A Non-Invasive IR Sensor Technique to Differentiate Parkinson’s Disease from Other Neurological Disorders Using Autonomic Dysfunction as Diagnostic Criterion
Early diagnosis of Parkinson’s disease (PD) plays a critical role in effective disease management and delayed disease progression. This study reports a technique that could diagnose and differentiate PD from essential tremor (ET) in its earlier stage using a non-motor phenotype. Autonomic dysfunctio...
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Published in | Sensors (Basel, Switzerland) Vol. 22; no. 1; p. 266 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
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30.12.2021
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ISSN | 1424-8220 1424-8220 |
DOI | 10.3390/s22010266 |
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Abstract | Early diagnosis of Parkinson’s disease (PD) plays a critical role in effective disease management and delayed disease progression. This study reports a technique that could diagnose and differentiate PD from essential tremor (ET) in its earlier stage using a non-motor phenotype. Autonomic dysfunction, an early symptom in PD patients, is caused by α-synuclein pathogenesis in the central nervous system and can be diagnosed using skin vasomotor response to cold stimuli. In this study, the investigations were performed using data collected from 20 PD, 20 ET and 20 healthy subjects. Infrared thermography was used for the cold stress test to observe subjects’ hand temperature before and after cold stimuli. The results show that the recovery rate of hand temperature was significantly different between the groups. The data obtained in the cold stress test were verified using Pearson’s cross-correlation technique, which showed that few disease parameters like medication and motor rating score had an impact on the recovery rate of hand temperature in PD subjects. The characteristics of the three groups were compared and classified using the k-means clustering algorithm. The sensitivity and specificity of these techniques were analyzed using an Receiver Operating Characteristic (ROC) curve analyzer. These results show that this non-invasive technique can be used as an effective tool in the diagnosis and differentiation of PD in its early stage. |
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AbstractList | Early diagnosis of Parkinson’s disease (PD) plays a critical role in effective disease management and delayed disease progression. This study reports a technique that could diagnose and differentiate PD from essential tremor (ET) in its earlier stage using a non-motor phenotype. Autonomic dysfunction, an early symptom in PD patients, is caused by
α
-synuclein pathogenesis in the central nervous system and can be diagnosed using skin vasomotor response to cold stimuli. In this study, the investigations were performed using data collected from 20 PD, 20 ET and 20 healthy subjects. Infrared thermography was used for the cold stress test to observe subjects’ hand temperature before and after cold stimuli. The results show that the recovery rate of hand temperature was significantly different between the groups. The data obtained in the cold stress test were verified using Pearson’s cross-correlation technique, which showed that few disease parameters like medication and motor rating score had an impact on the recovery rate of hand temperature in PD subjects. The characteristics of the three groups were compared and classified using the k-means clustering algorithm. The sensitivity and specificity of these techniques were analyzed using an Receiver Operating Characteristic (ROC) curve analyzer. These results show that this non-invasive technique can be used as an effective tool in the diagnosis and differentiation of PD in its early stage. Early diagnosis of Parkinson’s disease (PD) plays a critical role in effective disease management and delayed disease progression. This study reports a technique that could diagnose and differentiate PD from essential tremor (ET) in its earlier stage using a non-motor phenotype. Autonomic dysfunction, an early symptom in PD patients, is caused by α-synuclein pathogenesis in the central nervous system and can be diagnosed using skin vasomotor response to cold stimuli. In this study, the investigations were performed using data collected from 20 PD, 20 ET and 20 healthy subjects. Infrared thermography was used for the cold stress test to observe subjects’ hand temperature before and after cold stimuli. The results show that the recovery rate of hand temperature was significantly different between the groups. The data obtained in the cold stress test were verified using Pearson’s cross-correlation technique, which showed that few disease parameters like medication and motor rating score had an impact on the recovery rate of hand temperature in PD subjects. The characteristics of the three groups were compared and classified using the k-means clustering algorithm. The sensitivity and specificity of these techniques were analyzed using an Receiver Operating Characteristic (ROC) curve analyzer. These results show that this non-invasive technique can be used as an effective tool in the diagnosis and differentiation of PD in its early stage. Early diagnosis of Parkinson's disease (PD) plays a critical role in effective disease management and delayed disease progression. This study reports a technique that could diagnose and differentiate PD from essential tremor (ET) in its earlier stage using a non-motor phenotype. Autonomic dysfunction, an early symptom in PD