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Okmi M, Ang TF, Mohd Zaki MF, Ku CS, Phan KY, Wahyudi I, Por LY. Mobile Phone Network Data in the COVID-19 era: A systematic review of applications, socioeconomic factors affecting compliance to non-pharmaceutical interventions, privacy implications, and post-pandemic economic recovery strategies. PLoS One 2025; 20:e0322520. [PMID: 40299886 PMCID: PMC12040144 DOI: 10.1371/journal.pone.0322520] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2024] [Accepted: 03/19/2025] [Indexed: 05/01/2025] Open
Abstract
BACKGROUND The use of traditional mobility datasets, such as travel surveys and census data, has significantly impacted various disciplines, including transportation, urban sensing, criminology, and healthcare. However, because these datasets represent only discrete instances of measurement, they miss continuous temporal shifts in human activities, failing to record the majority of human mobility patterns in real-time. Bolstered by the rapid expansion of telecommunication networks and the ubiquitous use of smartphones, mobile phone network data (MPND) played a pivotal role in fighting and controlling the spread of COVID-19. METHODS We conduct an extensive review of the state-of-the-art and recent advancements in the application of MPND for analyzing the early and post-stages of the COVID-19 pandemic, following Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Additionally, we evaluate and assess the included studies using the Mixed Methods Appraisal Tool (MMAT) and the Critical Appraisal Skills Programme (CASP). Furthermore, we apply bibliometric analysis to visualize publication structures, co-authorship networks, and keyword co-occurrence networks. RESULTS After the full-text screening process against the inclusion and exclusion criteria, our systematic literature review identified 55 studies that utilized MPND in the context of the COVID-19 pandemic: 46 (83.6%) were quantitative, and 9 (16.4%) were qualitative. These quantitative studies can be classified into five main groups: monitoring and tracking of human mobility patterns (n = 11), investigating the correlation between mobility patterns and the spread of COVID-19 (n = 7), analyzing the recovery of economic activities and travel patterns (n = 5), assessing factors associated with NPI compliance (n = 5), and investigating the impact of COVID-19 lockdowns and non-pharmaceutical interventions (NPI) measures on human behaviors, urban dynamics, and economic activity (n = 18). In addition, our findings indicate that NPI measures had a significant impact on reducing human movement and dynamics. However, demographics, political party affiliation, socioeconomic inequality, and racial inequality had a significant impact on population adherence to NPI measures, which could increase disease spread and delay social and economic recovery. CONCLUSION The usage of MPND for monitoring and tracking human activities and mobility patterns during the COVID-19 pandemic raises privacy implications and ethical concerns. Thus, striking a balance between meeting the ethical requirements and maintaining privacy risks should be further discovered and investigated in the future.
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Affiliation(s)
- Mohammed Okmi
- Department of Computer System and Technology, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Wilayar Persekutuan, Malaysia
- Department of Information Technology and Security, Jazan University, Jazan, Saudi Arabia
| | - Tan Fong Ang
- Department of Computer System and Technology, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Wilayar Persekutuan, Malaysia
| | - Muhammad Faiz Mohd Zaki
- Department of Computer System and Technology, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Wilayar Persekutuan, Malaysia
| | - Chin Soon Ku
- Department of Computer Science, Universiti Tunku Abdul Rahman, Kampar, Perak, Malaysia
| | - Koo Yuen Phan
- Department of Computer Science, Universiti Tunku Abdul Rahman, Kampar, Perak, Malaysia
| | - Irfan Wahyudi
- Department of Communications, Faculty of Social and Political Sciences, Universitas Airlangga, Surabaya, Jawa Timur, Indonesia
| | - Lip Yee Por
- Department of Computer System and Technology, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Wilayar Persekutuan, Malaysia
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Lamer A, Saint-Dizier C, Levaillant M, Hamel-Broza JF, Ayed E, Chazard E, Bubrovszky M, D'Hondt F, Génin M, Horn M. Prolonged increase in psychotropic drug use among young women following the COVID-19 pandemic: a French nationwide retrospective study. BMC Med 2024; 22:274. [PMID: 38956514 PMCID: PMC11218156 DOI: 10.1186/s12916-024-03496-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Accepted: 06/20/2024] [Indexed: 07/04/2024] Open
Abstract
