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Song L, Zhang N, Jiang TT, Jia Y, Liu Y. Paediatric Drug Development in China: Current Status and Future Prospects. Paediatr Drugs 2024; 26:555-563. [PMID: 38837008 DOI: 10.1007/s40272-024-00636-8] [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] [Accepted: 05/07/2024] [Indexed: 06/06/2024]
Abstract
For more than two decades, regulatory agencies throughout the world released guidelines, rules and laws to stimulate and assist in paediatric drug development. In 2014, the National Health and Family Planning Commission (now known as the National Health Commission, NHC) and five other departments in China jointly issued 'Several Opinions on Safeguarding Medication for Children', after which several policies and regulations were issued to implement the priority review and approval of paediatric medicinal products and support the development of new drugs, including new dosage forms and strengths, for children. A total of 172 special medicinal products for children were approved from 2018 to 2022. Since 2016, the NHC, together with relevant administrative departments, has formulated and issued four paediatric drug lists containing 129 medicinal products to encourage research and development. At present, approximately 25 of these drugs (at exactly the same dosage forms and strengths as on the lists) have been approved for marketing, including antitumour drugs and immunomodulators, nervous system drugs, drugs for mental disorders and drugs for rare diseases. In this review, we analysed the regulations issued for promoting paediatric drug development in China, including the priority review and approval system, technical guidelines, data protection and financial support policies and general profiles of paediatric drug approval, clinical trials and the addition of information for children in the labels of marketed medicinal products. Finally, we discussed the challenges and possible strategies in the research and development of paediatric drugs in China.
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Affiliation(s)
- Lin Song
- Department of Pharmacy, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, China International Science and Technology Cooperation base of Child development and Critical Disorders, Children's Hospital of Chongqing Medical University, Chongqing, 400014, China
| | - Ni Zhang
- Department of Pharmacy, Daping Hospital, Army Medical University, Chongqing, 400042, China
| | - Ting-Ting Jiang
- Department of Pharmacy, Daping Hospital, Army Medical University, Chongqing, 400042, China
| | - Yuntao Jia
- Department of Pharmacy, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, China International Science and Technology Cooperation base of Child development and Critical Disorders, Children's Hospital of Chongqing Medical University, Chongqing, 400014, China.
| | - Yao Liu
- Department of Pharmacy, Daping Hospital, Army Medical University, Chongqing, 400042, China.
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Jean-Louis G, Seixas AA. The value of decentralized clinical trials: Inclusion, accessibility, and innovation. Science 2024; 385:eadq4994. [PMID: 39172847 DOI: 10.1126/science.adq4994] [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: 06/14/2024] [Accepted: 07/24/2024] [Indexed: 08/24/2024]
Abstract
In this Review, we explore the transformative potential of decentralized clinical trials (DCTs) in addressing the limitations of traditional randomized controlled trials (RCTs). We highlight the merits of DCTs fostering greater inclusivity, efficiency, and adaptability. We emphasize the challenges of RCTs, including limited participant diversity and logistical barriers, geographical constraints, and mistrust in research institutions, showing how DCTs are preferred in addressing these challenges by utilizing remote digital technologies and community providers to enable broader, more inclusive participation. Furthermore, we underscore the potential of DCTs for democratizing clinical research. We also stress the importance of addressing unresolved challenges, including data security and privacy, remote patient monitoring, and regulatory variations. Research is needed to devise standardized protocols to streamline DCT processes, explore its long-term impacts on patient outcomes, and overcome challenges through equitable stakeholder engagement.
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Affiliation(s)
- Girardin Jean-Louis
- Department of Psychiatry and Behavioral Sciences, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Department of Neurology, Psychology, and Public Health, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - Azizi A Seixas
- Department of Psychiatry and Behavioral Sciences, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Department of Informatics and Health Data Science, University of Miami Miller School of Medicine, Miami, FL 33136, USA
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Klonoff DC, Kim SH, Galindo RJ, Joseph JI, Garrett V, Gombar S, Aaron RE, Tian T, Kerr D. Risks of peri- and postoperative complications with glucagon-like peptide-1 receptor agonists. Diabetes Obes Metab 2024; 26:3128-3136. [PMID: 38742898 DOI: 10.1111/dom.15636] [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: 02/15/2024] [Revised: 04/05/2024] [Accepted: 04/09/2024] [Indexed: 05/16/2024]
Abstract
AIM To assess whether adults with diabetes on oral hypoglycaemic agents undergoing general endotracheal anaesthesia during nine common surgical procedures who are glucagon-like peptide-1 receptor agonist (GLP1-RA) users, compared with non-users, are at increased risk of six peri- and post-procedure complications. MATERIALS AND METHODS A retrospective observational cohort analysis of over 130 million deidentified US adults with diabetes (defined as being on oral hypoglycaemic agents) from a nationally representative electronic health dataset between 1 January 2015 and 1 April 2023 was analysed. Cohorts were matched by high-dimensionality propensity scoring. We compared the odds of six peri- and postoperative complications in GLP1-RA users and non-users. A sensitivity analysis compared these odds in GLP1-RA users to non-users with diabetes and obesity. We measured the odds of (a) a composite outcome of postoperative decelerated gastric emptying, including antiemetic use, ileus within 7 days post-procedure, gastroparesis diagnosis, gastric emptying study; (b) postoperative aspiration or pneumonitis; (c) severe respiratory failure; (d) postoperative hypoglycaemia; (e) inpatient mortality; and (f) 30-day mortality. RESULTS Among 13 361 adults with diabetes, 16.5% were treated with a GLP1-RA. In the high-dimensionality propensity score-matched cohort, GLP1-RA users had a lower risk of peri- and postoperative complications for decelerated gastric emptying and antiemetic use compared with non-users. The risk of ileus within 7 days, aspiration/pneumonitis, hypoglycaemia and 30-day mortality were not different. A sensitivity analysis showed similar findings in patients with diabetes and obesity. CONCLUSION No increased risk of peri- and postoperative complications in GLP1-RA users undergoing surgery with general endotracheal anaesthesia was identified.
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Affiliation(s)
- David C Klonoff
- Diabetes Research Institute, Mills-Peninsula Medical Center, San Mateo, California, USA
| | - Sun H Kim
- Department of Medicine - Endocrinology, Gerontology, and Metabolism, Stanford University School of Medicine, Stanford, California, USA
| | - Rodolfo J Galindo
- Division of Endocrinology, Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Jeffery I Joseph
- Department of Anesthesiology, The Jefferson Artificial Pancreas Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | | | | | - Rachel E Aaron
- Diabetes Technology Society, Burlingame, California, USA
| | - Tiffany Tian
- Diabetes Technology Society, Burlingame, California, USA
| | - David Kerr
- Center for Health Systems Research, Sutter Health, Walnut Creek, California, USA
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Zalis M, Viana Veloso GG, Aguiar Jr. PN, Gimenes N, Reis MX, Matsas S, Ferreira CG. Next-generation sequencing impact on cancer care: applications, challenges, and future directions. Front Genet 2024; 15:1420190. [PMID: 39045325 PMCID: PMC11263191 DOI: 10.3389/fgene.2024.1420190] [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: 04/19/2024] [Accepted: 06/13/2024] [Indexed: 07/25/2024] Open
Abstract
Fundamentally precision oncology illustrates the path in which molecular profiling of tumors can illuminate their biological behavior, diversity, and likely outcomes by identifying distinct genetic mutations, protein levels, and other biomarkers that underpin cancer progression. Next-generation sequencing became an indispensable diagnostic tool for diagnosis and treatment guidance in current clinical practice. Nowadays, tissue analysis benefits from further support through methods like comprehensive genomic profiling and liquid biopsies. However, precision medicine in the field of oncology presents specific hurdles, such as the cost-benefit balance and widespread accessibility, particularly in countries with low- and middle-income. A key issue is how to effectively extend next-generation sequencing to all cancer patients, thus empowering treatment decision-making. Concerns also extend to the quality and preservation of tissue samples, as well as the evaluation of health technologies. Moreover, as technology advances, novel next-generation sequencing assessments are being developed, including the study of Fragmentomics. Therefore, our objective was to delineate the primary uses of next-generation sequencing, discussing its' applications, limitations, and prospective paths forward in Oncology.
