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Zhang Y, Wang T, Wang Y, Cao J. Knowledge discovery of diseases symptoms and rehabilitation measures in Q&A communities. Sci Rep 2025; 15:13593. [PMID: 40253551 PMCID: PMC12009415 DOI: 10.1038/s41598-025-98300-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2024] [Accepted: 04/10/2025] [Indexed: 04/21/2025] Open
Abstract
Rehabilitation-related diseases have long recovery times, making frequent hospital visits impractical for patients. There is a high demand for online rehabilitation advice, but valuable Q&A information in online health communities remains largely untapped, leading to wasted medical resources. This study developed a BERT-BiGRU-attention model to extract three types of entity relationships: disease symptoms, appropriate rehabilitation measures, and inappropriate rehabilitation measures. This model achieved optimal knowledge extraction results. We then used a clustering analysis model to group disease-related knowledge, helping to uncover useful information for rehabilitation patients, assist in medical diagnosis, and enhance health education.
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Affiliation(s)
- Yanli Zhang
- College of Business Administration, Henan Finance University, Zhengzhou, 451464, China
| | - Tao Wang
- Information Technology Office, Henan Finance University, Zhengzhou, 451464, China
| | - Yan Wang
- School of Politics and Law, Hubei University of Arts and Science, Xiangyang, 441053, China.
| | - Jingyu Cao
- Global Cooperation Division, China Development Bank Qinghai Branch, Xining, 810001, China
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Perelló M, Rio-Aigé K, Cereza G, Rius P, Pérez-Cano FJ, Rabanal M. Abuse and misuse of tramadol in patients with non-oncologic pain in a region of Southern Europe. J Pharm Policy Pract 2025; 18:2457406. [PMID: 39931672 PMCID: PMC11809172 DOI: 10.1080/20523211.2025.2457406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Accepted: 01/18/2025] [Indexed: 02/13/2025] Open
Abstract
Background Tramadol can cause dependence even within the recommended dose range. Its use has increased recently, especially in patients with chronic pain, and although a growing body of literature identifies a non-therapeutic use, patterns of misuse of tramadol is so far limited. Methods Two-year observational and cross-sectional study (January 2020 - December 2021) was conducted in 75 community pharmacies from Catalonia. To estimate the potential abuse and misuse of tramadol by patients visiting community pharmacy, and to establish the demographic characteristics of the tramadol users, a validated questionnaire based on the Finch criteria was designed. A total of 251 cases were registered. Results Data show that women were more involved (56.6%) and the highest proportion was found in the age interval of 46-65 years (42.6%). The combination of tramadol and paracetamol was reported in 54.6% of the cases and 73.7% corresponded to immediate-release tablets. In 93.6% of the cases, the request was preceded by previous use. Conversely, young men showed a higher non-prescription request for tramadol, reporting acute pain (p < 0.05). These results indicate that there is non-therapeutic use among patients who visit community pharmacies for information on two profiles. Conclusion This study shows that being an aged woman and suffering from chronic pain seems to involve a risk of generating dependence on tramadol. Likewise, a suspicion of recreational use of tramadol by young people has also been identified. There is a need to investigate how to manage chronic pain, given its complexity and take into account the risk of misuse that may come with tramadol. The involvement of characteristics such as gender as well as the pharmaceutical form in the development of tramadol misuse also needs to be analysed deeply. It is mandatory to evaluate the criteria for prescribing tramadol and initiatives to improve the knowledge of the health professionals and the population.