BACKGROUND The COVID-19 pandemic has had a significant impact on mental health, with evidence suggesting an enduring mental health crisis. Studies worldwide observed increased usage of antidepressants, anxiolytics, and hypnotics during the pandemic, notably among young people and women. However, few studies tracked consumption post-2021. Our study aimed to fill this gap by investigating whether the surge in the number psychotropic drug consumers in France persisted 2 years after the first lockdown, particularly focusing on age and gender differences. METHODS We conducted a national retrospective observational study based on the French national insurance database. We retrieved all prescriptions of anxiolytics, hypnotics, and antidepressants dispensed in pharmacies in France for the period 2015-2022. We performed interrupted time series analyses based on Poisson models for five age classes (12-18; 19-25; 26-50; 51-75; 76 and more) to assess the trend before lockdown, the gap induced and the change in trend after. RESULTS In the overall population, the number of consumers remained constant for antidepressants while it decreased for anxiolytics and hypnotics. Despite this global trend, a long-term increase was observed in the 12-18 and 19-25 groups for the three drug classes. Moreover, for these age classes, the increases were more pronounced for women than men, except for hypnotics where the trends were similar. CONCLUSIONS The number of people using antidepressants continues to increase more than 2 years after the first lockdown, showing a prolonged effect on mental health. This effect is particularly striking among adolescents and young adults confirming the devastating long-term impact of the pandemic on their mental health.
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Affiliation(s)
- Antoine Lamer
- Fédération Régionale de Recherche en Psychiatrie Et Santé Mentale - F2RSM Psy, Hauts-de-France, Saint-André-Lez-Lille, France.
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France.
| | - Chloé Saint-Dizier
- Fédération Régionale de Recherche en Psychiatrie Et Santé Mentale - F2RSM Psy, Hauts-de-France, Saint-André-Lez-Lille, France
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | | | - Jean-François Hamel-Broza
- Department of Methodology and Biostatistics, CHU Angers, Angers, France
- Inserm, U1085, Irset, équipe ESTER, université d'Angers, faculté de santé, Angers, France
| | - Eiya Ayed
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | - Emmanuel Chazard
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | - Maxime Bubrovszky
- Fédération Régionale de Recherche en Psychiatrie Et Santé Mentale - F2RSM Psy, Hauts-de-France, Saint-André-Lez-Lille, France
| | - Fabien D'Hondt
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Lille, 59000, France
- Centre National de Ressources Et de Résilience (Cn2r) Lille-Paris, Lille, France
| | - Michael Génin
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | - Mathilde Horn
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Lille, 59000, France
- Centre National de Ressources Et de Résilience (Cn2r) Lille-Paris, Lille, France
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Tiger M, Castelpietra G, Wesselhoeft R, Lundberg J, Reutfors J. Utilization of antidepressants, anxiolytics, and hypnotics during the COVID-19 pandemic. Transl Psychiatry 2024; 14:175. [PMID: 38575574 PMCID: PMC10995182 DOI: 10.1038/s41398-024-02894-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 03/19/2024] [Accepted: 03/25/2024] [Indexed: 04/06/2024] Open
Abstract
Since the onset of the COVID-19 pandemic, there have been concerns over the mental health impact of COVID-19. This is a review of the utilization of antidepressants, anxiolytics, and hypnotics since the COVID-19 pandemic was declared on March the 11th 2020. A number of reports so far have been based on large prescription databases for administrative use at the national or regional level, but mainly in high-income countries. We found studies reporting increased prescription rates of antidepressants, anxiolytics, and hypnotics during March 2020, which has been interpreted as hoarding of such medications. In the following months, most studies of antidepressant prescription rates did not display a clear pattern of change compared with prepandemic trends. In later phases of the pandemic small increases in utilization of antidepressants, with higher than predicted prescription rates, have been the most consistent finding, especially in youth. In most high-income countries, there were increasing trends in utilization of antidepressants also before 2020, which needs to be considered when estimating utilization during the pandemic, whereas for anxiolytics and hypnotics, the prepandemic patterns of prescriptions were more varying. Overall, after March 2020 we could not find any distinct changes in the utilization of anxiolytics and hypnotics during the COVID-19 pandemic. Most studies did not contain information about the prevalence of indicated psychiatric disorders in the studied populations. More studies are needed about the long-term effects of COVID-19, particularly regarding utilization of antidepressants. Research relating antidepressant utilization with the prevalence of major depression and anxiety disorders would promote a better understanding of how well antidepressant prescription rates reflect the needs of the population.