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Affiliation(s)
- Mariano Zalis
- Oncoclínicas&Co/MedSir, Rio de Janeiro, Brazil
- Medical School of the Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Gilson Gabriel Viana Veloso
- Oncoclínicas&Co/MedSir, Rio de Janeiro, Brazil
- Santa Casa de Misericórdia de Belo Horizonte, Belo Horizonte, Brazil
| | | | | | | | - Silvio Matsas
- Centro de Estudos e Pesquisas de Hematologia e Oncologia (CEPHO), Sao Paulo, Brazil
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Korobelnik JF, Chaudhary V, Mitchell P, Kang SW, Tadayoni R, Allmeier H, Lee J, Zhang X, Machewitz T, Bailey C. XTEND: Two-Year Results from a Global Observational Study Investigating Proactive Dosing of Intravitreal Aflibercept in Neovascular Age-Related Macular Degeneration. Ophthalmol Ther 2024; 13:725-738. [PMID: 38198053 PMCID: PMC10853145 DOI: 10.1007/s40123-023-00867-x] [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: 10/03/2023] [Accepted: 11/24/2023] [Indexed: 01/11/2024] Open
Abstract
INTRODUCTION XTEND (NCT03939767) is a multicenter, observational, prospective study of patients with treatment-naïve neovascular age-related macular degeneration (nAMD) in routine clinical practice. The study aims to examine treatment outcomes of proactive intravitreal aflibercept (IVT-AFL) treatment regimens (fixed dosing or treat-and-extend) according to local marketing labels. METHODS Study eyes received IVT-AFL injections as per the local label. The mean changes in best-corrected visual acuity (BCVA) and central subfield thickness (CST) from baseline to month (M) 12 and M24 were measured and stratified by baseline factors. Treatment exposure and safety data were evaluated. Statistical analysis was descriptive. RESULTS Overall, 1466 patients from 17 countries were treated. For the overall population, the mean ± standard deviation (SD) age was 78.7 ± 8.5 (range 50-100) years, and 891 patients (60.8%) were female. The mean ± SD baseline BCVA was 54.3 ± 20.3 letters and CST was 374 ± 126 µm. At M12 and M24, mean (95% confidence interval [CI]) BCVA change was + 4.3 (3.4, 5.3) and + 2.3 (1.3, 3.3) letters, respectively. Mean (95% CI) CST was - 106 (- 114, - 99) μm and - 109 (- 117, - 102) μm at M12 and M24, respectively. At M24, 41.5% of patients had a BCVA ≥ 70 letters. Patients received a mean ± SD of 7.7 ± 2.7 injections by M12 and 10.8 ± 5.0 injections by M24 (3.1 injections between M12 and M24). Adverse events were consistent with the known safety profile of IVT-AFL. CONCLUSION The 24-month results indicate that, in routine clinical practice, a proactive IVT-AFL regimen achieves functional improvements in patients with treatment-naïve nAMD. The proportion of patients achieving ≥ 70 letters at M24 increased, and patients with baseline BCVA ≥ 70 letters maintained vision regardless of the followed IVT-AFL label. TRIAL REGISTRATION ClinicalTrials.gov identifier: NCT03939767. A video abstract is available for this article. Supplementary file2 (MP4 364624 KB).
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Affiliation(s)
- Jean-François Korobelnik
- Service d'Ophtalmologie, CHU Bordeaux, Bordeaux, France.
- University of Bordeaux, INSERM, BPH, UMR1219, Place Amélie Raba Léon, 33000, Bordeaux, France.
| | - Varun Chaudhary
- Hamilton Regional Eye Institute, St. Joseph's Healthcare, Hamilton, ON, Canada
- Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Paul Mitchell
- Westmead Institute for Medical Research-University of Sydney, Sydney, NSW, Australia
| | - Se Woong Kang
- Samsung Medical Center, Sungkyunkwan University, Seoul, Republic of Korea
| | - Ramin Tadayoni
- Ophthalmology Department, Université Paris Cité, AP-HP, Lariboisière and Saint Louis Hospitals, Paris, France
- Ophthalmology Department, Fondation Adolphe de Rothschild Hospital, 25-29 Rue Manin, Paris, France
| | | | | | - Xin Zhang
- Bayer Consumer Care AG, Basel, Switzerland
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Giocanti-Aurégan A, Donati S, Hoerauf H, Allmeier H, Rittenhouse KD, Machewitz T, Yang CH. Real-World Management of Macular Edema Secondary to Retinal Vein Occlusion with Intravitreal Aflibercept: 24-month Results from the AURIGA Observational Study. Ophthalmol Ther 2024; 13:179-203. [PMID: 37924481 PMCID: PMC10776559 DOI: 10.1007/s40123-023-00830-w] [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: 05/31/2023] [Accepted: 09/29/2023] [Indexed: 11/06/2023] Open
Abstract
INTRODUCTION AURIGA is the largest real-world study to date to evaluate intravitreal aflibercept (IVT-AFL) treatment of diabetic macular edema or macular edema secondary to retinal vein occlusion (RVO) in routine clinical practice. Here, we report the 24-month outcomes in the RVO cohort from France, Germany, Italy, and Taiwan. METHODS AURIGA (NCT03161912) was a prospective observational study. Eligible patients with RVO were enrolled for whom the decision to treat with IVT-AFL had already been made by the attending physician. Patients were treated with IVT-AFL for up to 24 months at physician discretion according to local practice. The primary endpoint was mean change in visual acuity (VA; Early Treatment Diabetic Retinopathy Study [ETDRS] letters) from baseline to month (M) 12. All statistical analyses were descriptive. RESULTS In 554 treatment-naïve and 65 previously treated patients with RVO, the respective mean (95% confidence interval) change in VA from baseline was + 12.5 (10.8, 14.3) and + 7.9 (3.3, 12.6) letters by M12 and + 11.4 (9.4, 13.3) and + 4.4 (- 0.6, 9.5) letters by M24 (baseline mean ± standard deviation: 51.0 ± 21.9 and 51.9 ± 20.4 letters); 44.0% of treatment-naïve and 27.9% of previously treated patients reported ≥ 15-letter gains by M24. By M24, the mean change in central retinal thickness from baseline was - 247 (- 267, - 227) µm in treatment-naïve patients and - 147 (- 192, - 102) µm in previously treated patients. From baseline to M6, M12, and M24, treatment-naïve patients received a total of 4.0 ± 1.3, 5.5 ± 2.5, and 6.9 ± 4.2 injections, respectively, and previously treated patients received 3.8 ± 1.5, 5.0 ± 2.2, and 6.3 ± 3.7 injections, respectively. The safety profile of IVT-AFL was consistent with that of previous studies. CONCLUSIONS In AURIGA, patients with RVO experienced clinically relevant functional and anatomic improvements following IVT-AFL treatment in routine clinical practice. These improvements were largely maintained in treatment-naïve patients over the 24-month study despite the decreasing treatment frequency, suggesting long-term durability of IVT-AFL treatment outcomes. Infographic available for this article. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT03161912 (May 19, 2017). INFOGRAPHIC.
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Affiliation(s)
- Audrey Giocanti-Aurégan
- Department of Ophthalmology, Hôpital Avicenne, Sorbonne Paris Nord University, AP-HP, 125 Rue de Stalingrad, Cedex 93009, Bobigny, France.
| | - Simone Donati
- Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Hans Hoerauf
- Augenklinik der Universitätsmedizin Göttingen, Göttingen, Germany
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Donati S, Yang CH, Xu X, Mura M, Giocanti-Aurégan A, Hoerauf H, Allmeier H, Machewitz T, Johnson KT, Santoro E. Intravitreal Aflibercept for the Treatment of Diabetic Macular Edema in Routine Clinical Practice: Results from the 24-Month AURIGA Observational Study. Ophthalmol Ther 2024; 13:161-178. [PMID: 37924483 PMCID: PMC10776528 DOI: 10.1007/s40123-023-00829-3] [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: 05/31/2023] [Accepted: 09/29/2023] [Indexed: 11/06/2023] Open
Abstract
INTRODUCTION AURIGA is the largest real-world study to date to evaluate intravitreal aflibercept (IVT-AFL) in the treatment of diabetic macular edema (DME) or macular edema secondary to retinal vein occlusion in routine clinical practice. The 24-month outcomes in the DME cohort from across 11 participating countries are reported here. METHODS AURIGA (NCT03161912) was a prospective observational study. The study enrolled eligible patients with DME for whom the decision to treat with IVT-AFL had previously been made by the attending physician. Patients were treated with IVT-AFL for up to 24 months at physician discretion according to local practice. The primary endpoint was mean change in visual acuity (VA; Early Treatment Diabetic Retinopathy Study [ETDRS] letters) from baseline to month 12 (M12). All statistical analyses were descriptive. RESULTS In 1478 treatment-naïve and 384 previously treated patients with DME, the mean (95% confidence interval) change in VA from baseline was +6.7 (5.7, 7.6) and +7.4 (5.5, 9.4) letters by M12 and +5.9 (4.9, 6.9) and +8.1 (6.1, 10.1) letters by M24 (baseline [mean ± standard deviation]: 56.0 ± 19.8 and 50.8 ± 19.5 letters), respectively; 25.9% of treatment-naïve and 32.8% of previously treated patients achieved ≥ 15-letter gains by M24. The mean change in central retinal thickness from baseline to M24 was -110 (-119, -102) µm in treatment-naïve patients and -169 (-188, -151) µm in previously treated patients. By M6, M12, and M24, treatment-naïve patients had received 3.8 ± 1.7, 4.9 ± 2.8, and 5.7 ± 3.9 injections, respectively, and previously treated patients had received 3.9 ± 1.5, 4.9 ± 2.4, and 6.2 ± 3.6 injections, respectively. The safety profile of IVT-AFL was consistent with previous studies. CONCLUSION In AURIGA, treatment-naïve and previously treated patients with DME achieved clinically relevant functional and anatomic improvements following IVT-AFL treatment for up to 24 months in routine clinical practice. Even with the decreasing injection frequency observed, these gains were largely maintained throughout the study, suggesting long-term durability of the positive effects of IVT-AFL treatment. Infographic available for this article. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT03161912 (May 19, 2017). INFOGRAPHIC.
