1
|
Yang Z, He H, Wang R, Liu D, Li G, Sun F. Application and Quality of Model-Based Meta-Analysis in Pharmaceutical Research: A Systematic Cross-Sectional Analysis and Practical Considerations. Clin Pharmacol Ther 2024; 116:397-407. [PMID: 38724461 DOI: 10.1002/cpt.3290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Accepted: 04/17/2024] [Indexed: 07/17/2024]
Abstract
Model-based meta-analysis (MBMA) can be used in assisting drug development and optimizing treatment in clinical practice, potentially reducing costs and accelerating drug approval. We aimed to assess the application and quality of MBMA studies. We searched multiple databases to identify MBMA in pharmaceutical research. Eligible MBMA should incorporate pharmacological concepts to construct mathematical models and quantitatively examine and/or predict drug effects. Relevant information was summarized to provide an overview of the application of MBMA. We used AMSTAR-2 and PRISMA 2020 checklists to evaluate the methodological and reporting quality of included MBMA, respectively. A total of 143 MBMA studies were identified. MBMA was increasingly used over time for one or more areas: drug discovery and translational research (n = 8, 5.6%), drug development decision making (n = 42, 29.4%), optimization of clinical trial design (n = 46, 32.2%), medication in special populations (n = 15, 10.5%), and rationality and safety of drug use (n = 71, 49.7%). The included MBMA covered 17 disease areas, with the top three being nervous system diseases (n = 19, 13.2%), endocrine/nutritional/metabolic diseases (n = 17, 11.8%), and neoplasms (n = 16, 11.1%). Of these MBMA studies, 138 (96.5%) were rated as very low quality. The average rate of compliance with PRISMA was only 51.4%. Our findings suggested that MBMA was mainly used to evaluate the efficacy and safety of drugs, with a focus on chronic diseases. The methodological and reporting quality of MBMA should be further improved. Given AMSTAR-2 and PRISMA checklists were not specifically designed for MBMA, adapted assessment checklists for MBMA should be warranted.
Collapse
Affiliation(s)
- Zhirong Yang
- Department of Computational Biology and Medical Big Data, Shenzhen University of Advanced Technology, Shenzhen, China
- Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Hua He
- School of Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Rui Wang
- School of Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Dongyang Liu
- Drug Clinical Trial Center, Peking University Third Hospital, Beijing, China
| | - Ge Li
- College of Public Health Science and Engineering, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Feng Sun
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Key Laboratory of Epidemiology of Major Diseases, Peking University, Beijing, China
| |
Collapse
|
2
|
Khosropanah A, Mehri Ardestani M, Rostami N, Hashemi F, Pasalar M, Hunter J, Heydarirad G. Effects of Chicory and Fumitory on Hot Flashes Among Breast Cancer Survivors: A Randomized, Double-Blind Placebo-Controlled Trial. JOURNAL OF INTEGRATIVE AND COMPLEMENTARY MEDICINE 2023; 29:31-41. [PMID: 36219736 DOI: 10.1089/jicm.2022.0624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Objectives: Hot flashes are unpleasant long-term complications of breast cancer. This study aimed to evaluate the effects of a traditional Persian medicine containing extracts of Cichorium intybus L. (chicory) and Fumaria parviflora L. (Fumitory) extract syrup (CFS) compared with placebo when used as intended. Design: Randomized, double-blind, placebo-controlled clinical trial. Setting/Location: The Oncology Ward of Shahid Modarres Hospital (Tehran, Iran). Subjects: Breast cancer survivors undergoing hormone deprivation therapy. Interventions: Patients were randomly allocated to receive 5 mL CFS or placebo syrup three times a day, for 4 weeks. Outcome measures: The co-primary outcomes were self-reported daily hot flashes frequency and severity scores assessed using self-reported daily dairies, including 1 week of baseline data. Results: Of the 148 patients screened, 137 were eligible, and 96 were randomly allocated to receive either CFS (n = 48) or placebo (n = 48). All participants who returned their dairies were compliant and analyzed as randomized in the a priori per-protocol analysis. After 4 weeks of treatment, both the mean daily hot flashes frequency and severity score had reduced by 57% in the CFS group and 10% in the placebo group. The overall weekly mean daily hot flashes frequency (effect size ηp2 0.221, p < 0.001, n = 66) and severity scores (effect size ηp2 0.160, p = 0.001, n = 66) were significantly lower in the CFS group compared with the placebo group (one-within one-between repeated-measures analysis of variance adjusted for baseline). CFS was well tolerated, with similar proportions of serious and nonserious adverse events occurring in both groups. Conclusions: This is the first study to report the effects of chicory or fumitory for the treatment of hot flashes. The findings provide preliminary evidence that CFS can improve hot flashes in breast cancer survivors undergoing hormone deprivation therapy. More research is warranted to confirm its effectiveness, safety, and mechanisms of action. Clinical Trial Registration: IRCT20210226050506N1.
