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Jin Z, Lan Y, Li J, Wang P, Xiong X. The role of Chinese herbal medicine in the regulation of oxidative stress in treating hypertension: from therapeutics to mechanisms. Chin Med 2024; 19:150. [PMID: 39468572 PMCID: PMC11520704 DOI: 10.1186/s13020-024-01022-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Accepted: 10/11/2024] [Indexed: 10/30/2024] Open
Abstract
BACKGROUND Although the pathogenesis of essential hypertension is not clear, a large number of studies have shown that oxidative stress plays an important role in the occurrence and development of hypertension and target organ damage. PURPOSE This paper systematically summarizes the relationship between oxidative stress and hypertension, and explores the potential mechanisms of Chinese herbal medicine (CHM) in the regulation of oxidative stress in hypertension, aiming to establish a scientific basis for the treatment of hypertension with CHM. METHODS To review the efficacy and mechanism by which CHM treat hypertension through targeting oxidative stress, data were searched from PubMed, EMBASE, the Cochrane Central Register of Controlled Trials, the Chinese National Knowledge Infrastructure, the VIP Information Database, the Chinese Biomedical Literature Database, and the Wanfang Database from their inception up to January 2024. NPs were classified and summarized by their mechanisms of action. RESULTS In hypertension, the oxidative stress pathway of the body is abnormally activated, and the antioxidant system is inhibited, leading to the imbalance between the oxidative and antioxidative capacity. Meanwhile, excessive production of reactive oxygen species can lead to endothelial damage and vascular dysfunction, resulting in inflammation and immune response, thereby promoting the development of hypertension and damaging the heart, brain, kidneys, blood vessels, and other target organs. Numerous studies suggested that inhibiting oxidative stress may be the potential therapeutic target for hypertension. In recent years, the clinical advantages of traditional Chinese medicine (TCM) in the treatment of hypertension have gradually attracted attention. TCM, including active ingredients of CHM, single Chinese herb, TCM classic formula and traditional Chinese patent medicine, can not only reduce blood pressure, improve clinical symptoms, but also improve oxidative stress, thus extensively affect vascular endothelium, renin-angiotensin-aldosterone system, sympathetic nervous system, target organ damage, as well as insulin resistance, hyperlipidemia, hyperhomocysteinemia and other pathological mechanisms and hypertension related risk factors. CONCLUSIONS CHM display a beneficial multi-target, multi-component, overall and comprehensive regulation characteristics, and have potential value for clinical application in the treatment of hypertension by regulating the level of oxidative stress.
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Affiliation(s)
- Zixuan Jin
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, No.5 Beixian Ge, Xicheng District, Beijing, 100053, China
| | - Yu Lan
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, No.5 Beixian Ge, Xicheng District, Beijing, 100053, China
| | - Junying Li
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, No.5 Beixian Ge, Xicheng District, Beijing, 100053, China
| | - Pengqian Wang
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing, 100700, China
| | - Xingjiang Xiong
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, No.5 Beixian Ge, Xicheng District, Beijing, 100053, China.