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Affiliation(s)
- Simone Donati
- Department of Medicine and Surgery, University of Insubria, Via Guicciardini 9, 21100, Varese, Italy.
| | - Chang-Hao Yang
- Department of Ophthalmology, National Taiwan University Hospital, Taipei, Taiwan
- College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Xun Xu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai, China
| | - Marco Mura
- King Khaled Eye Specialist Hospital, Riyadh, Saudi Arabia
| | | | - Hans Hoerauf
- Augenklinik, Universitätsmedizin Göttingen, Göttingen, Germany
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Gonzalez SA, Chirikov VV, Wang WJ, Huang X, Jamil K, Simonetto DA. Terlipressin vs Midodrine Plus Octreotide for Hepatorenal Syndrome-Acute Kidney Injury: A Propensity Score-Matched Comparison. Clin Transl Gastroenterol 2023; 14:e00627. [PMID: 37622521 PMCID: PMC10749708 DOI: 10.14309/ctg.0000000000000627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 07/24/2023] [Indexed: 08/26/2023] Open
Abstract
INTRODUCTION Evidence on the comparison of treatments for hepatorenal syndrome-acute kidney injury (HRS-AKI) in a US population is limited. An indirect comparison of terlipressin plus albumin vs midodrine and octreotide plus albumin (MO) may provide further insight into treatment efficacy. METHODS Cohorts of patients treated for HRS-AKI characterized by inclusion of patients with serum creatinine (SCr) <5 mg/dL and baseline acute-on-chronic liver failure grades 0-2 and exclusion of patients listed for transplant if model for end-stage liver disease scores ≥35 were pooled from (i) the CONFIRM and REVERSE randomized controlled trials (N = 159 meeting eligibility criteria from N = 216 overall, treated with terlipressin) and (ii) a retrospective review of medical records from 10 US tertiary hospitals (2016-2019; N = 55 treated with MO meeting eligibility criteria from N = 200 overall). The primary end point comparing the 2 cohorts was HRS reversal defined as achieving SCr ≤1.5 mg/dL at least once during the treatment. Covariate balancing propensity scoring was used to adjust for differences in baseline characteristics. RESULTS HRS-AKI reversal was achieved in 52.35% of terlipressin-treated patients compared with 20% of MO-treated patients (adjusted mean difference 32.35%, 95% confidence interval [CI] 17.40-47.30, P < 0.0001). Terlipressin-treated patients had increased overall survival (adjusted hazard ratio 0.57, 95% CI 0.35-0.93, P = 0.02) but similar transplant-free survival (adjusted hazard ratio 0.79, 95% CI 0.53-1.17, P = 0.24). Achievement of HRS-AKI reversal was associated with increased OS and TFS regardless of treatment ( P < 0.001). DISCUSSION Consistent with prior reports, terlipressin plus albumin is more effective in improving kidney function and achieving HRS-AKI reversal than MO plus albumin based on indirect comparison in a US population.
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Affiliation(s)
- Stevan A. Gonzalez
- Division of Hepatology, Annette C. and Harold C. Simmons Transplant Institute, Baylor Scott & White All Saints Medical Center, Fort Worth, Texas, USA
- Department of Medicine, Burnett School of Medicine at TCU, Fort Worth, Texas, USA
| | | | | | - Xingyue Huang
- Mallinckrodt Pharmaceuticals, Hampton, New Jersey, USA
| | - Khurram Jamil
- Mallinckrodt Pharmaceuticals, Hampton, New Jersey, USA
| | - Douglas A. Simonetto
- Division of Gastroenterology and Hepatology, Mayo Clinic College of Medicine and Science, Rochester, Minnesota, USA
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Furtner D, Hutas G, Tan BJW, Meier R. Journey from an Enabler to a Strategic Leader: Integration of the Medical Affairs Function in ESG Initiatives and Values. Pharmaceut Med 2023; 37:405-416. [PMID: 37464231 PMCID: PMC10587287 DOI: 10.1007/s40290-023-00485-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/27/2023] [Indexed: 07/20/2023]
Abstract
Like most private enterprises, the pharmaceutical industry has deeply rooted environmental, social, and governance (ESG) matters that challenge its long-term sustainability. Overcoming these external challenges requires collaborative and proactive steps as well as procedures guiding the adoption of ESG principles by all internal stakeholders. Environmental challenges such as climate change, and in addition the changes in society, have resulted in the need for governance addressing and coordinating efforts. The core function of medical affairs (MA) is connecting with stakeholders within a company and also between the company and external stakeholders. In this article, we describe the involvement of MA in several aspects of ESG, as a contributor, partner, and implementer. MA has a significant opportunity to emerge as a leading function involved in ESG strategies and their tactical implementation. Although the involvement of MA in the environment pillar of ESG is less, the function can implement changes relating to the conduct of meetings, clinical studies, and the digitalization of medical education via virtual platforms. Due to its patient centricity, MA is tasked to address social determinants of health to improve patients' outcomes. As a linking function within a company and with its external stakeholders, MA can provide proactive input in policy generation and enable effective governance by adherence to standards of accountability, ethics, and compliance, as well as transparency. Championing ESG is a collective responsibility that transcends any single department. It mandates a company-wide commitment. MA represents an essential pivot point in catalyzing the integration of ESG principles within industry, contributing to a healthcare ecosystem that is not merely more sustainable and ethical but also more conducive to patient health and public well-being.
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Affiliation(s)
| | - Gabor Hutas
- Astellas Pharma Australia Pty Ltd., Sydney, NSW, Australia
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Xiong W, Wang K, Liu S, Liu Z, Zhu Y, Liu P, Yang M, Zhou X. Multiple prescription pattern recognition model based on Siamese network. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2023; 20:18695-18716. [PMID: 38052575 DOI: 10.3934/mbe.2023829] [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: 12/07/2023]
Abstract
Prescription data is an important focus and breakthrough in the study of clinical treatment rules, and the complex multidimensional relationships between Traditional Chinese medicine (TCM) prescription data increase the difficulty of extracting knowledge from clinical data. This paper proposes a complex prescription recognition algorithm (MTCMC) based on the classification and matching of TCM prescriptions with classical prescriptions to identify the classical prescriptions contained in the prescriptions and provide a reference for mining TCM knowledge. The MTCMC algorithm first calculates the importance level of each drug in the complex prescriptions and determines the core prescription combinations of patients through the Analytic Hierarchy Process (AHP) combined with drug dosage. Secondly, a drug attribute tagging strategy was used to quantify the functional features of each drug in the core prescriptions; finally, a Bidirectional Long Short-Term Memory Network (BiLSTM) was used to extract the relational features of the core prescriptions, and a vector representation similarity matrix was constructed in combination with the Siamese network framework to calculate the similarity between the core prescriptions and the classical prescriptions. The experimental results show that the accuracy and F1 score of the prescription matching dataset constructed based on this paper reach 94.45% and 94.34% respectively, which is a significant improvement compared with the models of existing methods.
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Affiliation(s)
- Wangping Xiong
- School of Computer, Jiangxi University of Chinese Medicine, Nanchang 330004, Jiangxi, China
| | - Kaiqi Wang
- School of Computer, Jiangxi University of Chinese Medicine, Nanchang 330004, Jiangxi, China
| | - Shixiong Liu
- School of Computer, Jiangxi University of Chinese Medicine, Nanchang 330004, Jiangxi, China
| | - Zhaoyang Liu
- School of Computer, Jiangxi University of Chinese Medicine, Nanchang 330004, Jiangxi, China
| | - Yimin Zhu
- School of Computer, Jiangxi University of Chinese Medicine, Nanchang 330004, Jiangxi, China
| | - Peng Liu
- School of Computer, Jiangxi University of Chinese Medicine, Nanchang 330004, Jiangxi, China
| | - Ming Yang
- School of Pharmacy, Jiangxi University of Chinese Medicine, Nanchang 330004, Jiangxi, China
| | - Xian Zhou
- School of Computer, Jiangxi University of Chinese Medicine, Nanchang 330004, Jiangxi, China
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Shau WY, Setia S, Shinde S, Santoso H, Furtner D. Generating fit-for-purpose real-world evidence in Asia: How far are we from closing the gaps? Perspect Clin Res 2023; 14:108-113. [PMID: 37554247 PMCID: PMC10405531 DOI: 10.4103/picr.picr_193_22] [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: 09/10/2022] [Revised: 12/29/2022] [Accepted: 01/12/2023] [Indexed: 08/10/2023] Open
Abstract
Evidence generated by randomized controlled trials (RCTs) does not often represent the patient journey and clinical outcomes in the real world due to limited external validity or generalizability. Studies based on real-world data are intended to generalize results to the broader population; however, if the influence of external factors or confounders is not effectively managed, the cause-and-effect relationship and internal validity may be challenged, resulting in flawed results. The collection of quality real-world evidence (RWE) is crucial in Asia as there is often an underrepresentation of Asian populations in RCTs. In addition, few countries in Asia are catching up with the Western world in issuing practical foundational principles and guidance for conducting and adopting evidence for regulatory and reimbursement decisions. However, privacy and data protection laws are generally lagging behind technological developments in electronic medical records. While leveraging RWE in clinical and regulatory decision-making holds excellent potential, collective efforts across industry, governments, and research institutions are required for generating standardized practices and building capabilities for developing fit-for-purpose RWE in Asia.