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Affiliation(s)
- M. Perelló
- Council of the Pharmacist’s Association of Catalonia, Barcelona, Spain
- Physiology Section, Department of Biochemistry and Physiology, Faculty of Pharmacy and Food Science, University of Barcelona, Barcelona, Spain
| | - K. Rio-Aigé
- Physiology Section, Department of Biochemistry and Physiology, Faculty of Pharmacy and Food Science, University of Barcelona, Barcelona, Spain
- Institute of Research in Nutrition and Food Safety (INSA), Santa Coloma de Gramenet, Spain
| | - G. Cereza
- Ministry of Health, Government of Catalonia, Barcelona, Spain
| | - P. Rius
- Council of the Pharmacist’s Association of Catalonia, Barcelona, Spain
| | - F. J. Pérez-Cano
- Physiology Section, Department of Biochemistry and Physiology, Faculty of Pharmacy and Food Science, University of Barcelona, Barcelona, Spain
- Institute of Research in Nutrition and Food Safety (INSA), Santa Coloma de Gramenet, Spain
| | - M. Rabanal
- Physiology Section, Department of Biochemistry and Physiology, Faculty of Pharmacy and Food Science, University of Barcelona, Barcelona, Spain
- Institute of Research in Nutrition and Food Safety (INSA), Santa Coloma de Gramenet, Spain
- Ministry of Health, Government of Catalonia, Barcelona, Spain
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Ibsen TL, Zotcheva E, Bergh S, Gerritsen D, Livingston G, Lurås H, Mamelund SE, Rokstad AMM, Strand BH, Oude Voshaar RC, Selbæk G. A longitudinal cohort study on dispensed analgesic and psychotropic medications in older adults before, during, and after the COVID-19 pandemic: the HUNT study. BMC Geriatr 2025; 25:85. [PMID: 39920618 PMCID: PMC11803968 DOI: 10.1186/s12877-025-05745-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Accepted: 01/28/2025] [Indexed: 02/09/2025] Open
Abstract
BACKGROUND There is a growing concern and debate over the inappropriate use of analgesics and psychotropic medications by older adults, especially those with dementia. The long-term effects of the COVID-19 pandemic and lockdown measures on these prescriptions remain uncertain. AIM The primary aim was to examine changes in the prescription of analgesics (opioids and other analgesics) and psychotropics (anxiolytics/sedatives, antidepressants, and antipsychotics) in Norwegian home-dwelling older adults before, during, and up to 2 years after the COVID-19 lockdown, with a particular focus on dementia status. Secondarily, we explored individual characteristics associated with changes in medication prescriptions. METHODS A prospective cohort study using baseline data from 10,464 participants (54% females, mean age 76 years [SD 5.8]) from the Norwegian Trøndelag Health Study (HUNT4 70+) linked with the Norwegian Prescription Database. Age- and education-adjusted Poisson regression was applied to examine changes in prescription fills, and multilevel mixed-effects linear regression was used to estimate the mean sum of defined daily dose (DDD) per person per period during the lockdown (March-September 2020) compared to that during the corresponding months (March-September) in 2019, 2021, and 2022. RESULTS Overall, prescriptions of opioids, other analgesics, and anxiolytics/sedatives were higher in 2022 than during the lockdown. People without dementia had increased prescriptions of opioids, other analgesics, and antidepressants after lockdown, whereas no changes were observed among those with dementia. Increases in prescriptions of opioids, other analgesics, anxiolytics/sedatives, and antidepressants between the lockdown and 2022 occurred mainly among those aged < 80 years, without comorbidities or mental distress, with good physical function, low fear of COVID-19, and no social isolation during COVID-19. CONCLUSION An increase in analgesics and psychotropics after the lockdown was predominantly observed among younger-old and healthier participants. This indicates that in high-income countries, such as Norway, home-dwelling vulnerable individuals seem to have received adequate care. However, the pandemic may have increased the number of vulnerable individuals. These findings should be considered when identifying future nationwide stressors that may impair social interactions and threaten mental health. They also highlight the need to evaluate medication prescriptions for older adults after the pandemic. TRIAL REGISTRATION The study is registered in ClinicalTrials.gov 02.02.2021, with the identification number NCT04792086.
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Affiliation(s)
- Tanja Louise Ibsen
- The Norwegian National Centre for Ageing and Health (Ageing and Health), Vestfold Hospital Trust, 2136, N- 3103, Tønsberg, Norway.
| | - Ekaterina Zotcheva
- The Norwegian National Centre for Ageing and Health (Ageing and Health), Vestfold Hospital Trust, 2136, N- 3103, Tønsberg, Norway
| | - Sverre Bergh
- The Norwegian National Centre for Ageing and Health (Ageing and Health), Vestfold Hospital Trust, 2136, N- 3103, Tønsberg, Norway
- Research centre for Age-related Functional Decline and Disease (AFS), Innlandet Hospital Trust, Ottestad, Norway