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Sudin A, Chong C, Hassan R. Incidence and Factors Associated With Post-Sternotomy Pain Syndrome in the National Heart Institute, Malaysia. J Cardiothorac Vasc Anesth 2024; 38:466-474. [PMID: 38114372 DOI: 10.1053/j.jvca.2023.11.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 10/09/2023] [Accepted: 11/03/2023] [Indexed: 12/21/2023]
Abstract
OBJECTIVE To determine the incidence of poststernotomy pain syndrome (PSPS) after open cardiac surgery in 2021. To determine characteristics and assess the severity of symptoms in patients diagnosed with PSPS. To identify factors that can be associated with patients who were positive for PSPS. DESIGN AND METHODOLOGY This study used a retrospective observational approach. Logistic regression analysis was employed to identify factors associated with the positive group. SETTING This study included all adult patients who underwent open cardiac surgery at the National Heart Institute, Malaysia, in 2021. PARTICIPANTS A total of 1,395 patients were enrolled. INTERVENTIONS The study involved conducting phone interviews to assess the presence of PSPS, followed by administering the Brief Pain Inventory questionnaire in the positive group to identify characteristics and severity of chronic pain. MEASUREMENTS AND MAIN RESULTS The incidence of PSPS after open cardiac surgery in 2021 was 20.35%. A total of 17.7% of patients reported that pain affected their daily activities, sleep, or emotions. Univariate analysis identified factors associated with PSPS, including age <60 years old, body mass index >30 kg/m2, history of previous percutaneous coronary intervention, ejection fraction <50%, the absence of chronic kidney disease (CKD), and internal mammary artery harvesting (p < 0.05). Multivariate analysis revealed that 4 independent factors were associated with PSPS: age <60 years old, history of previous percutaneous coronary intervention, ejection fraction <50%, and the absence of CKD (as compared with CKD) (p < 0.05). CONCLUSIONS Poststernotomy pain syndrome is a complex issue affected by various factors. Although the pain score may not be as severe as previously believed, it remains crucial to recognize PSPS because a significant proportion of patients are affected.
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Affiliation(s)
- Arif Sudin
- Anesthesia & Intensive Care department, National Heart Institute (IJN), Kuala Lumpur, Malaysia.
| | - Collins Chong
- Department of Anaesthesia & Intensive Care, Faculty of Medicine & Health Science, Universiti Putra Malaysia, Serdang, Selangor, Malaysia
| | - Rozaini Hassan
- Anesthesia & Intensive Care department, National Heart Institute (IJN), Kuala Lumpur, Malaysia
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Nemoto W, Yamagata R, Nakagawasai O, Tan-No K. Angiotensin-Related Peptides and Their Role in Pain Regulation. BIOLOGY 2023; 12:biology12050755. [PMID: 37237567 DOI: 10.3390/biology12050755] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Revised: 05/19/2023] [Accepted: 05/20/2023] [Indexed: 05/28/2023]
Abstract
Angiotensin (Ang)-generating system has been confirmed to play an important role in the regulation of fluid balance and blood pressure and is essential for the maintenance of biological functions. Ang-related peptides and their receptors are found throughout the body and exhibit diverse physiological effects. Accordingly, elucidating novel physiological roles of Ang-generating system has attracted considerable research attention worldwide. Ang-generating system consists of the classical Ang-converting enzyme (ACE)/Ang II/AT1 or AT2 receptor axis and the ACE2/Ang (1-7)/MAS1 receptor axis, which negatively regulates AT1 receptor-mediated responses. These Ang system components are expressed in various tissues and organs, forming a local Ang-generating system. Recent findings indicate that changes in the expression of Ang system components under pathological conditions are involved in the development of neuropathy, inflammation, and their associated pain. Here, we summarized the effects of changes in the Ang system on pain transmission in various organs and tissues involved in pain development process.