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Affiliation(s)
- Wen-Yi Shau
- Medical Affairs, Emerging Asia, Pfizer Corporation Hong Kong Limited, Quarry Bay, Hong Kong
| | - Sajita Setia
- Executive Office Transform Medical Communications Limited, Wanganui, New Zealand
| | - Salil Shinde
- Medical Affairs, Emerging Asia, Pfizer Corporation Hong Kong Limited, Quarry Bay, Hong Kong
| | - Handoko Santoso
- Medical Affairs, Emerging Asia, Pfizer Corporation Hong Kong Limited, Quarry Bay, Hong Kong
| | - Daniel Furtner
- Executive Office Transform Medical Communications Limited, Wanganui, New Zealand
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Twigg S, Lim S, Yoo SH, Chen L, Bao Y, Kong A, Yeoh E, Chan SP, Robles J, Mohan V, Cohen N, McGill M, Ji L. Asia-Pacific Perspectives on the Role of Continuous Glucose Monitoring in Optimizing Diabetes Management. J Diabetes Sci Technol 2023:19322968231176533. [PMID: 37232515 DOI: 10.1177/19322968231176533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Diabetes is prevalent, and it imposes a substantial public health burden globally and in the Asia-Pacific (APAC) region. The cornerstone for optimizing diabetes management and treatment outcomes is glucose monitoring, the techniques of which have evolved from self-monitoring of blood glucose (SMBG) to glycated hemoglobin (HbA1c), and to continuous glucose monitoring (CGM). Contextual differences with Western populations and limited regionally generated clinical evidence warrant regional standards of diabetes care, including glucose monitoring in APAC. Hence, the APAC Diabetes Care Advisory Board convened to gather insights into clinician-reported CGM utilization for optimized glucose monitoring and diabetes management in the region. We discuss the findings from a pre-meeting survey and an expert panel meeting regarding glucose monitoring patterns and influencing factors, patient profiles for CGM initiation and continuation, CGM benefits, and CGM optimization challenges and potential solutions in APAC. While CGM is becoming the new standard of care and a useful adjunct to HbA1c and SMBG globally, glucose monitoring type, timing, and frequency should be individualized according to local and patient-specific contexts. The results of this APAC survey guide methods for the formulation of future APAC-specific consensus guidelines for the application of CGM in people living with diabetes.
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Affiliation(s)
- Stephen Twigg
- Charles Perkins Centre, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
- Department of Endocrinology, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Soo Lim
- Department of Internal Medicine, Seoul National University Bundang Hospital, College of Medicine, Seoul National University, Seongnam, South Korea
| | - Seung-Hyun Yoo
- Department of Internal Medicine, Korea University Anam Hospital, Seoul, South Korea
| | - Liming Chen
- Tianjin Key Laboratory of Metabolic Diseases, Chu Hsien-I Memorial Hospital and Tianjin Institute of Endocrinology, Tianjin Medical University, Tianjin, China
| | - Yuqian Bao
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University School of Medicine, Affiliated Sixth People's Hospital, Shanghai, China
| | - Alice Kong
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Ester Yeoh
- Diabetes Centre, Admiralty Medical Centre and Division of Endocrinology, Department of Medicine, Khoo Teck Puat Hospital, Singapore
| | - Siew Pheng Chan
- Department of Medicine, University of Malaya Medical Centre, Kuala Lumpur, Malaysia
| | - Jeremyjones Robles
- Section of Endocrinology, Diabetes and Metabolism, Department of Internal Medicine, Chong Hua Hospital, Cebu, Philippines
| | - Viswanathan Mohan
- Dr. Mohan's Diabetes Specialities Centre and Madras Diabetes Research Foundation, Chennai, India
| | - Neale Cohen
- Baker Heart and Diabetes Institute, Melbourne, VIC, Australia
| | - Margaret McGill
- Central Clinical School Faculty of Medicine and Health, Diabetes Centre, Royal Prince Alfred Hospital, The University of Sydney, Sydney, NSW, Australia
| | - Linong Ji
- Peking University Diabetes Center, Department of Endocrinology and Metabolism, Peking University People's Hospital, Beijing, China
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Ciolino JD, Kaizer AM, Bonner LB. Guidance on interim analysis methods in clinical trials. J Clin Transl Sci 2023; 7:e124. [PMID: 37313374 PMCID: PMC10260346 DOI: 10.1017/cts.2023.552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Revised: 05/08/2023] [Accepted: 05/09/2023] [Indexed: 06/15/2023] Open
Abstract
Interim analyses in clinical trials can take on a multitude of forms. They are often used to guide Data and Safety Monitoring Board (DSMB) recommendations to study teams regarding recruitment targets for large, later-phase clinical trials. As collaborative biostatisticians working and teaching in multiple fields of research and across a broad array of trial phases, we note the large heterogeneity and confusion surrounding interim analyses in clinical trials. Thus, in this paper, we aim to provide a general overview and guidance on interim analyses for a nonstatistical audience. We explain each of the following types of interim analyses: efficacy, futility, safety, and sample size re-estimation, and we provide the reader with reasoning, examples, and implications for each. We emphasize that while the types of interim analyses employed may differ depending on the nature of the study, we would always recommend prespecification of the interim analytic plan to the extent possible with risk mitigation and trial integrity remaining a priority. Finally, we posit that interim analyses should be used as tools to help the DSMB make informed decisions in the context of the overarching study. They should generally not be deemed binding, and they should not be reviewed in isolation.
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Affiliation(s)
- Jody D. Ciolino
- Department of Preventive Medicine (Biostatistics), Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Alexander M. Kaizer
- Department of Biostatistics & Informatics, Colorado School of Public Health, Aurora, Colorado, USA
| | - Lauren Balmert Bonner
- Department of Preventive Medicine (Biostatistics), Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
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Wang Y, Xu J, Zhang J, Xu H, Sun Y, Miao Y, Wen T. SIAP: an intelligent algorithm for multiple prescription pattern recognition based on weighted similarity distances. BMC Med Inform Decis Mak 2023; 23:79. [PMID: 37143043 PMCID: PMC10157906 DOI: 10.1186/s12911-023-02141-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 03/10/2023] [Indexed: 05/06/2023] Open
Abstract
BACKGROUND Clinical practices have demonstrated that disease treatment can be very complex. Patients with chronic diseases often suffer from more than one disease. Complex diseases are often treated with a variety of drugs, including both primary and auxiliary treatments. This complexity and multidimensionality increase the difficulty of extracting knowledge from clinical data. METHODS In this study, we proposed a subgroup identification algorithm for complex prescriptions (SIAP). We applied the SIAP algorithm to identify the importance level of each drug in complex prescriptions. The algorithm quickly classified and determined valid prescription combinations for patients. The algorithm was validated through classification matching of classical prescriptions in traditional Chinese medicine. We collected 376 formulas and their compositions from a formulary to construct a database of standard prescriptions. We also collected 1438 herbal prescriptions from clinical data for automated prescription identification. The prescriptions were divided into training and test sets. Finally, the parameters of the two sub-algorithms of SIAP and SIAP-All, as well as those of the combination algorithm SIAP + All, were optimized on the training set. A comparison analysis was performed against the baseline intersection set rate (ISR) algorithm. The algorithm for this study was implemented with Python 3.6. RESULTS The SIAP-All and SIAP + All algorithms outperformed the benchmark ISR algorithm in terms of accuracy, recall, and F1 value. The F1 values were 0.7568 for SIAP-All and 0.7799 for SIAP + All, showing improvements of 8.73% and 11.04% over the existing ISR algorithm, respectively. CONCLUSION We developed an algorithm, SIAP, to automatically match sub-prescriptions of complex drugs with corresponding standard or classic prescriptions. The matching algorithm weights the drugs in the prescription according to their importance level. The results of this study can help to classify and analyse the drug compositions of complex prescriptions.
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Affiliation(s)
- Yifei Wang
- Wangjing Hospital, China Academy of Chinese Medical Sciences, Beijing, 100102, China
| | - Julia Xu
- The University of Melbourne, Melbourne, VIC, 3010, Australia
| | - Jie Zhang
- Institute of Information Engineering, Chinese Academy of Sciences, Beijing, 100085, China
| | - Hong Xu
- College of Engineering and Science, Victoria University, Melbourne, VIC, 3000, Australia
| | - Yuzhong Sun
- Institute of Computing Technology, Chinese Academy of Sciences, Beijing, 100080, China
| | - Yuan Miao
- College of Engineering and Science, Victoria University, Melbourne, VIC, 3000, Australia.
| | - Tiancai Wen
- Data Center of Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, 100700, China.
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Harricharan S, Curran E, Lin HM, Walton L, Gurjar K, Nguyen K, Forsythe A. Real-world evidence in lung and hematologic oncology health technology appraisals: a review of six assessment agencies. Future Oncol 2023; 19:603-616. [PMID: 37083358 DOI: 10.2217/fon-2022-0553] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/22/2023] Open
Abstract
Aim: To assess the use and acceptability of real-world evidence (RWE) in lung and hematologic cancer appraisals. Materials & methods: A review of appraisals published by National Institute for Health and Care Excellence (NICE) in the UK was conducted. A total of 20 case studies employing RWE were identified and compared across five additional health technology assessment agencies: Scottish Medicines Consortium (SMC) (Scotland), CADTH (Canada), INESSS (Quebec), HAS (France) and IQWiG (Germany). Results: Of 80 RWE references from 20 case studies from NICE, 67 were identified in the respective CADTH submissions, 46 in IQWiG, 37 in INESSS, 37 in HAS, and 33 in SMC. NICE had the highest RWE acceptance rate (90%), followed by HAS (88%), SMC (82%), INESSS (73%), IQWiG (68%), and CADTH (67%). Conclusion: RWE was generally accepted by respective committees, allowing improved access to innovative treatments.