Collapse
Affiliation(s)
- Alireza Khosropanah
- Department of Internal Medicine, Faculty of Medicine, Dezful University of Medical Sciences, Dezful, Iran
| | - Mojgan Mehri Ardestani
- Department of Persian Medicine, Faculty of Medicine, AJA University of Medical Sciences, Tehran, Iran
| | - Nematollah Rostami
- Department of Oncology, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Fatemeh Hashemi
- Department of Neonatal Nursing, School of Nursing and Midwifery, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mehdi Pasalar
- Research Center for Traditional Medicine and History of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | | | - Ghazaleh Heydarirad
- Department of Traditional Medicine, School of Traditional Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| |
Collapse
|
3
|
Chan P, Peskov K, Song X. Applications of Model-Based Meta-Analysis in Drug Development. Pharm Res 2022; 39:1761-1777. [PMID: 35174432 PMCID: PMC9314311 DOI: 10.1007/s11095-022-03201-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Accepted: 02/11/2022] [Indexed: 12/13/2022]
Abstract
Model-based meta-analysis (MBMA) is a quantitative approach that leverages published summary data along with internal data and can be applied to inform key drug development decisions, including the benefit-risk assessment of a treatment under investigation. These risk-benefit assessments may involve determining an optimal dose compared against historic external comparators of a particular disease indication. MBMA can provide a flexible framework for interpreting aggregated data from historic reference studies and therefore should be a standard tool for the model-informed drug development (MIDD) framework.In addition to pairwise and network meta-analyses, MBMA provides further contributions in the quantitative approaches with its ability to incorporate longitudinal data and the pharmacologic concept of dose-response relationship, as well as to combine individual- and summary-level data and routinely incorporate covariates in the analysis.A common application of MBMA is the selection of optimal dose and dosing regimen of the internal investigational molecule to evaluate external benchmarking and to support comparator selection. Two case studies provided examples in applications of MBMA in biologics (durvalumab + tremelimumab for safety) and small molecule (fenebrutinib for efficacy) to support drug development decision-making in two different but well-studied disease areas, i.e., oncology and rheumatoid arthritis, respectively.Important to the future directions of MBMA include additional recognition and engagement from drug development stakeholders for the MBMA approach, stronger collaboration between pharmacometrics and statistics, expanded data access, and the use of machine learning for database building. Timely, cost-effective, and successful application of MBMA should be part of providing an integrated view of MIDD.
Collapse
Affiliation(s)
- Phyllis Chan
- Clinical Pharmacology, Genentech, 1 DNA Way, South San Francisco, CA, 94080, USA.