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Affiliation(s)
- Wataru Nemoto
- Division of Pharmacology, Faculty of Pharmaceutical Sciences, Tohoku Medical and Pharmaceutical University, Sendai 981-8558, Japan
| | - Ryota Yamagata
- Division of Pharmacology, Faculty of Pharmaceutical Sciences, Tohoku Medical and Pharmaceutical University, Sendai 981-8558, Japan
| | - Osamu Nakagawasai
- Division of Pharmacology, Faculty of Pharmaceutical Sciences, Tohoku Medical and Pharmaceutical University, Sendai 981-8558, Japan
| | - Koichi Tan-No
- Division of Pharmacology, Faculty of Pharmaceutical Sciences, Tohoku Medical and Pharmaceutical University, Sendai 981-8558, Japan
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Karádi DÁ, Galambos AR, Lakatos PP, Apenberg J, Abbood SK, Balogh M, Király K, Riba P, Essmat N, Szűcs E, Benyhe S, Varga ZV, Szökő É, Tábi T, Al-Khrasani M. Telmisartan Is a Promising Agent for Managing Neuropathic Pain and Delaying Opioid Analgesic Tolerance in Rats. Int J Mol Sci 2023; 24:7970. [PMID: 37175678 PMCID: PMC10178315 DOI: 10.3390/ijms24097970] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 04/18/2023] [Accepted: 04/25/2023] [Indexed: 05/15/2023] Open
Abstract
Despite the large arsenal of analgesic medications, neuropathic pain (NP) management is not solved yet. Angiotensin II receptor type 1 (AT1) has been identified as a potential target in NP therapy. Here, we investigate the antiallodynic effect of AT1 blockers telmisartan and losartan, and particularly their combination with morphine on rat mononeuropathic pain following acute or chronic oral administration. The impact of telmisartan on morphine analgesic tolerance was also assessed using the rat tail-flick assay. Morphine potency and efficacy in spinal cord samples of treated neuropathic animals were assessed by [35S]GTPγS-binding assay. Finally, the glutamate content of the cerebrospinal fluid (CSF) was measured by capillary electrophoresis. Oral telmisartan or losartan in higher doses showed an acute antiallodynic effect. In the chronic treatment study, the combination of subanalgesic doses of telmisartan and morphine ameliorated allodynia and resulted in a leftward shift in the dose-response curve of morphine in the [35S]GTPγS binding assay and increased CSF glutamate content. Telmisartan delayed morphine analgesic-tolerance development. Our study has identified a promising combination therapy composed of telmisartan and morphine for NP and opioid tolerance. Since telmisartan is an inhibitor of AT1 and activator of PPAR-γ, future studies are needed to analyze the effect of each component.
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Affiliation(s)
- David Á. Karádi
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (D.Á.K.); (A.R.G.); (J.A.); (S.K.A.); (M.B.); (K.K.); (P.R.); (N.E.); (Z.V.V.)
| | - Anna Rita Galambos
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (D.Á.K.); (A.R.G.); (J.A.); (S.K.A.); (M.B.); (K.K.); (P.R.); (N.E.); (Z.V.V.)
| | - Péter P. Lakatos
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (P.P.L.); (É.S.); (T.T.)
| | - Joost Apenberg
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (D.Á.K.); (A.R.G.); (J.A.); (S.K.A.); (M.B.); (K.K.); (P.R.); (N.E.); (Z.V.V.)
| | - Sarah K. Abbood
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (D.Á.K.); (A.R.G.); (J.A.); (S.K.A.); (M.B.); (K.K.); (P.R.); (N.E.); (Z.V.V.)
| | - Mihály Balogh
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (D.Á.K.); (A.R.G.); (J.A.); (S.K.A.); (M.B.); (K.K.); (P.R.); (N.E.); (Z.V.V.)
- Pharmaceutical Analysis, Groningen Research Institute of Pharmacy, Faculty of Science and Engineering, University of Groningen, 9700 AD Groningen, The Netherlands
| | - Kornél Király
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (D.Á.K.); (A.R.G.); (J.A.); (S.K.A.); (M.B.); (K.K.); (P.R.); (N.E.); (Z.V.V.)
| | - Pál Riba
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (D.Á.K.); (A.R.G.); (J.A.); (S.K.A.); (M.B.); (K.K.); (P.R.); (N.E.); (Z.V.V.)
| | - Nariman Essmat
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (D.Á.K.); (A.R.G.); (J.A.); (S.K.A.); (M.B.); (K.K.); (P.R.); (N.E.); (Z.V.V.)
| | - Edina Szűcs
- Biological Research Center, Institute of Biochemistry, Temesvári krt. 62, H-6726 Szeged, Hungary; (E.S.); (S.B.)
| | - Sándor Benyhe
- Biological Research Center, Institute of Biochemistry, Temesvári krt. 62, H-6726 Szeged, Hungary; (E.S.); (S.B.)
| | - Zoltán V. Varga
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (D.Á.K.); (A.R.G.); (J.A.); (S.K.A.); (M.B.); (K.K.); (P.R.); (N.E.); (Z.V.V.)
| | - Éva Szökő
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (P.P.L.); (É.S.); (T.T.)
| | - Tamás Tábi
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (P.P.L.); (É.S.); (T.T.)
| | - Mahmoud Al-Khrasani
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, Nagyvárad tér 4, H-1089 Budapest, Hungary; (D.Á.K.); (A.R.G.); (J.A.); (S.K.A.); (M.B.); (K.K.); (P.R.); (N.E.); (Z.V.V.)
