-invasive method for indirectly assessing skin tissue in the context of plantar ulcer formation in diabetic patients' feet. Control (C, n=13), and diabetic subjects with a history of ulceration (n=16) were matched based on gender, age (42-81years old) and BMI. Six subjects re-ulcerated (U) during their 1-year follow-up. At every visit, each subject's plantar skin was excited with a weak laser light (337nm) to induce tissue fluorescence at three locations on each foot. The spectral area under the curve (AUC) was calculated after background subtraction and normalization. The mean AUC was significantly higher for diabetics compared to control subjects, (mean AUC: 145.6+/-7.2, C=112.6+/-8.3, respectively, p=0.006). For those who re-ulcerated (U, n=6), skin site was not a significant factor, but AUC was diminished at the time of re-ulceration (p<0.05). The alteration of intermolecular bonds in diabetic subjects and thinning of skin prior to ulceration could account for these observations. The decrease in AUC prior to an ulcer formation suggests its potential as a marker of tissue changes, which precede ulceration in the diabetic foot.
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Affiliation(s)
- Azita Tajaddini
- Department of Biomedical Engineering (ND20), The Cleveland Clinic Foundation, 9500 Euclid Avenue, Cleveland, OH 44195, USA.
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21
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Mulder DJ, Water TVD, Lutgers HL, Graaff R, Gans RO, Zijlstra F, Smit AJ. Skin autofluorescence, a novel marker for glycemic and oxidative stress-derived advanced glycation endproducts: an overview of current clinical studies, evidence, and limitations. Diabetes Technol Ther 2006; 8:523-35. [PMID: 17037967 DOI: 10.1089/dia.2006.8.523] [Citation(s) in RCA: 143] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
BACKGROUND Advanced glycation endproducts (AGEs) predict long-term complications in agerelated diseases. However, there are no clinically applicable markers for measuring AGEs in vivo. METHODS We have recently introduced the AGE-Reader (DiagnOptics B.V., Groningen, The Netherlands) to noninvasively measure AGE accumulation in the human skin of the forearm, making use of the characteristic autofluorescence (AF) pattern that AGEs encompass. Skin AF is calculated as a ratio of mean intensities detected from the skin between 420-600 nm and 300-420 nm. It correlates with collagen-linked fluorescence and specific skin AGE levels from skin biopsies in diabetes, renal failure, and control subjects. Skin AF levels are increased in patients with diabetes and renal failure and are associated with the presence of vascular complications. Additionally, skin AF is strongly related to the progression of coronary heart disease and mortality, independently of traditional risk factors. Since skin pigmentation might influence skin AF, we have investigated the relation of relative skin reflectance (R%) to skin AF in subjects with varying skin phototypes (SPT). RESULTS The data presented in this article suggest that only in subjects with an SPT of V and VI or R% <12%, no reliable measurement can be performed. Therefore, the current prototype of the AGE-Reader is suitable for subjects with SPT I-IV or R% >12%, and more research is needed for a broader application. CONCLUSION The AGE-Reader is useful as a noninvasive clinical tool for assessment of risk for long-term vascular complications in diabetes and in other conditions associated with AGE accumulation.
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Affiliation(s)
- Douwe J Mulder
- Department of Internal Medicine, University Medical Center Groningen, Groningen, The Netherlands.