| | - Debby Gerritsen
- Department of Primary and Community Care, Radboudum Alzheimer Center, Research Institute for Medical Innovation, Radboud University Nijmegen Medical Center, Nijmegen, The Netherlands
| | - Gill Livingston
- Division of Psychiatry, University College London, London, UK
- Camden and Islington NHS Foundation Trust, London, UK
| | - Hilde Lurås
- Health Services Research Unit, Akershus University Hospital, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Svenn-Erik Mamelund
- Centre for Research on Pandemics & Society (PANSOC), at OsloMet - Oslo Metropolitan University, Oslo, Norway
| | - Anne Marie Mork Rokstad
- The Norwegian National Centre for Ageing and Health (Ageing and Health), Vestfold Hospital Trust, 2136, N- 3103, Tønsberg, Norway
- Faculty of Health Sciences and Social Care, Molde University College, Molde, Norway
| | - Bjørn Heine Strand
- The Norwegian National Centre for Ageing and Health (Ageing and Health), Vestfold Hospital Trust, 2136, N- 3103, Tønsberg, Norway
- Department of Geriatric Medicine, Oslo University Hospital, Oslo, Norway
- Department of Physical Health and Ageing, Norwegian Institute of Public Health, Oslo, Norway
| | - Richard C Oude Voshaar
- University of Groningen, Groningen, The Netherlands
- Department of Psychiatry, University Medical Center Groningen, Groningen, The Netherlands
| | - Geir Selbæk
- The Norwegian National Centre for Ageing and Health (Ageing and Health), Vestfold Hospital Trust, 2136, N- 3103, Tønsberg, Norway
- Department of Geriatric Medicine, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
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Perelló M, Rio-Aige K, Rius P, Pérez-Cano FJ, Rabanal M. Characteristics of Non-Therapeutic Pregabalin Users Detected by a Community Pharmacies Network in a Region of Southern Europe. J Clin Med 2024; 13:5942. [PMID: 39408002 PMCID: PMC11477447 DOI: 10.3390/jcm13195942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Revised: 10/02/2024] [Accepted: 10/04/2024] [Indexed: 10/20/2024] Open
Abstract
Background: Since 2008, several cases of pregabalin abuse have been reported to the European Monitoring Centre for Drugs and Drug Addiction (EMCDDA). Despite this evidence, gabapentinoids are increasingly being prescribed. Moreover, pregabalin is being used in a recreational setting for its dissociative effects and euphoria. Objectives: To assess the characteristics of non-therapeutic users of pregabalin and to show behavioral trends associated with requests for the medicine at community pharmacies. Methods: The Medicine Abuse Observatory (MAO), an epidemiological surveillance system, was able to analyze trends about the most diverted drugs and the behavioral patterns of the population from community pharmacies. We have conducted an observational and cross-sectional study from January 2022 to April 2023, to determinate trends in the behavior of patients who have requested pregabalin in the Catalan Sephanet. Results: Behavior with respect to sex was similar in all health problems, although one difference was raised when considering neuropathic pain, in which the females were more involved (72.7%), especially around 2.5 times more than the males (27.3%, p < 0.05). The study showed a potential recreational use related to patients aged <25 years and patients aged 25-35 years (p < 0.05). Neuropathic pain was mainly identified in patients >65 years. In 75% of the cases, there was a preceding prescription. Conclusions: This study underlines the evidence of non-therapeutic use of pregabalin among the Catalan population and the need to take control measures. Actions should be promoted, both at the level of prescription and dispensing, and focusing on education and knowledge about the risks that may appear with the use of pregabalin.
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Affiliation(s)
- Maria Perelló
- Council of the Pharmacist’s Association of Catalonia, 08009 Barcelona, Spain; (M.P.); (P.R.)
- Physiology Section, Department of Biochemistry and Physiology, Faculty of Pharmacy and Food Science, University of Barcelona, 08028 Barcelona, Spain; (K.R.-A.); (M.R.)
| | - Karla Rio-Aige
- Physiology Section, Department of Biochemistry and Physiology, Faculty of Pharmacy and Food Science, University of Barcelona, 08028 Barcelona, Spain; (K.R.-A.); (M.R.)
- Institute of Research in Nutrition and Food Safety (INSA), 08921 Santa Coloma de Gramenet, Spain
| | - Pilar Rius
- Council of the Pharmacist’s Association of Catalonia, 08009 Barcelona, Spain; (M.P.); (P.R.)
| | - Francisco J. Pérez-Cano
- Physiology Section, Department of Biochemistry and Physiology, Faculty of Pharmacy and Food Science, University of Barcelona, 08028 Barcelona, Spain; (K.R.-A.); (M.R.)
- Institute of Research in Nutrition and Food Safety (INSA), 08921 Santa Coloma de Gramenet, Spain
| | - Manel Rabanal
- Physiology Section, Department of Biochemistry and Physiology, Faculty of Pharmacy and Food Science, University of Barcelona, 08028 Barcelona, Spain; (K.R.-A.); (M.R.)