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Sun Y, Liu X, Wang L, Li L, Quan X, Shi H, Wang T, Mei L, Chen Y, Zhang Y, Li J, Meng R, Wang J, Dai F. Losartan attenuates acetic acid enema-induced visceral hypersensitivity by inhibiting the ACE1/Ang II/AT1 receptor axis in enteric glial cells. Eur J Pharmacol 2023; 946:175650. [PMID: 36907262 DOI: 10.1016/j.ejphar.2023.175650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 03/02/2023] [Accepted: 03/07/2023] [Indexed: 03/12/2023]
Abstract
Enteric glial cells (EGCs) play an important role in visceral hypersensitivity associated with irritable bowel syndrome (IBS). Losartan (Los) is known to reduce pain; however, its function in IBS is unclear. The present study aimed to investigate Los's therapeutic effect on visceral hypersensitivity in IBS rats. Thirty rats were randomly divided into control, acetic acid enema (AA), AA + Los low, medium and high dose groups in vivo. EGCs were treated with lipopolysaccharide (LPS) and Los in vitro. The molecular mechanisms were explored by assessing the expression of EGC activation markers, pain mediators, inflammatory factors and angiotensin-converting enzyme 1(ACE1)/angiotensin II (Ang II)/Ang II type 1 (AT1) receptor axis molecules in colon tissue and EGCs. The results showed that the rats in the AA group showed significantly higher visceral hypersensitivity than the control rats, which was alleviated by different doses of Los. The expression of GFAP, S100β, substance P (SP), calcitonin gene-related peptide (CGRP), transient receptor potential vanilloid 1 (TRPV1), tumor necrosis factor (TNF), interleukin-1β (IL-1β) and interleukin-6 (IL-6) was considerably increased in colonic tissues of AA group rats and LPS-treated EGCs compared with control rats and EGCs, and reduced by Los. In addition, Los reversed ACE1/Ang II/AT1 receptor axis upregulation in AA colon tissues and LPS-treated EGCs. These results show that Los inhibits ACE1/Ang II/AT1 receptor axis upregulation by suppressing EGC activation, resulting in reduced expression of pain mediators and inflammatory factors, thereby alleviating visceral hypersensitivity.
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Affiliation(s)
- Yating Sun
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Xiaohui Liu
- Department of Bone and Joint Surgery, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Lianli Wang
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Laifu Li
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Xiaojing Quan
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Haitao Shi
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Ting Wang
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Lin Mei
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Yindi Chen
- Department of Gastroenterology, Xi'an People's Hospital, Xi'an, China.
| | - Yue Zhang
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Jingyao Li
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Ruiting Meng
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Jinhai Wang
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
| | - Fei Dai
- Department of Gastroenterology, Second Affifiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
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Sriwatananukulkit O, Desclaux S, Tawonsawatruk T, Srikuea R, Himakhun W, Likitnukul S, Hemstapat R. Effectiveness of losartan on infrapatellar fat pad/synovial fibrosis and pain behavior in the monoiodoacetate-induced rat model of osteoarthritis pain. Biomed Pharmacother 2023; 158:114121. [PMID: 36516695 DOI: 10.1016/j.biopha.2022.114121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 11/29/2022] [Accepted: 12/09/2022] [Indexed: 12/14/2022] Open
Abstract
Infrapatellar fat pad (IFP)/ synovial fibrosis is closely associated with the clinical symptoms of joint pain and stiffness, which contribute to locomotor restriction in osteoarthritis (OA) patients. Hence, this study was designed to gain insight on whether losartan, a selective angiotensin II type 1 receptor (AT1R) antagonist, has therapeutic benefit to reverse IFP/synovial fibrosis and secondarily to attenuate pain behavior. In male Wistar rats with monoiodoacetic acid (MIA)-induced IFP/synovial fibrosis, a possible role for increased AT1R expression in the pathogenesis of IFP/synovial fibrosis was assessed over an 8-week period. Pain behavior comprised static weight bearing and von Frey paw withdrawal thresholds (PWTs), which were assessed once or twice weekly, respectively. Groups of MIA-rats received oral losartan (30-mg/kg; n = 8 or 100-mg/kg; n = 9) or vehicle (n = 9) for 28-days according to a prevention protocol. Animals were euthanized on day 28 and various tissues (IFP/synovium, cartilage and lumbar dorsal root ganglia (DRGs)) were collected for histological, immunohistochemical and western blot analyses. Administration of once-daily losartan for 28-days dose-dependently attenuated the development of static weight bearing. This was accompanied by reduced IFP/synovial fibrosis and suppression of TGF-β1 expression. Chronic treatment of MIA-rats with losartan had an anti-fibrotic effect and it attenuated pain behavior in this animal model.