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Park CY, Zhu Z, Zhang C, Moon CS, Chuck RS. Cellular redox state predicts in vitro corneal endothelial cell proliferation capacity. Exp Eye Res 2006; 83:903-10. [PMID: 16806172 DOI: 10.1016/j.exer.2006.04.015] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2006] [Revised: 04/26/2006] [Accepted: 04/28/2006] [Indexed: 12/13/2022]
Abstract
Cellular redox state using the non-invasive mitochondrial autofluorescence technique of redox fluorometry was evaluated as a predictor for corneal endothelial proliferative capacity in vitro. Human corneal endothelial cells (HCEC) harvested from eye bank corneas were cultured in plates with two different coating substrates; type I collagen and poly-D-lysine. Cellular autofluorescence was measured with both DAPI (excitation: G365, emission: bandpass 445/50) and FITC (excitation: bandpass 450-490, emission bandpass 515-565) filter sets on days 3, 5, 7, and 14. The redox fluorometric ratio was calculated as net "DAPI" signal intensity divided by net "FITC" signal intensity. Normalized redox ratio was calculated as redox ratio divided by individual cell size. Cellular proliferation was analyzed by live cell count on days 2, 7, and 14. Mitochondrial staining was performed on days 4 and 14. The poly-d-lysine substrate decreased the proliferation capacity of HCEC in comparison to type I collagen out to 2 weeks (p=0.045). The cellular redox fluorometric ratio decreased significantly as the cells proliferated (p<0.001). The cells cultured on type I collagen coated plates exhibited significantly lower redox fluorometric ratios than cells cultured on poly-D-lysine coated plates at day 7 (p=0.015). Normalized redox ratio showed significantly lower value in type I collagen coated plates at days 7 (p=0.015) and 14 (p=0.039). Correlated cell proliferation capacity was significantly higher on type I collagen coating at days 7 and 14 (p=0.045 and p=0.049 respectively). HCECs showed different growth potential in vitro on different culture surface coating agents. This difference was well correlated with cellular redox ratios determined using redox fluorometry. Cellular redox ratio can be a potential predictor of cellular proliferation capacity.
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Affiliation(s)
- Choul Yong Park
- Department of Ophthalmology, Wilmer Ophthalmological Institute, Johns Hopkins University, 255 Woods Building, 600 North Wolfe Street, Baltimore, MD 21287, USA
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23
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Evans ND, Gnudi L, Rolinski OJ, Birch DJS, Pickup JC. Glucose-dependent changes in NAD(P)H-related fluorescence lifetime of adipocytes and fibroblasts in vitro: potential for non-invasive glucose sensing in diabetes mellitus. JOURNAL OF PHOTOCHEMISTRY AND PHOTOBIOLOGY B-BIOLOGY 2005; 80:122-9. [PMID: 15908228 DOI: 10.1016/j.jphotobiol.2005.04.001] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/25/2005] [Revised: 04/01/2005] [Accepted: 04/02/2005] [Indexed: 11/20/2022]
Abstract
The aim of this study was to test the hypothesis that glucose can be monitored non-invasively by measuring NAD(P)H-related fluorescence lifetime of cells in an in vitro cell culture model. Autofluorescence decay functions were measured in 3T3-L1 adipocytes by time-correlated single-photon counting (excitation 370nm, emission 420-480nm). Free NADH had a two-exponential decay but cell autofluorescence fitted best to a three-exponential decay. Addition of 30mM glucose caused a 29% increase in autofluorescence intensity, a significantly shortened mean lifetime (from 7.23 to 6.73ns), and an increase in the relative amplitude and fractional intensity of the short-lifetime component at the expense of the two longer-lifetime components. Similar effects were seen with rotenone, an agent that maximizes mitochondrial NADH. 3T3-L1 fibroblasts stained with the fluorescent mitochondrial marker, rhodamine 123 showed a 16% quenching of fluorescence intensity when exposed to 30mM glucose, and an increase in the relative amplitude and fractional intensity of the short lifetime at the expense of the longer lifetime component. We conclude that, though the effect size is relatively small, glucose can be measured non-invasively in cells by monitoring changes in the lifetimes of cell autofluorescence or of a dye marker of mitochondrial metabolism. Further investigation and development of fluorescence intensity and lifetime sensing is therefore indicated for possible non-invasive metabolic monitoring in human diabetes.
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Affiliation(s)
- N D Evans
- Department of Chemical Pathology, Guy's, King's and St. Thomas's School of Medicine, King's College, London SE1 9RT, UK
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Pickup JC, Hussain F, Evans ND, Sachedina N. In vivo glucose monitoring: the clinical reality and the promise. Biosens Bioelectron 2005; 20:1897-902. [PMID: 15741056 DOI: 10.1016/j.bios.2004.08.016] [Citation(s) in RCA: 163] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2004] [Revised: 08/06/2004] [Accepted: 08/11/2004] [Indexed: 11/30/2022]
Abstract
Glucose monitoring is an essential component of modern diabetes management. Three in vivo glucose sensors are now available for clinical use: a subcutaneously implanted amperometric enzyme electrode, a reverse iontophoresis system and a microdialysis-based device. Improvements in glucose-sensing technology continue to be sought, e.g. wired enzyme technology, viscometric affinity sensing and totally implanted glucose sensors. Non-invasive glucose sensing is the ultimate goal of glucose monitoring, but the most investigated approach, near-infrared (NIR) spectroscopy, is presently too imprecise for clinical application. Fluorescence-based glucose sensing offers several advantages and we are investigating strategies which include NIR-based fluorescence resonance energy transfer using concanavalin A/dextran; changes in the intrinsic fluorescence of hexokinase encapsulated in sol-gel; and non-invasive glucose monitoring of cells by measuring glucose-related changes in NADP(H).
