A Forehead Wearable Sensor for the Objective Measurement of Chronic Pain
Chronic pain impacts one in five Americans and is difficult to manage, costing ~USD 600 billion annually. The subjective experience of pain is a complex processing of central nervous system input. Recent advances in magnetic resonance imaging revealed the prefrontal cortex as vital to the perception...
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Published in | International journal of environmental research and public health Vol. 19; no. 24; p. 17041 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
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MDPI AG
19.12.2022
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Online Access | Get full text |
ISSN | 1660-4601 1661-7827 1660-4601 |
DOI | 10.3390/ijerph192417041 |
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Abstract | Chronic pain impacts one in five Americans and is difficult to manage, costing ~USD 600 billion annually. The subjective experience of pain is a complex processing of central nervous system input. Recent advances in magnetic resonance imaging revealed the prefrontal cortex as vital to the perception of pain and that changes in the cerebral hemodynamics can be used to detect painful sensations. Current pain monitoring is dependent on the subjective rating provided by patients and is limited to a single time point. We have developed a biomarker for the objective, real-time and continuous chronic pain assessment using proprietary algorithms termed ROPA and cerebral optical spectrometry. Using a forehead sensor, the cerebral optical spectrometry data were collected in two clinical sites from 41 patients (19 and 22, respectively, from sites 1 and 2), who elected to receive an epidural steroid injection for the treatment of chronic pain. Patients rated their pain on a numeric rating scale, ranging from 0–10, which were used to validate the ROPA objective pain scoring. Multiple time points, including pre- and post-procedure were recorded. The steroid injection was performed per standard medical practice. There was a significant correlation between the patient’s reported numeric rating scale and ROPA, for both clinical sites (Overall ~0.81). Holding the subjective pain ratings on a numeric rating scale as ground truth, we determined that the area under the receiver operator curves for both sites revealed at least good (AUC: 64%) to excellent (AUC > 98%) distinctions between clinically meaningful pain severity differentiations (no/mild/moderate/severe). The objective measure of chronic pain (ROPA) determined using cerebral optical spectrometry significantly correlated with the subjective pain scores reported by the subjects. This technology may provide a useful method of detection for the objective and continuous monitoring and treatment of patients with chronic pain, particularly in clinical circumstances where direct assessment is not available, or to complement the patient-reported pain scores. |
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AbstractList | Chronic pain impacts one in five Americans and is difficult to manage, costing ~USD 600 billion annually. The subjective experience of pain is a complex processing of central nervous system input. Recent advances in magnetic resonance imaging revealed the prefrontal cortex as vital to the perception of pain and that changes in the cerebral hemodynamics can be used to detect painful sensations. Current pain monitoring is dependent on the subjective rating provided by patients and is limited to a single time point. We have developed a biomarker for the objective, real-time and continuous chronic pain assessment using proprietary algorithms termed ROPA and cerebral optical spectrometry. Using a forehead sensor, the cerebral optical spectrometry data were collected in two clinical sites from 41 patients (19 and 22, respectively, from sites 1 and 2), who elected to receive an epidural steroid injection for the treatment of chronic pain. Patients rated their pain on a numeric rating scale, ranging from 0–10, which were used to validate the ROPA objective pain scoring. Multiple time points, including pre- and post-procedure were recorded. The steroid injection was performed per standard medical practice. There was a significant correlation between the patient’s reported numeric rating scale and ROPA, for both clinical sites (Overall ~0.81). Holding the subjective pain ratings on a numeric rating scale as ground truth, we determined that the area under the receiver operator curves for both sites revealed at least good (AUC: 64%) to excellent (AUC > 98%) distinctions between clinically meaningful pain severity differentiations (no/mild/moderate/severe). The objective measure of chronic pain (ROPA) determined using cerebral optical spectrometry significantly correlated with the subjective pain scores reported by the subjects. This technology may provide a useful method of detection for the objective and continuous monitoring and treatment of patients with chronic pain, particularly in clinical circumstances where direct assessment is not available, or to complement the patient-reported pain scores. Chronic pain impacts one in five Americans and is difficult to manage, costing ~USD 600 billion annually. The subjective experience of pain is a complex processing of central nervous system input. Recent advances in magnetic resonance imaging revealed the prefrontal cortex as vital to the perception of pain and that changes in the cerebral hemodynamics can be used to detect painful sensations. Current pain monitoring is dependent on the subjective rating provided by patients and is limited to a single time point. We have developed a biomarker for the objective, real-time and continuous chronic pain assessment using proprietary algorithms termed ROPA and cerebral optical spectrometry. Using a forehead sensor, the cerebral