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Affiliation(s)
- Mikael Tiger
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Services, Region Stockholm, Sweden.
| | - Giulio Castelpietra
- Outpatient and Inpatient Care Service, Central Health Directorate, Region Friuli Venezia Giulia, Trieste, Italy
- Department Adult 2, Centre Neuchâteloise de Psychiatrie, Marin-Epagnier, Préfargier, Switzerland
| | - Rikke Wesselhoeft
- Clinical Pharmacology, Pharmacy and Environmental Medicine, Department of Public Health, University of Southern Denmark, Odense, Denmark
- Research Unit of Child and Adolescent Psychiatry, Institute for Clinical Research, University of Southern Denmark, Odense, Denmark
- Centre for Pharmacoepidemiology, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | - Johan Lundberg
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Services, Region Stockholm, Sweden
| | - Johan Reutfors
- Centre for Pharmacoepidemiology, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
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Armando LG, Baroetto Parisi R, Rolando C, Esiliato M, Vinciguerra V, Bertiond C, Diarassouba A, Cena C, Miglio G. Impact of the COVID-19 Pandemic on the Use of Antidepressants by Young Adults in the ASL TO4 Regione Piemonte (Italy). PHARMACY 2024; 12:21. [PMID: 38392928 PMCID: PMC10892218 DOI: 10.3390/pharmacy12010021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 01/08/2024] [Accepted: 01/20/2024] [Indexed: 02/25/2024] Open
Abstract
The association between younger age and poorer mental health during the COVID-19 pandemic has been documented. Whether these changes were associated with a change in antidepressant (AD) use is not well understood. This study aimed to estimate the impact of the COVID-19 pandemic on AD use by young adults in the ASL TO4 Regione Piemonte (Italy). The impact of the pandemic on the weekly prevalence of AD users was assessed using interrupted time-series analysis with autoregressive integrated moving average models. A total of 1071 subjects (18-22 years with ≥1 AD dispensation) were included in the study. The observed prevalence was lower than the predicted value for several weeks after the introduction of the lockdown. However, it was consistently higher than the predicted values from week 134. The maximum difference between observed and predicted values (25 subjects per 10,000 young adults) was found at week 170. Changes in AD use were observed in both genders and were more pronounced for selective serotonin reuptake inhibitors. In conclusion, the impact of the COVID-19 pandemic on the mental health of young adults is likely to be significant in the coming years, which may place a future burden on pharmaceutical public health and community health.
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Affiliation(s)
- Lucrezia Greta Armando
- Department of Drug Science and Technology, University of Turin, Via Pietro Giuria 9, 10125 Turin, Italy;
| | - Raffaella Baroetto Parisi
- Struttura Complessa Farmacia Territoriale ASL TO4, Regione Piemonte, Via Po 11, 10034 Chivasso, Italy; (R.B.P.); (C.R.); (M.E.); (V.V.); (C.B.); (A.D.)
| | - Cristina Rolando
- Struttura Complessa Farmacia Territoriale ASL TO4, Regione Piemonte, Via Po 11, 10034 Chivasso, Italy; (R.B.P.); (C.R.); (M.E.); (V.V.); (C.B.); (A.D.)
| | - Mariangela Esiliato
- Struttura Complessa Farmacia Territoriale ASL TO4, Regione Piemonte, Via Po 11, 10034 Chivasso, Italy; (R.B.P.); (C.R.); (M.E.); (V.V.); (C.B.); (A.D.)