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Affiliation(s)
- John C Pickup
- Metabolic Unit, Guy's, King's and St Thomas's School of Medicine, Guy's Hospital, 5th Floor Thomas Guy House, London SE1 9RT, UK.
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Pickup JC, Hussain F, Evans ND, Rolinski OJ, Birch DJS. Fluorescence-based glucose sensors. Biosens Bioelectron 2005; 20:2555-65. [PMID: 15854825 DOI: 10.1016/j.bios.2004.10.002] [Citation(s) in RCA: 346] [Impact Index Per Article: 18.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2004] [Revised: 10/06/2004] [Accepted: 10/06/2004] [Indexed: 12/31/2022]
Abstract
There is an urgent need to develop technology for continuous in vivo glucose monitoring in subjects with diabetes mellitus. Problems with existing devices based on electrochemistry have encouraged alternative approaches to glucose sensing in recent years, and those based on fluorescence intensity and lifetime have special advantages, including sensitivity and the potential for non-invasive measurement when near-infrared light is used. Several receptors have been employed to detect glucose in fluorescence sensors, and these include the lectin concanavalin A (Con A), enzymes such as glucose oxidase, glucose dehydrogenase and hexokinase/glucokinase, bacterial glucose-binding protein, and boronic acid derivatives (which bind the diols of sugars). Techniques include measuring changes in fluorescence resonance energy transfer (FRET) between a fluorescent donor and an acceptor either within a protein which undergoes glucose-induced changes in conformation or because of competitive displacement; measurement of glucose-induced changes in intrinsic fluorescence of enzymes (e.g. due to tryptophan residues in hexokinase) or extrinsic fluorophores (e.g. using environmentally sensitive fluorophores to signal protein conformation). Non-invasive glucose monitoring can be accomplished by measurement of cell autofluorescence due to NAD(P)H, and fluorescent markers of mitochondrial metabolism can signal changes in extracellular glucose concentration. Here we review the principles of operation, context and current status of the various approaches to fluorescence-based glucose sensing.
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Affiliation(s)
- John C Pickup
- Department of Chemical Pathology, Guy's, King's and St Thomas's School of Medicine, Guy's Hospital, London SE1 9RT, UK.
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26
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Milne HM, Burns CJ, Squires PE, Evans ND, Pickup J, Jones PM, Persaud SJ. Uncoupling of nutrient metabolism from insulin secretion by overexpression of cytosolic phospholipase A(2). Diabetes 2005; 54:116-24. [PMID: 15616018 DOI: 10.2337/diabetes.54.1.116] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
We have generated MIN6 beta-cells that stably overexpress cytosolic phospholipase A(2) (cPLA(2)) and show a ninefold increase in cPLA(2) activity. Overexpression of cPLA(2) did not affect the capacity of MIN6 cells to show elevations in intracellular Ca(2+) concentration ([Ca(2+)](i)) in response to tolbutamide and KCl, and these depolarizing stimuli produced insulin secretion profiles in cPLA(2)-overexpressing cells similar to those they produced in passage-matched nontransfected MIN6 cells. However, cPLA(2)-overexpressing MIN6 cells did not respond to elevations in extracellular glucose with increases in ATP, [Ca(2+)](i), or insulin secretion. Nontransfected MIN6 cells showed a rapid and sustained increase in NAD(P)H autofluorescence in response to 25 mmol/l glucose, and this was reduced by approximately 95% in MIN6 cells overexpressing cPLA(2). This effect was mimicked in nontransfected MIN6 cells by p-(trifluoromethoxy) phenylylhydrazone, a mitochondrial uncoupler. Quantitative RT-PCR indicated that mRNA for uncoupling protein-2 (UCP-2) was increased in the cPLA(2)-overexpressing MIN6 cells, and this could be prevented by exposure to 100 mumol/l methyl arachidonyl fluorophosphate, a cPLA(2) inhibitor. Glucose caused a decrease in rhodamine 123 fluorescence in control cells, but not in those overexpressing cPLA(2), consistent with the transfected cells being unable to maintain mitochondrial proton gradients as a consequence of UCP-2 upregulation. Our data indicate that overexpression of cPLA(2) results in severe impairment of the calcium and secretory responses of beta-cells to glucose through upregulation of UCP-2 and uncoupling of mitochondrial metabolism from ATP generation.