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Affiliation(s)
| | - Eileen Curran
- Takeda Development Center Americas, Inc, Lexington, MA 02421, USA
| | - Huamao Mark Lin
- Takeda Development Center Americas, Inc, Lexington, MA 02421, USA
| | - Laura Walton
- Takeda Pharmaceuticals, 8152, Zürich, Switzerland
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16
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Sakamoto Y, Bando H, Nakamura Y, Hasegawa H, Kuwaki T, Okamoto W, Taniguchi H, Aoyagi Y, Miki I, Uchigata H, Kuramoto N, Fuse N, Yoshino T, Ohtsu A. Trajectory for the Regulatory Approval of a Combination of Pertuzumab Plus Trastuzumab for Pre-treated HER2-positive Metastatic Colorectal Cancer Using Real-world Data. Clin Colorectal Cancer 2023; 22:45-52. [PMID: 36376197 DOI: 10.1016/j.clcc.2022.10.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2022] [Revised: 10/18/2022] [Accepted: 10/19/2022] [Indexed: 11/03/2022]
Abstract
Utilizing real-world data (RWD) for effective clinical implementation is becoming more and more appealing as the cost of drug development rises, especially for patients with rare diseases and rare molecular subtypes for whom conducting randomized controlled trials is challenging. If a regulatory approval methodology based on RWD as an external control group can be established, drug development for rarer fractions can be accelerated by lowering costs and time, as well as reducing physical and emotional burdens on both patients and healthcare professionals. Since 2017, we have been prospectively collecting the clinical data of standard therapies in patients with rare molecular fractions under the SCRUM-Japan Registry platform, which is a qualified registry utilized as external control data for regulatory submission. Based on the results of the phase II TRIUMPH study (UMIN000027887) and the extracted data from the SCRUM-Japan Registry, the pharmaceutical company submitted an application for pertuzumab and trastuzumab in patients with HER2-positive metastatic colorectal cancer in April 2021. Pertuzumab and trastuzumab were approved as expanded indications on March 28, 2022, as 6 cases out of 14 extracted from the SCRUM-Japan Registry were classified and utilized as "evaluation material" under the review process of the Pharmaceuticals and Medical Devices Agency (PMDA). Through the TRIUMPH study and the SCRUM-Japan Registry, we have paved the way for regulatory approval of RWD in Japan. In future, we must define the steps for constructing regulatory-grade registries and the method/process for utilizing RWD by accumulating case experiences.
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Affiliation(s)
- Yasutoshi Sakamoto
- Translational Research Support Office, Division of Drug and Diagnostic Development Promotion, Department for the Promotion of Drug and Diagnostic Development, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Hideaki Bando
- Translational Research Support Office, Division of Drug and Diagnostic Development Promotion, Department for the Promotion of Drug and Diagnostic Development, National Cancer Center Hospital East, Kashiwa, Chiba, Japan; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Chiba, Japan.
| | - Yoshiaki Nakamura
- Translational Research Support Office, Division of Drug and Diagnostic Development Promotion, Department for the Promotion of Drug and Diagnostic Development, National Cancer Center Hospital East, Kashiwa, Chiba, Japan; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Chiba, Japan; International Research Promotion Office, Division of Drug and Diagnostic Development Promotion, Department for the Promotion of Drug and Diagnostic Development, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Hiromi Hasegawa
- Clinical Research Support Office, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Takako Kuwaki
- Research Audit Section, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Wataru Okamoto
- Cancer Treatment Center, Hiroshima University Hospital, Hiroshima, Japan
| | - Hiroya Taniguchi
- Department of Clinical Oncology, Aichi Cancer Center, Nagoya, Aichi, Japan
| | - Yoshihiro Aoyagi
- Information Technology Management Section, Clinical Research Management Division, Clinical Research Support Office, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Izumi Miki
- Translational Research Support Office, Division of Drug and Diagnostic Development Promotion, Department for the Promotion of Drug and Diagnostic Development, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Hiroshi Uchigata
- Translational Research Support Office, Division of Drug and Diagnostic Development Promotion, Department for the Promotion of Drug and Diagnostic Development, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Naomi Kuramoto
- Translational Research Support Office, Division of Drug and Diagnostic Development Promotion, Department for the Promotion of Drug and Diagnostic Development, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Nozomu Fuse
- Clinical Research Planning Division, Clinical Research Support Office, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Takayuki Yoshino
- Translational Research Support Office, Division of Drug and Diagnostic Development Promotion, Department for the Promotion of Drug and Diagnostic Development, National Cancer Center Hospital East, Kashiwa, Chiba, Japan; Department of Gastroenterology and Gastrointestinal Oncology, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Atsushi Ohtsu
- National Cancer Center Hospital East, Kashiwa, Chiba, Japan
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17
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Deng S, Liu Z, Yang J, Zhang L, Shou T, Zhu J, He Y, Ma R, Li N, Xu G, Zhan S. Diagnostic validation and development of an algorithm for identification of intussusception in children using electronic health records of Ningbo city in China. Expert Rev Vaccines 2023; 22:307-314. [PMID: 36938990 DOI: 10.1080/14760584.2023.2189474] [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] [Indexed: 03/11/2023]
Abstract
BACKGROUND Monitoring the risk of intussusception after the introduction of rotavirus vaccines is recommended by the World Health Organization (WHO). Although the validity of intussusception monitoring using electronic health records (EHRs) has been confirmed previously, no similar studies have been conducted in China. We aimed to verify the diagnosis and determine an algorithm with the best performance for identification of intussusception using Chinese EHR databases. RESEARCH DESIGN AND METHODS Using the Regional Health Information Platform in Ningbo, patients aged 0-72 months from 2015 to 2021 with any related visits for intussusception were included. The algorithms were based on diagnostic codes or keywords in different clinical scenarios, and their performance was evaluated with positive predictive value (PPV) and sensitivity in line with the Brighton guidelines. RESULTS Brighton level 1 intussusception was confirmed in 2958 patients with 3246 episodes. Fine-tuned algorithms combining the appearance of the relevant ICD-10 codes or the Chinese keyword 'Chang Tao' in any diagnostic reports with the results of enema treatments or related surgeries showed the highest sensitivity, while the highest PPV was obtained by further criteria based on typical radiographic appearances. CONCLUSION Intussusception could be identified and validated internally using EHRs in Ningbo.
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Affiliation(s)
- Siwei Deng
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Center for Intelligent Public Health, Institute for Artificial Intelligence, Peking University, Beijing, China
| | - Zhike Liu
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
| | - Junting Yang
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
| | - Liang Zhang
- Department of Big data, Ningbo Center for Disease Control and Prevention, Ningbo, China
| | - Tiejun Shou
- Department of Neonatology, Ningbo Women and Children's Hospital, Ningbo, China
| | - Jianming Zhu
- Department of surgery, Ningbo Women and Children's Hospital, Ningbo, China
| | - Yan He
- Department of neurology, Ningbo Women and Children's Hospital, Ningbo, China
| | - Rui Ma
- Department of Immunology, Ningbo Center for Disease Control and Prevention, Ningbo, China
| | - Ning Li
- Department of Big data, Ningbo Center for Disease Control and Prevention, Ningbo, China
| | - Guozhang Xu
- Department of Epidemiology and Biostatistics, School of Public Health, Ningbo University, Ningbo, China
| | - Siyan Zhan
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Center for Intelligent Public Health, Institute for Artificial Intelligence, Peking University, Beijing, China
- Research Center of Clinical Epidemiology, Peking University Third Hospital, Beijing, China
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Tan GSQ, Sloan EK, Lambert P, Kirkpatrick CMJ, Ilomäki J. Drug repurposing using real-world data. Drug Discov Today 2023; 28:103422. [PMID: 36341896 DOI: 10.1016/j.drudis.2022.103422] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 06/18/2022] [Accepted: 10/25/2022] [Indexed: 02/02/2023]
Abstract
The use of real-world data in drug repurposing has emerged due to well-established advantages of drug repurposing in supplementing de novo drug discovery and incentives in incorporating real-world evidence in regulatory approvals. We conducted a scoping review to characterize repurposing studies using real-world data and discuss their potential challenges and solutions. A total of 250 studies met the inclusion criteria, of which 36 were original studies on hypothesis generation, 101 on hypothesis validation, and seven on safety assessment. Key challenges that should be addressed for future progress in using real-world data for repurposing include isolated data sources with poor clinical granularity, false-positive signals from data mining, the sensitivity of hypothesis validation to bias and confounding, and the lack of clear regulatory guidance.
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Affiliation(s)
- George S Q Tan
- Centre for Medicine Use and Safety, Monash University, Parkville, Victoria, Australia
| | - Erica K Sloan
- Drug Discovery Biology Theme, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, Victoria, Australia
| | - Pete Lambert
- Drug Delivery Disposition and Dynamics, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, Victoria, Australia
| | - Carl M J Kirkpatrick
- Centre for Medicine Use and Safety, Monash University, Parkville, Victoria, Australia.
| | - Jenni Ilomäki
- Centre for Medicine Use and Safety, Monash University, Parkville, Victoria, Australia.