| | - Kirill Peskov
- M&S Decisions LLC, Moscow, Russia
- Sechenov First Moscow State Medical University, Moscow, Russia
- STU 'Sirius', Sochi, Russia
| | - Xuyang Song
- Clinical Pharmacology and Quantitative Pharmacology, AstraZeneca, 1 Medimmune Way, Gaithersburg, MD, 20878, USA
| |
Collapse
|
4
|
Hutton B, Hersi M, Cheng W, Pratt M, Barbeau P, Mazzarello S, Ahmadzai N, Skidmore B, Morgan SC, Bordeleau L, Ginex PK, Sadeghirad B, Morgan RL, Cole KM, Clemons M. Comparing Interventions for Management of Hot Flashes in Patients With Breast and Prostate Cancer: A Systematic Review With Meta-Analyses. Oncol Nurs Forum 2021; 47:E86-E106. [PMID: 32555553 DOI: 10.1188/20.onf.e86-e106] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
PROBLEM IDENTIFICATION Hot flashes are common and bothersome in patients with breast and prostate cancer and can adversely affect patients' quality of life. LITERATURE SEARCH Databases were searched for randomized controlled trials (RCTs) evaluating the effects of one or more interventions for hot flashes in patients with a history of breast or prostate cancer. DATA EVALUATION Outcomes of interest included changes in hot flash severity, hot flash frequency, quality of life, and harms. Pairwise meta-analyses and network meta-analyses were performed where feasible, with narrative synthesis used where required. SYNTHESIS 40 RCTs were included. Findings from network meta-analysis for hot flash frequency suggested that several therapies may offer benefits compared to no treatment, but little data suggested differences between active therapies. Findings from network meta-analysis for hot flash score were similar. IMPLICATIONS FOR RESEARCH Although many interventions may offer improvements for hot flashes versus no treatment, minimal data suggest important differences between therapies. SUPPLEMENTARY MATERIALS CAN BE FOUND BY VISITING&NBSP;HTTPS //bit.ly/2WGzi30.
Collapse
|
5
|
Li T, Zhang Y, Cheng Q, Hou M, Zheng X, Zheng Q, Li L. Quantitative study on the efficacy of acupuncture in the treatment of menopausal hot flashes and its comparison with nonhormonal drugs. Menopause 2021; 28:564-572. [PMID: 33739313 DOI: 10.1097/gme.0000000000001767] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE This study aimed to compare the efficacy of acupuncture to that of sham acupuncture, placebo pills, and nonhormonal drugs to provide the necessary quantitative information for establishing medication guidelines for menopausal hot flashes. METHODS A comprehensive literature search was performed using public databases. Randomized clinical studies on acupuncture therapy for the treatment of hot flashes in menopausal women were identified. A time-course model was established to describe the efficacy characteristics of acupuncture and sham acupuncture, which were compared with the efficacy of nonhormonal drugs and placebo pills reported in the literature. RESULTS A total of 17 studies involving 1,123 participants were included. The quality of all the studies included in the analysis is medium to high, and there was no obvious risk of bias. It was found that the baseline number of hot flashes was an important factor affecting the efficacy of acupuncture and sham acupuncture. After correcting the baseline to eight hot flashes per day, the frequency of hot flashes decreased from baseline for traditional acupuncture (TA), electro-acupuncture (EA), TA&EA (merger analysis of TA and electro-acupuncture), and sham acupuncture were 3.1 (95% confidence interval [CI]: 2.8-3.4), 3.6 (95% CI: 3.2-4.0), 3.2 (95% CI: 2.9-3.5), and 2.6 (95% CI: 2.2-3.0) times/d at week 8, respectively. Compared with findings reported in the literature, we found the efficacy of electro-acupuncture was comparable to that of selective serotonin reuptake inhibitors/serotonin-norepinephrine reuptake inhibitors and neuroleptic agents such as gabapentin and escitalopram. Furthermore, the efficacy of TA&EA (merged) was significantly higher than that of placebo pills (2.3, 95% CI: 1.8-2.9). CONCLUSIONS The efficacy of TA&EA (merged) was higher than that of sham acupuncture and significantly higher than that of placebo pills. The efficacy of electro-acupuncture was higher than that of traditional acupuncture, significantly higher than that of sham acupuncture, and comparable to that of selective serotonin reuptake inhibitors/serotonin-norepinephrine reuptake inhibitors and neuroleptic agents.