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Affiliation(s)
- Helen M Milne
- Division of Reproductive Health, Endocrinology and Development, King's College London, London SE1 1UL, UK
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Khalil OS. Non-invasive glucose measurement technologies: an update from 1999 to the dawn of the new millennium. Diabetes Technol Ther 2004; 6:660-97. [PMID: 15628820 DOI: 10.1089/dia.2004.6.660] [Citation(s) in RCA: 177] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
There are three main issues in non-invasive (NI) glucose measurements: namely, specificity, compartmentalization of glucose values, and calibration. There has been progress in the use of near-infrared and mid-infrared spectroscopy. Recently new glucose measurement methods have been developed, exploiting the effect of glucose on erythrocyte scattering, new photoacoustic phenomenon, optical coherence tomography, thermo-optical studies on human skin, Raman spectroscopy studies, fluorescence measurements, and use of photonic crystals. In addition to optical methods, in vivo electrical impedance results have been reported. Some of these methods measure intrinsic properties of glucose; others deal with its effect on tissue or blood properties. Recent studies on skin from individuals with diabetes and its response to stimuli, skin thermo-optical response, peripheral blood flow, and red blood cell rheology in diabetes shed new light on physical and physiological changes resulting from the disease that can affect NI glucose measurements. There have been advances in understanding compartmentalization of glucose values by targeting certain regions of human tissue. Calibration of NI measurements and devices is still an open question. More studies are needed to understand the specific glucose signals and signals that are due to the effect of glucose on blood and tissue properties. These studies should be performed under normal physiological conditions and in the presence of other co-morbidities.
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Affiliation(s)
- Omar S Khalil
- Diagnostics Division, Abbott Laboratories, Abbott Park, Illinois 60064, USA.
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28
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Dalton P, Gelperin A, Preti G. Volatile metabolic monitoring of glycemic status in diabetes using electronic olfaction. Diabetes Technol Ther 2004; 6:534-44. [PMID: 15321012 DOI: 10.1089/1520915041705992] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
The increased incidence of Type I and Type II diabetes among adults and adolescents is a growing public health concern worldwide. The primary objective of diabetes mellitus management involves keeping glycemia levels within the euglycemic range to prevent a variety of serious health complications. Unfortunately, daily self-monitoring is both a requirement and a problem for many patients with diabetes, particularly children and adolescents. Studies have shown that as many as 43% of adolescents and 30% of children (<14 years old) regularly forget to use glycemic tests and are significantly poorer at recognizing and reporting symptoms and signs of hypoglycemia/hyperglycemia. For this reason, methods for noninvasive, continuous monitoring that can signal glycemic status to a parent, teacher, or other caregiver would improve the care and management of symptoms of diabetes among these individuals. The goal of this review is to describe and evaluate electronic olfaction technology ("electronic nose") for monitoring the presence and levels of volatile chemicals from human body and breath that can be used to evaluate status of diabetes. The review is organized in four sections. The first section reviews the chemistry of the volatile signals that are produced by the body that are indicative of metabolic status. The second section provides an overview of novel sensor technology, e.g., "electronic olfaction," that mimics the biological olfactory system and can be used to monitor and identify complex plumes of volatiles that are signatures of metabolic states. The third section reviews studies that have employed electronic "nose" technology for diagnosis and monitoring of diabetes via urine and breath, and the final section discusses needed future directions for the development of olfactory-based metabolic monitoring, particularly among noncompliant populations.
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Affiliation(s)
- Pamela Dalton
- Monell Chemical Senses Center, Philadelphia, Pennsylvania 19104-3308, USA.
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