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Clay I, Peerenboom N, Connors DE, Bourke S, Keogh A, Wac K, Gur-Arie T, Baker J, Bull C, Cereatti A, Cormack F, Eggenspieler D, Foschini L, Ganea R, Groenen PM, Gusset N, Izmailova E, Kanzler CM, Leyens L, Lyden K, Mueller A, Nam J, Ng WF, Nobbs D, Orfaniotou F, Perumal TM, Piwko W, Ries A, Scotland A, Taptiklis N, Torous J, Vereijken B, Xu S, Baltzer L, Vetter T, Goldhahn J, Hoffmann SC. Reverse Engineering of Digital Measures: Inviting Patients to the Conversation. Digit Biomark 2023; 7:28-44. [PMID: 37206894 PMCID: PMC10189241 DOI: 10.1159/000530413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 03/07/2023] [Indexed: 05/21/2023] Open
Abstract
Background Digital measures offer an unparalleled opportunity to create a more holistic picture of how people who are patients behave in their real-world environments, thereby establishing a better connection between patients, caregivers, and the clinical evidence used to drive drug development and disease management. Reaching this vision will require achieving a new level of co-creation between the stakeholders who design, develop, use, and make decisions using evidence from digital measures. Summary In September 2022, the second in a series of meetings hosted by the Swiss Federal Institute of Technology in Zürich, the Foundation for the National Institutes of Health Biomarkers Consortium, and sponsored by Wellcome Trust, entitled "Reverse Engineering of Digital Measures," was held in Zurich, Switzerland, with a broad range of stakeholders sharing their experience across four case studies to examine how patient centricity is essential in shaping development and validation of digital evidence generation tools. Key Messages In this paper, we discuss progress and the remaining barriers to widespread use of digital measures for evidence generation in clinical development and care delivery. We also present key discussion points and takeaways in order to continue discourse and provide a basis for dissemination and outreach to the wider community and other stakeholders. The work presented here shows us a blueprint for how and why the patient voice can be thoughtfully integrated into digital measure development and that continued multistakeholder engagement is critical for further progress.
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Affiliation(s)
| | | | | | | | - Alison Keogh
- Insight Centre for Data Analytics, UC Dublin, Dublin, Ireland
- Mobilise-D, Newcastle University, Newcastle upon Tyne, UK
| | - Katarzyna Wac
- Quality of Life Lab, University of Geneva, Geneva, Switzerland
| | - Tova Gur-Arie
- Mobilise-D, Newcastle University, Newcastle upon Tyne, UK
| | | | - Christopher Bull
- Newcastle University, Newcastle, UK
- IDEA-FAST, Newcastle University, Newcastle upon Tyne, UK
| | - Andrea Cereatti
- Mobilise-D, Newcastle University, Newcastle upon Tyne, UK
- Polytechnic University of Torino, Torino, Italy
| | - Francesca Cormack
- IDEA-FAST, Newcastle University, Newcastle upon Tyne, UK
- Cambridge Cognition Ltd, Cambridge, UK
| | | | | | | | | | | | | | | | | | | | - Arne Mueller
- Mobilise-D, Newcastle University, Newcastle upon Tyne, UK
- Novartis, Basel, Switzerland
| | - Julian Nam
- F. Hoffmann-La Roche, Basel, Switzerland
| | - Wan-Fai Ng
- Newcastle University, Newcastle, UK
- IDEA-FAST, Newcastle University, Newcastle upon Tyne, UK
| | - David Nobbs
- IDEA-FAST, Newcastle University, Newcastle upon Tyne, UK
- F. Hoffmann-La Roche, Basel, Switzerland
| | | | | | - Wojciech Piwko
- Takeda Pharmaceuticals International, Zurich, Switzerland
| | - Anja Ries
- F. Hoffmann-La Roche, Basel, Switzerland
| | - Alf Scotland
- Biogen Digital Health International GmbH, Baar, Switzerland
| | - Nick Taptiklis
- IDEA-FAST, Newcastle University, Newcastle upon Tyne, UK
- Cambridge Cognition Ltd, Cambridge, UK
| | | | - Beatrix Vereijken
- Mobilise-D, Newcastle University, Newcastle upon Tyne, UK
- Norwegian University of Science and Technology, Trondheim, Norway
| | | | | | | | - Jörg Goldhahn
- Swiss Federal Institute of Technology, Zurich, Switzerland
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20
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Murray IR, Chahla J, Wordie SJ, Shapiro SA, Piuzzi NS, Frank RM, Halbrecht J, Okada K, Nakamura N, Mandelbaum B, Dragoo JL, Borg-Stein J, Anz A, Gobbi A, Gomoll AH, Cole BJ, Lattermann C, Chu C, Grande DA, Saris DB, Flanigan D, Kon E, Muschler GF, Malanga GA, Dummer G, Farr J, Tokish JM, Spindler KP, Horsch K, Zaslav K, McIntyre LF, Sgaglione NA, Sherman SL, Rodeo S, Awan TM, Vangsness CT. Regulatory and Ethical Aspects of Orthobiologic Therapies. Orthop J Sports Med 2022; 10:23259671221101626. [PMID: 36479465 PMCID: PMC9720812 DOI: 10.1177/23259671221101626] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Accepted: 02/08/2022] [Indexed: 09/10/2024] Open
Abstract
Orthobiologic therapies show significant promise to improve outcomes for patients with musculoskeletal pathology. There are considerable research efforts to develop strategies that seek to modulate the biological environment to promote tissue regeneration and healing and/or provide symptomatic relief. However, the regulatory pathways overseeing the clinical translation of these therapies are complex, with considerable worldwide variation. The introduction of novel biologic treatments into clinical practice raises several ethical dilemmas. In this review, we describe the process for seeking approval for biologic therapies in the United States, Europe, and Japan. We highlight a number of ethical issues raised by the clinical translation of these treatments, including the design of clinical trials, monitoring outcomes, biobanking, "off-label" use, engagement with the public, marketing of unproven therapies, and scientific integrity.
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Affiliation(s)
- Iain R. Murray
- Iain R. Murray, MFSEM,FRCS(Tr&Orth), PhD, Edinburgh Orthopaedics, Royal Infirmary of Edinburgh, Edinburgh, EH16 4SA, UK () (Twitter: @MurraySportOrth)
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21
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Wong C, van Oostrom J, Bossuyt P, Pittet V, Hanzel J, Samaan M, Tripathi M, Czuber-Dochan W, Burisch J, Leone S, Saldaña R, Baert F, Kopylov U, Jaghult S, Adamina M, Gecse K, Arebi N. A Narrative Systematic Review and Categorisation of Outcomes in Inflammatory Bowel Disease to Inform a Core Outcome Set for Real-world Evidence. J Crohns Colitis 2022; 16:1511-1522. [PMID: 35512352 DOI: 10.1093/ecco-jcc/jjac057] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Revised: 02/01/2022] [Accepted: 04/08/2022] [Indexed: 02/08/2023]
Abstract
BACKGROUND Heterogeneity exists in reported outcomes and outcome measurement instruments [OMI] from observational studies. A core outcome set [COS] for observational and real-world evidence [RWE] in inflammatory bowel disease [IBD] will facilitate pooling large datasets. This systematic review describes and classifies clinical and patient-reported outcomes, for COS development. METHODS The systematic review of MEDLINE, EMBASE, and CINAHL databases identified observational studies published between 2000 and 2021 using the population exposure outcome [PEO] framework. Studies meeting eligibility criteria were included. After titles and abstracts screening, full-text articles were extracted by two independent reviewers. Primary and secondary outcomes with corresponding OMI were extracted and categorised in accordance with OMERACT Filter 2.1 framework. The frequency of outcomes and OMIs are described. RESULTS From 5854 studies, 315 were included: 129 [41%] Crohn's disease [CD], 60 [19%] ulcerative colitis [UC], and 126 [40%] inflammatory bowel disease [IBD] studies with 600 552 participants. Totals of 1632 outcomes and 1929 OMI were extracted mainly from medical therapy [181; 72%], surgical [34; 11%], and endoscopic [6; 2%] studies. Clinical and medical therapy-related safety were frequent outcome domains recorded in 194 and 100 studies. Medical therapy-related adverse events [n = 74] and need for surgery [n = 71] were the commonest outcomes. The most frequently reported OMI were patient or event numbers [n = 914], Harvey-Bradshaw Index [n = 45], and Montreal classification [n = 42]. CONCLUSIONS There is substantial variability in outcomes reporting and OMI types. Categorised outcomes and OMI from this review will inform a Delphi consensus on a COS for future RWE in IBD. Data collection standardisation may enhance the quality of RWE applied to decision-making.