Collapse
Affiliation(s)
- Ting Li
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Yi Zhang
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Qingqing Cheng
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Mengyuan Hou
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Xijun Zheng
- Zhengzhou University Cancer Hospital and Henan Cancer Hospital, Zhengzhou, Henan, China
| | - Qingshan Zheng
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Lujin Li
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| |
Collapse
|
6
|
Pharmacological interventions for the treatment of insomnia: quantitative comparison of drug efficacy. Sleep Med 2020; 72:41-49. [PMID: 32544795 DOI: 10.1016/j.sleep.2020.03.022] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Revised: 02/10/2020] [Accepted: 03/23/2020] [Indexed: 12/14/2022]
Abstract
PURPOSE Although different forms of pharmacological intervention are often prescribed for insomnia disorder, the comparative efficacies among various drugs remain unclear. We therefore conducted this study to quantitatively compare the efficacy of various pharmacotherapies for insomnia by modeling. METHODS We searched PubMed, EMBASE and Cochrane Library databases for randomized placebo-controlled trials of insomnia medications that were conducted within a designated time period (from the inception dates to May 16, 2019). Pharmacodynamic models were established to describe the time course of changes from baseline in selected sleep parameters. Sleep quality and dropout rates were also compared by a single-arm meta-analysis. RESULTS In sum, 43 studies covering 44 trials (14,535 patients) were included in the analysis. The drugs evaluated included flurazepam, quazepam, temazepam, triazolam, eszopiclone, zaleplon, zolpidem, extended-release zolpidem, suvorexant, ramelteon and doxepin. The established models revealed eszopiclone had the highest efficacy in terms of sleep latency (SL), total sleep time (TST), and sleep quality, and was also associated with the lowest dropout rates. The effect of suvorexant on the parameter 'wake after sleep onset' (WASO) was significantly higher than that of the other drugs analyzed. CONCLUSIONS Each drug has its own characteristics in the treatment of insomnia, and this needs to be taken into consideration to meet individual clinical needs. These results serve as a quantitative supplement for clinical practice by reflecting the difference in efficacy of various drugs in the treatment of insomnia.
Collapse
|
7
|
Zhang N, Zheng X, Liu H, Zheng Q, Li L. Testing whether the progression of Alzheimer's disease changes with the year of publication, additional design, and geographical area: a modeling analysis of literature aggregate data. ALZHEIMERS RESEARCH & THERAPY 2020; 12:64. [PMID: 32456710 PMCID: PMC7251914 DOI: 10.1186/s13195-020-00630-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/15/2020] [Accepted: 05/10/2020] [Indexed: 01/10/2023]
Abstract
BACKGROUND Our objectives were to develop a disease progression model for cognitive decline in Alzheimer's disease (AD) and to determine whether disease progression of AD is related to the year of publication, add-on trial design, and geographical regions. METHODS Placebo-controlled randomized AD clinical trials were systemically searched in public databases. Longitudinal placebo response (mean change from baseline in the cognitive subscale of the Alzheimer's Disease Assessment Scale [ADAS-cog]) and the corresponding demographic information were extracted to establish a disease progression model. Covariate screening and subgroup analyses were performed to identify potential factors affecting the disease progression rate. RESULTS A total of 134 publications (140 trials) were included in this model-based meta-analysis. The typical disease progression rate was 5.82 points per year. The baseline ADAS-cog score was included in the final model using an inverse U-type function. Age was found to be negatively correlated with disease progression rate. After correcting the baseline ADAS-cog score and the age effect, no significant difference in the disease progression rate was found between trials published before and after 2008 and between trials using an add-on design and those that did not use an add-on design. However, a significant difference was found among different trial regions. Trials in East Asian countries showed the slowest decline rate and the largest placebo effect. CONCLUSIONS Our model successfully quantified AD disease progression by integrating baseline ADAS-cog score and age as important predictors. These factors and geographic location should be considered when optimizing future trial designs and conducting indirect comparisons of clinical outcomes.