optical spectrometry data were collected in two clinical sites from 41 patients (19 and 22, respectively, from sites 1 and 2), who elected to receive an epidural steroid injection for the treatment of chronic pain. Patients rated their pain on a numeric rating scale, ranging from 0-10, which were used to validate the ROPA objective pain scoring. Multiple time points, including pre- and post-procedure were recorded. The steroid injection was performed per standard medical practice. There was a significant correlation between the patient's reported numeric rating scale and ROPA, for both clinical sites (Overall ~0.81). Holding the subjective pain ratings on a numeric rating scale as ground truth, we determined that the area under the receiver operator curves for both sites revealed at least good (AUC: 64%) to excellent (AUC > 98%) distinctions between clinically meaningful pain severity differentiations (no/mild/moderate/severe). The objective measure of chronic pain (ROPA) determined using cerebral optical spectrometry significantly correlated with the subjective pain scores reported by the subjects. This technology may provide a useful method of detection for the objective and continuous monitoring and treatment of patients with chronic pain, particularly in clinical circumstances where direct assessment is not available, or to complement the patient-reported pain scores.Chronic pain impacts one in five Americans and is difficult to manage, costing ~USD 600 billion annually. The subjective experience of pain is a complex processing of central nervous system input. Recent advances in magnetic resonance imaging revealed the prefrontal cortex as vital to the perception of pain and that changes in the cerebral hemodynamics can be used to detect painful sensations. Current pain monitoring is dependent on the subjective rating provided by patients and is limited to a single time point. We have developed a biomarker for the objective, real-time and continuous chronic pain assessment using proprietary algorithms termed ROPA and cerebral optical spectrometry. Using a forehead sensor, the cerebral optical spectrometry data were collected in two clinical sites from 41 patients (19 and 22, respectively, from sites 1 and 2), who elected to receive an epidural steroid injection for the treatment of chronic pain. Patients rated their pain on a numeric rating scale, ranging from 0-10, which were used to validate the ROPA objective pain scoring. Multiple time points, including pre- and post-procedure were recorded. The steroid injection was performed per standard medical practice. There was a significant correlation between the patient's reported numeric rating scale and ROPA, for both clinical sites (Overall ~0.81). Holding the subjective pain ratings on a numeric rating scale as ground truth, we determined that the area under the receiver operator curves for both sites revealed at least good (AUC: 64%) to excellent (AUC > 98%) distinctions between clinically meaningful pain severity differentiations (no/mild/moderate/severe). The objective measure of chronic pain (ROPA) determined using cerebral optical spectrometry significantly correlated with the subjective pain scores reported by the subjects. This technology may provide a useful method of detection for the objective and continuous monitoring and treatment of patients with chronic pain, particularly in clinical circumstances where direct assessment is not available, or to complement the patient-reported pain scores. |
Author | Akhbardeh, Alireza Naidu, Ramo Amirdelfan, Kasra Orzabal, Marcus |
AuthorAffiliation | 1 CereVu Medical Inc., 688 Missouri Street, San Francisco, CA 94107, USA 3 IPM Medical Group, 450 N Wiget Lane, Walnut Creek, CA 94598, USA 2 California Orthopedics & Spine, 2 Bon Air Road, Larkspur, CA 94939, USA |
AuthorAffiliation_xml | – name: 2 California Orthopedics & Spine, 2 Bon Air Road, Larkspur, CA 94939, USA – name: 1 CereVu Medical Inc., 688 Missouri Street, San Francisco, CA 94107, USA – name: 3 IPM Medical Group, 450 N Wiget Lane, Walnut Creek, CA 94598, USA |
Author_xml | – sequence: 1 givenname: Marcus surname: Orzabal fullname: Orzabal, Marcus – sequence: 2 givenname: Ramo surname: Naidu fullname: Naidu, Ramo – sequence: 3 givenname: Kasra surname: Amirdelfan fullname: Amirdelfan, Kasra – sequence: 4 givenname: Alireza surname: Akhbardeh fullname: Akhbardeh, Alireza |
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Cites_doi | 10.1016/j.pain.2011.07.005 10.1007/s12264-017-0150-1 10.1523/JNEUROSCI.3576-06.2006 10.1139/h04-031 10.1016/j.jpain.2015.08.010 10.1126/science.aaf8934 10.1097/ALN.0000000000002137 10.1016/j.neuroimage.2010.10.069 10.1007/s10877-013-9487-9 10.1016/j.tins.2014.11.006 10.1016/j.ajem.2018.01.008 10.1097/j.pain.0000000000000775 10.1007/s12035-018-1130-9 10.1007/s10877-017-0015-1 10.1016/j.jpain.2012.03.009 10.1111/j.1365-2044.2007.05191.x 10.2147/JPR.S60433 10.1093/bja/aet407 10.1097/EJA.0000000000000304 10.1371/journal.pone.0165226 10.1016/j.sjpain.2011.05.005 10.15585/mmwr.mm6736a2 10.1016/j.pain.2010.11.032 10.2147/JPR.S162839 10.1097/AJP.0000000000000670 10.1016/j.jpainsymman.2010.08.016 10.1016/j.pain.2010.11.010 |
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Copyright | 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2022 by the authors. 2022 |
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SubjectTerms | Algorithms Anesthesia Brain research Catheters Chronic pain Chronic Pain - diagnosis Chronic Pain - drug therapy Data analysis Data collection Epidural Forehead Heart rate Hemodynamics Humans Orthopedics Pain Perception Physiology Ratings & rankings Scientific imaging Sensors Signal processing Steroids Wearable Electronic Devices |
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Title | A Forehead Wearable Sensor for the Objective Measurement of Chronic Pain |
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