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Affiliation(s)
- Charlotte Wong
- Department of Inflammatory Bowel Disease, St Mark's Hospital, London, UK
| | - Joep van Oostrom
- Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Peter Bossuyt
- Department of Gastroenterology, Imelda General Hospital and Imelda Clinical Research Centre, Bonheiden, Belgium
| | - Valerie Pittet
- Center for Primary Care and Public Health, University of Lausanne, Department of Epidemiology and Health Systems, Lausanne, Switzerland
| | - Jurij Hanzel
- Department of Gastroenterology, University Medical Centre Ljubljana, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Mark Samaan
- Inflammatory Bowel Diseases Unit, Guy's and St Thomas' Hospital, London, UK
| | - Monika Tripathi
- Department of Histopathology, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Wladyslawa Czuber-Dochan
- Florence Nightingale Faculty of Nursing, Midwifery and Palliative Care, King's College London, London, UK
| | - Johan Burisch
- Department of Gastroenterology, Hvidovre Hospital, University of Copenhagen, Copenhagen, Denmark.,Copenhagen Centre for Inflammatory Bowel Disease in Children, Adolescents and Adults, Hvidovre Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Salvatore Leone
- European Federation of Crohn's and Ulcerative Colitis Associations, Brussels, Belgium
| | - Roberto Saldaña
- European Federation of Crohn's and Ulcerative Colitis Associations, Brussels, Belgium.,Confederation of Patients with Crohn's Disease and Ulcerative Colitis, Madrid, Spain
| | - Filip Baert
- Department of Gastroenterology, AZ Delta, Roeselare, Belgium
| | - Uri Kopylov
- Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel
| | - Susanna Jaghult
- Stockholm Gastro Center, Karolinska Institutet, Stockholm, Sweden
| | - Michel Adamina
- Department of Surgery, Cantonal Hospital Winterthur, Zurich, Switzerland.,Department of Biomedical Engineering, University of Basel, Allschwil, Switzerland
| | - Krisztina Gecse
- Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Naila Arebi
- Department of Inflammatory Bowel Disease, St Mark's Hospital, London, UK.,Imperial College London, London, UK
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22
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Hanzel J, Bossuyt P, Pittet V, Samaan M, Tripathi M, Czuber-Dochan W, Burisch J, Leone S, Saldaña R, Baert F, Kopylov U, Jäghult S, Adamina M, Arebi N, Gecse K. Development of a Core Outcome Set for Real-World Data in Inflammatory Bowel Disease: A European Crohn's and Colitis Organisation (ECCO) Position Paper. J Crohns Colitis 2022; 17:311-317. [PMID: 36190188 DOI: 10.1093/ecco-jcc/jjac136] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Indexed: 02/08/2023]
Abstract
BACKGROUND AND AIMS The utility of real-world data is dependent on the quality and homogeneity of reporting. We aimed to develop a core outcome set for real-world studies in adult patients with inflammatory bowel disease (IBD). METHODS Candidate outcomes and outcome measures were identified and categorised in a systematic review. An international panel including patients, dietitians, epidemiologists, gastroenterologists, nurses, pathologists, radiologists and surgeons participated in a modified Delphi consensus process. A consensus meeting was held to ratify the final core outcome set. RESULTS A total of 26 panellists from 13 countries participated in the consensus process. A total of 271 items (130 outcomes, 141 outcome measures) in nine study domains were included in the first-round survey. Panellists agreed that real-world studies on disease activity should report clinical, endoscopic and biomarker disease activity. A disease-specific clinical index (Harvey-Bradshaw Index, Partial Mayo Score, Simple Clinical Colitis Activity Index) should be used, rather than physician global assessment. In ulcerative colitis (UC), either the UC Endoscopic Index of Severity or the Mayo Endoscopic Score can be used, but there was no consensus on an endoscopic index for Crohn's disease, nor was there consensus on the use of the presence of ulcers. There was consensus on using faecal calprotectin and C-reactive protein. There was no consensus on the use of histology in real-world studies. CONCLUSIONS A core outcome set for real-world studies in IBD has been developed based on international multidisciplinary consensus. Its adoption will facilitate synthesis in the generation of real-world evidence.
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Affiliation(s)
- Jurij Hanzel
- Department of Gastroenterology, University Medical Center Ljubljana, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Peter Bossuyt
- Department of Gastroenterology, Imelda General Hospital and Imelda Clinical Research Centre, Bonheiden, Belgium
| | - Valerie Pittet
- Center for Primary Care and Public Health, University of Lausanne, Department of Epidemiology and Health Systems, Lausanne, Switzerland
| | - Mark Samaan
- Inflammatory Bowel Diseases Unit, Guy's and St Thomas' Hospital, London, United Kingdom
| | - Monika Tripathi
- Department of Histopathology, Cambridge Biomedical Campus, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Wladyslawa Czuber-Dochan
- Florence Nightingale Faculty of Nursing, Midwifery and Palliative Care, King's College London, London, United Kingdom
| | - Johan Burisch
- Department of Gastroenterology, Medical Division, Hvidovre Hospital, University of Copenhagen, Denmark.,Copenhagen Centre for Inflammatory Bowel Disease in Children, Adolescents and Adults, Hvidovre Hospital, University of Copenhagen, Denmark
| | - Salvatore Leone
- European Federation of Crohn's and Colitis Associations (EFCCA), Milan, Italy
| | - Roberto Saldaña
- Confederation of Patients with Crohn's Disease and Ulcerative Colitis, Madrid, Spain
| | - Filip Baert
- Department of Gastroenterology, AZ Delta, Roeselare, Belgium
| | - Uri Kopylov
- Department of Gastroenterology, Sheba Medical Center, Tel Hashomer, Israel
| | | | - Michel Adamina
- Department of Surgery, Cantonal Hospital Winterthur, Zurich, Switzerland.,Department of Biomedical Engineering, Faculty of Medicine, University of Basel, Allschwil, Switzerland
| | - Naila Arebi
- Department of Inflammatory Bowel Disease, St Mark's Hospital, Harrow, London, United Kingdom
| | - Krisztina Gecse
- Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, Amsterdam, The Netherlands
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23
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Dron L, Kalatharan V, Gupta A, Haggstrom J, Zariffa N, Morris AD, Arora P, Park J. Data capture and sharing in the COVID-19 pandemic: a cause for concern. Lancet Digit Health 2022; 4:e748-e756. [PMID: 36150783 PMCID: PMC9489064 DOI: 10.1016/s2589-7500(22)00147-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2021] [Revised: 07/08/2022] [Accepted: 07/13/2022] [Indexed: 12/25/2022]
Abstract
Routine health care and research have been profoundly influenced by digital-health technologies. These technologies range from primary data collection in electronic health records (EHRs) and administrative claims to web-based artificial-intelligence-driven analyses. There has been increased use of such health technologies during the COVID-19 pandemic, driven in part by the availability of these data. In some cases, this has resulted in profound and potentially long-lasting positive effects on medical research and routine health-care delivery. In other cases, high profile shortcomings have been evident, potentially attenuating the effect of-or representing a decreased appetite for-digital-health transformation. In this Series paper, we provide an overview of how facets of health technologies in routinely collected medical data (including EHRs and digital data sharing) have been used for COVID-19 research and tracking, and how these technologies might influence future pandemics and health-care research. We explore the strengths and weaknesses of digital-health research during the COVID-19 pandemic and discuss how learnings from COVID-19 might translate into new approaches in a post-pandemic era.
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Affiliation(s)
- Louis Dron
- Real World & Advanced Analytics, Cytel Health, Vancouver, BC, Canada,Correspondence to: Mr Louis Dron, Real World & Advanced Analytics, Cytel Health, Vancouver, BC V5Z 4J7, Canada
| | - Vinusha Kalatharan
- Department of Epidemiology and Biostatistics, Western University, London, ON, Canada
| | - Alind Gupta
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Jonas Haggstrom
- Real World & Advanced Analytics, Cytel Health, Vancouver, BC, Canada,The International COVID-19 Data Alliance (ICODA), Health Data Research UK, London, UK
| | - Nevine Zariffa
- The International COVID-19 Data Alliance (ICODA), Health Data Research UK, London, UK,NMD Group, LLC, Bala Cynwyd, PA, USA
| | - Andrew D Morris
- The International COVID-19 Data Alliance (ICODA), Health Data Research UK, London, UK
| | - Paul Arora
- Real World & Advanced Analytics, Cytel Health, Vancouver, BC, Canada,Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Jay Park
- Department of Experimental Medicine, Department of Medicine, University of British Columbia, Vancouver, BC, Canada,Department of Health Research Methods, Evidence and Impact, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
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24
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Marques M, López-Sánchez P, Tornero F, Gargantilla P, Maroto A, Ortiz A, Portolés J. The hidden diabetic kidney disease in a university hospital-based population: a real-world data analysis. Clin Kidney J 2022; 15:1865-1871. [PMID: 36158147 PMCID: PMC9494513 DOI: 10.1093/ckj/sfac100] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Indexed: 11/17/2022] Open
Abstract
Background Correct identification of diabetic kidney disease (DKD) in type 2 diabetes mellitus (T2DM) patients is crucial to implement therapeutic interventions that may prevent disease progression. Methods We compared the real prevalence of DKD in T2DM patients according to actual serum and urine laboratory data with the presence of the diagnostic terms DKD and/or CKD on the electronic medical records (EMRs) using a natural language processing tool (SAVANA Manager). All patients ˃18 years of age and diagnosed with T2DM were selected. DKD was defined as an estimated glomerular filtration rate (eGFR) <60 mL/min/1.73 m2 or a urinary albumin:creatinine ratio (UACR) >30 mg/g or a urinary protein:creatinine ratio (UPCR) >0.3 g/g after excluding acute kidney injury. Results A total of 15 304 T2DM patients identified on EMRs were eligible to enter the study. A total of 4526 (29.6%) T2DM patients had DKD according to lab criteria. However, the terms CKD or DKD were only present in 33.1% and 7.5%, representing a hidden prevalence of CKD and DKD of 66.9% and 92.5%, respectively. Less severe kidney disease (lower UACR or UPCR, higher eGFR values), female sex and lack of insulin prescription were associated with the absence of DKD or CKD terms in the EMRs (P < .001). Conclusions The prevalence of DKD among T2DM patients defined by lab data is significantly higher than that reported on hospital EMRs. This could imply underdiagnosis of DKD, especially in patients with the least severe disease who may benefit the most from optimized therapy.