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Affiliation(s)
- Orada Sriwatananukulkit
- Department of Pharmacology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand.
| | - Scarlett Desclaux
- Department of Pharmacology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand.
| | | | - Ratchakrit Srikuea
- Department of Physiology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand.
| | - Wanwisa Himakhun
- Department of Pathology and Forensic Medicine, Faculty of Medicine, Thammasat University, Pathumthani 12120, Thailand.
| | - Sutharinee Likitnukul
- Department of Pharmacology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand.
| | - Ruedee Hemstapat
- Department of Pharmacology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand.
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Clinical Characteristics, Treatment Effectiveness, and Predictors of Response to Pharmacotherapeutic Interventions Among Patients with Herpetic-Related Neuralgia: A Retrospective Analysis. Pain Ther 2021; 10:1511-1522. [PMID: 34510386 PMCID: PMC8586103 DOI: 10.1007/s40122-021-00303-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 08/05/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND The treatment for herpetic-related neuralgia focuses on symptom control by use of antiviral drugs, anticonvulsants, and tricyclic antidepressants. We aimed to explore the clinical characteristics associated with medication responsiveness, and to build a classifier for identification of patients who have risk of inadequate pain management. METHODS We recruited herpetic-related neuralgia patients during a 3-year period. Patients were stratified into a medication-resistant pain (MRP) group when the pain decrease in the visual analogue scale (VAS) is < 3 points, and otherwise a medication-sensitive pain (MSP) group. Multivariate logistic regression was performed to determine the factors associated with MRP. We fitted four machine learning (ML) models, namely logistic regression, random forest, supporting vector machines (SVM), and naïve Bayes with clinical characteristics gathered at admission to identify patients with MRP. RESULTS A total of 213 patients were recruited, and 132 (61.97%) patients were diagnosed with MRP. Subacute herpes zoster (HZ) (vs. acute, OR 8.95, 95% CI 3.15-29.48, p = 0.0001), severe lesion (vs. mild lesion, OR 3.84, 95% CI 1.44-10.81, p = 0.0084), depressed mood (unit increase OR 1.10, 95% CI 1.00-1.20, p = 0.0447), and hypertension (hypertension, vs. no hypertension, OR 0.36, 95% CI 0.14-0.87, p = 0.0266) were significantly associated with MRP. Among four ML models, SVM had the highest accuracy (0.917) and receiver operating characteristic-area under the curve (0.918) to discriminate MRP from MSP. Phase of disease is the most important feature when fitting ML models. CONCLUSIONS Clinical characteristics collected before treatment could be adopted to identify patients with MRP.
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Sang CN, Schmidt WK. Aligning New Approaches to Accelerate the Development of Non-opioid Analgesic Therapies. Neurotherapeutics 2020; 17:765-769. [PMID: 33058022 PMCID: PMC7609808 DOI: 10.1007/s13311-020-00935-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/21/2020] [Indexed: 12/13/2022] Open
Affiliation(s)
- Christine N Sang
- Translational Pain Research, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA.
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