| | - Valeria Vinciguerra
- Struttura Complessa Farmacia Territoriale ASL TO4, Regione Piemonte, Via Po 11, 10034 Chivasso, Italy; (R.B.P.); (C.R.); (M.E.); (V.V.); (C.B.); (A.D.)
| | - Cecilia Bertiond
- Struttura Complessa Farmacia Territoriale ASL TO4, Regione Piemonte, Via Po 11, 10034 Chivasso, Italy; (R.B.P.); (C.R.); (M.E.); (V.V.); (C.B.); (A.D.)
| | - Abdoulaye Diarassouba
- Struttura Complessa Farmacia Territoriale ASL TO4, Regione Piemonte, Via Po 11, 10034 Chivasso, Italy; (R.B.P.); (C.R.); (M.E.); (V.V.); (C.B.); (A.D.)
| | - Clara Cena
- Department of Drug Science and Technology, University of Turin, Via Pietro Giuria 9, 10125 Turin, Italy;
| | - Gianluca Miglio
- Department of Drug Science and Technology, University of Turin, Via Pietro Giuria 9, 10125 Turin, Italy;
- Competence Centre for Scientific Computing, University of Turin, Corso Svizzera 185, 10149 Turin, Italy
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García MLN, Martínez PF, Bretón EF, Martínez Alfonso MM, Gil PS. Psychotropic consumption before and during COVID-19 in Asturias, Spain. BMC Public Health 2023; 23:494. [PMID: 36918825 PMCID: PMC10014411 DOI: 10.1186/s12889-023-15360-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 03/02/2023] [Indexed: 03/16/2023] Open
Abstract
BACKGROUND Spain as multiple other countries has been experiencing an increasing and sustained trend in the use of psychotropic medications since the mid 90s. Recent studies show public health measures implemented to control SARS-Cov2, such as mobility restrictions and the shutdown of nonessential activities increased mental suffering, even contributing to a higher number of anxiety, depression and insomnia disorders that could lead to an increase in the consumption of psychotropics. The aims were: 1) Evaluate the temporal trend in psychotropic consumption by pharmacological subgroup, sex, and age group 2) Estimate the effect of the COVID-19 pandemic in the use of psychotropic drugs. METHODS We conducted a retrospective observational study, retrieving all prescriptions of anxiolytics, hypnotics and sedatives, and antidepressants dispensed in pharmacies of Asturias (Northern Spain) for Primary Care patients for the period 2018-2021. We presented the data expressed in Daily Defined Doses (DDDs) for 1000 persons/day (DHD). To estimate changes in DHDs by year and age group we conducted two multiple linear regressions (one for males and one for females) for every pharmacological subgroup studied. Changes were considered statistically significant when the regression coefficient was p < 0.05. We used the Software R 4.1.0. RESULTS For the studied period, the highest DHDs are for antidepressants, although all of the subgroups experienced an increase in consumption rates. Women consumed more psychotropic drugs than men. In 2021, 372 out of every 1000 women were taking daily 1 DDD of these drugs versus 184 out of every 1000 men. Consumption rates for all psychotropic drugs progressively increases with age. Conversely, the biggest increases in consumption were among the youngest age groups (0-14 and 15-29 years) for women, while for men there is more variability. The regression models suggest an upward trend in psychotropic consumption during all the period, especially remarkable from 2020, for both genders and all age groups. CONCLUSIONS - The consumption of psychotropic drugs has gradually increased over the last 4 years, with a significant boost starting in 2020 for both sexes, matching the start of the SARS-COV2 pandemic and the implementation of strict Public Health measures to contain it. - The increase observed on children and adolescents is a matter of concern.
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Affiliation(s)
- María Luisa Nicieza García
- Health Department, General Directorate of Health Policy and Planning, Asturias, Spain.
- Biostatistics and Epidemiology Platform, Health Research Institute of Asturias, Asturias, Spain.
| | | | - Eva Fernández Bretón
- Biostatistics and Epidemiology Platform, Health Research Institute of Asturias, Asturias, Spain
| | | | - Patricio Suárez Gil
- Biostatistics and Epidemiology Platform, Health Research Institute of Asturias, Asturias, Spain
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