Collapse
Affiliation(s)
- Ningyuan Zhang
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, No. 1200 Cailun Road, Shanghai, 201203, China
| | - Xijun Zheng
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, No. 1200 Cailun Road, Shanghai, 201203, China
| | - Hongxia Liu
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, No. 1200 Cailun Road, Shanghai, 201203, China
| | - Qingshan Zheng
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, No. 1200 Cailun Road, Shanghai, 201203, China.
| | - Lujin Li
- Center for Drug Clinical Research, Shanghai University of Traditional Chinese Medicine, No. 1200 Cailun Road, Shanghai, 201203, China.
| |
Collapse
|
8
|
Hao YJ, Sun HB, Li HW, Chen BJ, Chen XL, Ma L, Li YL. Application of positive behavior management in patients after breast cancer surgery. World J Clin Cases 2020; 8:689-699. [PMID: 32149053 PMCID: PMC7052560 DOI: 10.12998/wjcc.v8.i4.689] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2019] [Revised: 12/26/2019] [Accepted: 01/14/2020] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND As a radical treatment, breast cancer surgery has a positive psychological impact on most patients. However, some patients do not have a clear understanding of the disease, which requires a more scientific and comprehensive consideration during clinical intervention and are based on cognition. The positive behavior management model is based on this kind of background-derived new interventions, which can better serve the clinical rehabilitation process of patients. The positive behavior management model based on cognitive architecture is a new type of intervention derived from this background, which can better serve the clinical rehabilitation process of patients.
AIM To analyze the influence of a positive behavior management model based on cognitive framework on the degree of hope and self-efficacy of patients with breast cancer surgery.
METHODS Eighty-four patients with breast cancer who underwent surgical treatment in our hospital from August 2016 to December 2018 were included in the study. The patients were divided into the experimental group (n = 42) and control group (n = 42) by random number table grouping. The control group received traditional nursing intervention, while the experimental group received a positive behavior management model based on cognitive framework based on the traditional intervention of the control group. General Self-efficacy Scale, Herth Hope Scale, Self-Rating Anxiety Scale, Self-Rating Depression Scale and Cancer Patient Specific Scale were used to evaluate the two groups before and 1 wk after intervention.
RESULTS After the intervention, self-efficacy and hope level of the experimental group were significantly higher than those of the control group (P < 0.05). The Self-Rating Anxiety Scale and Self-Rating Depression Scale scores in the experimental group were significantly lower than those in the control group (P < 0.05). There was no significant difference in the quality of life scores between the two groups before intervention (P > 0.05). The quality of life scores in all aspects in the experimental group after intervention were significantly higher than those in the control group (P < 0.05).
CONCLUSION The positive behavior management model based on cognitive framework applied to patients with breast cancer surgery improved hope for treatment and self-efficacy, reduced negative emotion, and improved quality of life.
Collapse
Affiliation(s)
- Ying-Jie Hao
- Department of Breast Surgery, the Third Affiliated Hospital of Qiqihar Medical University, Qiqihar 161000, Heilongjiang Province, China
| | - Hui-Bo Sun
- Department of Breast Surgery, the Third Affiliated Hospital of Qiqihar Medical University, Qiqihar 161000, Heilongjiang Province, China
| | - Hong-Wei Li
- Department of Breast Surgery, the Third Affiliated Hospital of Qiqihar Medical University, Qiqihar 161000, Heilongjiang Province, China
| | - Bing-Jie Chen
- Department of Nursing, the Third Affiliated Hospital of Qiqihar Medical University, Qiqihar 161000, Heilongjiang Province, China
| | - Xiu-Li Chen
- Department of Nursing, the Third Affiliated Hospital of Qiqihar Medical University, Qiqihar 161000, Heilongjiang Province, China
| | - Lin Ma
- Department of Nursing, the Third Affiliated Hospital of Qiqihar Medical University, Qiqihar 161000, Heilongjiang Province, China
| | - Ying-Li Li
- Department of Otolaryngology, the Third Affiliated Hospital of Qiqihar Medical University, Qiqihar 161000, Heilongjiang Province, China
| |
Collapse
|
9
|
Bovbjerg ML. Current Resources for Evidence-Based Practice, November 2019. J Obstet Gynecol Neonatal Nurs 2019; 48:693-704. [PMID: 31629697 DOI: 10.1016/j.jogn.2019.10.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
A review of new resources to support the provision of evidence-based care for women and infants.
Collapse
|