- Institute of Research in Nutrition and Food Safety (INSA), 08921 Santa Coloma de Gramenet, Spain
- Directorate-General for Healthcare Planning and Regulation, Ministry of Health, Government of Catalonia, 08028 Barcelona, Spain
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Vaughan M, Lucey S, Sahm LJ. Prevalence and Cost of Antipsychotic Prescribing, within the Context of Psycholeptic Prescribing, in the Irish Setting. Healthcare (Basel) 2024; 12:338. [PMID: 38338222 PMCID: PMC10855477 DOI: 10.3390/healthcare12030338] [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: 12/03/2023] [Revised: 01/12/2024] [Accepted: 01/23/2024] [Indexed: 02/12/2024] Open
Abstract
Psycholeptic and specifically antipsychotic prescribing is increasing worldwide each year. This study aims to investigate the prevalence and cost of antipsychotic prescribing, within the wider frame of psycholeptic prescribing, in the Irish context. Quantitative analysis of a dataset from the Primary Care Reimbursement Service relating to cost and prescribing frequency of ATC Class N05 psycholeptic drugs from January 2020-August 2022 inclusive was conducted using Microsoft® Excel® for Microsoft 365 MSO (Version 2311) and STATA 18. Descriptive statistics and time-trend regression analysis were used to investigate the prescribing prevalence of psycholeptics and antipsychotics licensed for use in the Republic of Ireland, and the total cost per funding scheme. The prevalence of psycholeptic prescribing increased yearly from 2020-2022, peaking at 328,572 prescriptions in December 2020 with a total cost of psycholeptic drugs to the State in 2021 of €57,886,250, which was 0.5% of an increase on 2020. Over the 32-month time period, the average monthly cost of psycholeptic drugs was €4,436,469 on the General Medical Services (GMS) scheme and €369,154 on the Drug Payment Scheme (DPS). In 2021, quetiapine, olanzapine, and risperidone were the most prescribed antipsychotics, accounting for 66.58% of antipsychotics prescribed on the GMS scheme. This study identified the large expenditure on psycholeptics and antipsychotics in Ireland, with a higher proportion of the Irish healthcare budget spent on antipsychotics than that of the UK and the USA. The development of Irish antipsychotic prescribing guidelines may allow for structured, cost-effective prescribing.
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Affiliation(s)
- Muireann Vaughan
- Pharmaceutical Care Research Group, School of Pharmacy, University College Cork, T12 K8AF Cork, Ireland
| | - Siobhán Lucey
- Department of Economics, Aras na Laoi, University College Cork, T12 T656 Cork, Ireland;
| | - Laura J. Sahm
- Pharmaceutical Care Research Group, School of Pharmacy, University College Cork, T12 K8AF Cork, Ireland
- Pharmacy Department, Mercy University Hospital, T12 WE28 Cork, Ireland
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Behnoush AH, Bazmi E, Khalaji A, Jafari-Mehdiabad A, Barzegari N, Dehpour AR, Behnoush B. The trend of poisonings before and after the COVID-19 pandemic. Sci Rep 2024; 14:2098. [PMID: 38267612 PMCID: PMC10808127 DOI: 10.1038/s41598-024-52537-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 01/19/2024] [Indexed: 01/26/2024] Open
Abstract
The COVID-19 pandemic has substantially affected people and healthcare systems. One of the main challenges was the reduction and change in the pattern of non-COVID-19 diseases and conditions. Moreover, due to the mental burden of the pandemic, the trend of poisonings and abuses changed. In this study, we aimed to assess the trends of poisonings from different agents before and during the COVID-19 pandemic using the interrupted time series method. This study was conducted at one of the main Tehran referral centers for poisoning, Baharloo Hospital. Pre-COVID-19 period was defined as April 2018 to January 2020 while the COVID-19 time was from February 2020 to March 2022. The total number of monthly poisoning cases in addition to eight categories of drugs/substances/agents were identified, including drugs (such as psychiatric drugs, cardiovascular drugs, and analgesics), opioids, stimulants, methanol, ethanol, cannabis, pesticides, and carbon monoxide. Interrupted time series analysis was performed to compare the pre-pandemic trend of total monthly cases from each category in addition to the proportion (%) of each one. In total, 13,020 cases were poisoned during the study period, among which 6088 belonged to the pre-pandemic period and 6932 were admitted during the COVID-19 era. There was no significant difference in terms of demographic characteristics of patients before and during the pandemic (p-value > 0.05). At the beginning of the pandemic, there was a sudden fall in the number of poisoning patients (- 77.2 cases/month, p-value = 0.003), however, there was a significant increasing trend during the COVID time (3.9 cases/month, p-value = 0.006). Most of the categories had a sharp decrease at the beginning of the pandemic except for methanol and ethanol which had increases, although not significant. Cannabis also had a significant change in slope (- 0.6 cases/month, p-value = 0.016), in addition to the sudden decrease at the beginning of the pandemic (- 10 cases/month, p-value = 0.007). Regarding the proportion of each category from total monthly poisoning cases, methanol, and ethanol had immediate rises of 4.2% per month and 10.1% per month, respectively (both significant). The pandemic had significant effects on the pattern of poisonings from different agents in Iran, the most important of which were alcohol (ethanol and methanol). These differences had policy implications that can be helpful for policymakers and healthcare systems in combating similar situations in the future.
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Affiliation(s)
| | - Elham Bazmi
- Legal Medicine Research Center, Legal Medicine Organization, Tehran, Iran
| | | | | | - Nasrin Barzegari
- School of Medicine, Baharloo Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Ahmad-Reza Dehpour
- Experimental Medicine Research Center, Tehran University of Medical Sciences, Tehran, Iran
- Department of Pharmacology, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Behnam Behnoush
- Department of Forensic Medicine, Tehran University of Medical Sciences, Tehran, Iran.
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