patients, is caused by α-synuclein pathogenesis in the central nervous system and can be diagnosed using skin vasomotor response to cold stimuli. In this study, the investigations were performed using data collected from 20 PD, 20 ET and 20 healthy subjects. Infrared thermography was used for the cold stress test to observe subjects' hand temperature before and after cold stimuli. The results show that the recovery rate of hand temperature was significantly different between the groups. The data obtained in the cold stress test were verified using Pearson's cross-correlation technique, which showed that few disease parameters like medication and motor rating score had an impact on the recovery rate of hand temperature in PD subjects. The characteristics of the three groups were compared and classified using the k-means clustering algorithm. The sensitivity and specificity of these techniques were analyzed using an Receiver Operating Characteristic (ROC) curve analyzer. These results show that this non-invasive technique can be used as an effective tool in the diagnosis and differentiation of PD in its early stage.Early diagnosis of Parkinson's disease (PD) plays a critical role in effective disease management and delayed disease progression. This study reports a technique that could diagnose and differentiate PD from essential tremor (ET) in its earlier stage using a non-motor phenotype. Autonomic dysfunction, an early symptom in PD patients, is caused by α-synuclein pathogenesis in the central nervous system and can be diagnosed using skin vasomotor response to cold stimuli. In this study, the investigations were performed using data collected from 20 PD, 20 ET and 20 healthy subjects. Infrared thermography was used for the cold stress test to observe subjects' hand temperature before and after cold stimuli. The results show that the recovery rate of hand temperature was significantly different between the groups. The data obtained in the cold stress test were verified using Pearson's cross-correlation technique, which showed that few disease parameters like medication and motor rating score had an impact on the recovery rate of hand temperature in PD subjects. The characteristics of the three groups were compared and classified using the k-means clustering algorithm. The sensitivity and specificity of these techniques were analyzed using an Receiver Operating Characteristic (ROC) curve analyzer. These results show that this non-invasive technique can be used as an effective tool in the diagnosis and differentiation of PD in its early stage. |
Author | Karnam Anantha, Sunitha Murugesan, Menaka Arjunan, Sridhar R, Kalpana Balasubramanian, Venkatraman Anbalagan, Brindha |
AuthorAffiliation | 2 Safety and Environmental Group, Department of Atomic Energy, IGCAR, Kalpakkam 603102, India; bvenkat@igcar.gov.in (V.B.); menaka@igcar.gov.in (M.M.) 1 EIE Department, SRM Institute of Science and Technology, Kattankulathur 603203, India; brindhaa@srmist.edu.in 3 Department of Neurology, SRM Medical College Hospital and Research Centre, Kattankulathur 603203, India; kalpanasenthilkumar@rediffmail.com |
AuthorAffiliation_xml | – name: 2 Safety and Environmental Group, Department of Atomic Energy, IGCAR, Kalpakkam 603102, India; bvenkat@igcar.gov.in (V.B.); menaka@igcar.gov.in (M.M.) – name: 1 EIE Department, SRM Institute of Science and Technology, Kattankulathur 603203, India; brindhaa@srmist.edu.in – name: 3 Department of Neurology, SRM Medical College Hospital and Research Centre, Kattankulathur 603203, India; kalpanasenthilkumar@rediffmail.com |
Author_xml | – sequence: 1 givenname: Brindha surname: Anbalagan fullname: Anbalagan, Brindha – sequence: 2 givenname: Sunitha surname: Karnam Anantha fullname: Karnam Anantha, Sunitha – sequence: 3 givenname: Sridhar orcidid: 0000-0002-7288-0380 surname: Arjunan fullname: Arjunan, Sridhar – sequence: 4 givenname: Venkatraman surname: Balasubramanian fullname: Balasubramanian, Venkatraman – sequence: 5 givenname: Menaka surname: Murugesan fullname: Murugesan, Menaka – sequence: 6 givenname: Kalpana surname: R fullname: R, Kalpana |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/35009807$$D View this record in MEDLINE/PubMed |
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Keywords | skin temperature cold stress test autonomic dysfunction essential tremor vasoconstriction thermography Parkinson’s disease |
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Snippet | Early diagnosis of Parkinson’s disease (PD) plays a critical role in effective disease management and delayed disease progression. This study reports a... Early diagnosis of Parkinson's disease (PD) plays a critical role in effective disease management and delayed disease progression. This study reports a... |
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StartPage | 266 |
SubjectTerms | autonomic dysfunction Central Nervous System Cold cold stress test Data collection Disease Progression Essential Tremor Heart rate Humans Neurological disorders Parkinson Disease Parkinson's disease ROC Curve Skin thermography vasoconstriction |
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Title | A Non-Invasive IR Sensor Technique to Differentiate Parkinson’s Disease from Other Neurological Disorders Using Autonomic Dysfunction as Diagnostic Criterion |
URI | https://www.ncbi.nlm.nih.gov/pubmed/35009807 https://www.proquest.com/docview/2618272280 https://www.proquest.com/docview/2618911371 https://pubmed.ncbi.nlm.nih.gov/PMC8749756 https://doaj.org/article/6ec46b035cdf4627adb2c6d01da2dfb5 |
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