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Affiliation(s)
- María Marques
- Nephrology Department, Hospital Universitario Puerta de Hierro, IDIPHISA, Madrid, Spain
- Research Network REDInREN 016/009/009 Instituto Salud Carlos III, Madrid, Spain
| | - Paula López-Sánchez
- Nephrology Department, Hospital Universitario Puerta de Hierro, IDIPHISA, Madrid, Spain
| | - Fernando Tornero
- Nephrology Department, Hospital Universitario del Sureste, Madrid, Spain
| | | | - Alba Maroto
- Nephrology Department, Hospital Universitario Puerta de Hierro, IDIPHISA, Madrid, Spain
| | - Alberto Ortiz
- Research Network REDInREN 016/009/009 Instituto Salud Carlos III, Madrid, Spain
- Nephrology Department, Fundación Jiménez Díaz, Madrid, Spain
| | - José Portolés
- Nephrology Department, Hospital Universitario Puerta de Hierro, IDIPHISA, Madrid, Spain
- Research Network REDInREN 016/009/009 Instituto Salud Carlos III, Madrid, Spain
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25
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Wang Z, Zhang P, Huang C, Guo Y, Dong X, Li X. Conjunctival sac bacterial culture of patients using levofloxacin eye drops before cataract surgery: a real-world, retrospective study. BMC Ophthalmol 2022; 22:328. [PMID: 35907940 PMCID: PMC9338605 DOI: 10.1186/s12886-022-02544-2] [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: 05/24/2021] [Accepted: 07/20/2022] [Indexed: 11/21/2022] Open
Abstract
Background The use of antibiotics preoperatively is effective to decrease the incidence of ocular bacterial infections but may lead to high resistance rate, especially on patients with multi-risk clinical factors. This study systematically analyzed real-world data (RWD) of patients to reveal the association between clinical factors and conjunctival sac bacterial load and offer prophylaxis suggestions. Methods We retrieved RWD of patients using levofloxacin eye drops (5 mL: 24.4 mg, 4 times a day for 3 days) preoperatively. Retrieved data included information on the conjunctival sac bacterial culture, sex, presence of hypertension and diabetes mellitus (DM), and history of hospital-based surgeries. Data was analyzed using SPSS 24.0. Results RWD of 15,415 cases (patients) were retrieved. Among these patients, 5,866 (38.1%) were males and 9,549 (61.9%) females. 5,960 (38.7%) patients had a history of hypertension, and 3,493 (22.7%) patients had a history of DM. 7,555 (49.0%) patients had a history of hospital-based operations. There were 274 (1.8%) positive bacterial cultures. Male patients with hypertension and DM may be at increased risk of having positive bacterial cultures (P < 0.05). Staphylococcus epidermidis (n = 56, 20.4%), Kocuria rosea (n = 37, 13.5%), and Micrococcus luteus (n = 32, 11.7%) were the top 3 isolated strains. Most bacterial strains were resistant to various antibiotics except rifampin, and 82.5% (33 of 40 isolates) of Staphylococcus epidermidis isolates had multidrug antibiotic resistance. Numbers of culture-positive Staphylococcus epidermidis isolates in the male group and non-DM group were greater than those in the female and DM groups, respectively. Micrococcus luteus (n = 11, 8.8%) was found less frequently in non-hypertension group than in hypertension group. Conclusion Sex (Male) and the presence of hypertension and DM are risk factors for greater conjunctival sac bacterial loads. We offer a prophylactic suggestion based on the combined use of levofloxacin and rifampin. However, this approach may aggravate risk of multidrug resistance.
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Affiliation(s)
- Zhenyu Wang
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China.,Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
| | - Pei Zhang
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China.,Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
| | - Chen Huang
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China.,Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China.,Medical Research Center, Peking University Third Hospital, Beijing, China
| | - Yining Guo
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China.,Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
| | - Xuhe Dong
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China.,Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
| | - Xuemin Li
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China. .,Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China.
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26
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Abstract
Even though randomized controlled clinical trials (RCTs) have been accepted as the gold standard for official assessment of novel interventions, there is a substantial gap between the efficacy observed in RCTs and the impact on clinical practice and in terms of patient benefit. While real-world studies (RWS) are emerging to confer valuable complementing evidence in this regard and beyond, the evolving role of RWS is yet to be agreed. This article delineates an updated profile of RWS covering effectiveness verification, rare adverse effects discovery, indication repurposing, to name a few. RWS tends not only to improve the efficiency of clinical investigations for regulatory approval, but also optimizes the whole-life cycle evaluation of biomedical/pharmaceutical products.
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Affiliation(s)
- Daohong Chen
- Research Institute, Changshan Biochemical Pharmaceutical, Shijiazhuang, Hebei 050800, China
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27
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Patel R, Wee SN, Ramaswamy R, Thadani S, Tandi J, Garg R, Calvanese N, Valko M, Rush AJ, Rentería ME, Sarkar J, Kollins SH. NeuroBlu, an electronic health record (EHR) trusted research environment (TRE) to support mental healthcare analytics with real-world data. BMJ Open 2022; 12:e057227. [PMID: 35459671 PMCID: PMC9036423 DOI: 10.1136/bmjopen-2021-057227] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
PURPOSE NeuroBlu is a real-world data (RWD) repository that contains deidentified electronic health record (EHR) data from US mental healthcare providers operating the MindLinc EHR system. NeuroBlu enables users to perform statistical analysis through a secure web-based interface. Structured data are available for sociodemographic characteristics, mental health service contacts, hospital admissions, International Classification of Diseases ICD-9/ICD-10 diagnosis, prescribed medications, family history of mental disorders, Clinical Global Impression-Severity and Improvement (CGI-S/CGI-I) and Global Assessment of Functioning (GAF). To further enhance the data set, natural language processing (NLP) tools have been applied to obtain mental state examination (MSE) and social/environmental data. This paper describes the development and implementation of NeuroBlu, the procedures to safeguard data integrity and security and how the data set supports the generation of real-world evidence (RWE) in mental health. PARTICIPANTS As of 31 July 2021, 562 940 individuals (48.9% men) were present in the data set with a mean age of 33.4 years (SD: 18.4 years). The most frequently recorded diagnoses were substance use disorders (1 52 790 patients), major depressive disorder (1 29 120 patients) and anxiety disorders (1 03 923 patients). The median duration of follow-up was 7 months (IQR: 1.3 to 24.4 months). FINDINGS TO DATE The data set has supported epidemiological studies demonstrating increased risk of psychiatric hospitalisation and reduced antidepressant treatment effectiveness among people with comorbid substance use disorders. It has also been used to develop data visualisation tools to support clinical decision-making, evaluate comparative effectiveness of medications, derive models to predict treatment response and develop NLP applications to obtain clinical information from unstructured EHR data. FUTURE PLANS The NeuroBlu data set will be further analysed to better understand factors related to poor clinical outcome, treatment responsiveness and the development of predictive analytic tools that may be incorporated into the source EHR system to support real-time clinical decision-making in the delivery of mental healthcare services.
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Affiliation(s)
- Rashmi Patel
- Holmusk Technologies Inc, New York, New York, USA
- Department of Psychosis Studies, King's College London, Institute of Psychiatry Psychology and Neuroscience, London, UK
| | - Soon Nan Wee
- Holmusk Technologies Inc, New York, New York, USA
| | | | | | | | - Ruchir Garg
- Holmusk Technologies Inc, New York, New York, USA
| | | | | | - A John Rush
- Curbstone Consultant LLC, Santa Fe, New Mexico, USA
| | | | | | - Scott H Kollins
- Holmusk Technologies Inc, New York, New York, USA
- Duke University School of Medicine, Durham, North Carolina, USA
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28
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Bérard A. Pharmacoepidemiology Research-Real-World Evidence for Decision Making. Front Pharmacol 2021; 12:723427. [PMID: 34557096 PMCID: PMC8452957 DOI: 10.3389/fphar.2021.723427] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Accepted: 08/16/2021] [Indexed: 12/27/2022] Open
Affiliation(s)
- Anick Bérard
- Faculty of Pharmacy, University of Montreal, Montreal, QC, Canada.,Faculty of Medicine, Université Claude Bernard Lyon 1, Lyon, France.,CHU Sainte-Justine, Montreal, QC, Canada
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29
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Papp V, Buron MD, Siersma V, Rasmussen PV, Illes Z, Kant M, Hilt C, Mezei Z, Roshanisefat H, Sejbæk T, Weglewski A, van Wingerden J, Geertsen SS, Bramow S, Sellebjerg F, Magyari M. Real-world outcomes for a complete nationwide cohort of more than 3200 teriflunomide-treated multiple sclerosis patients in The Danish Multiple Sclerosis Registry. PLoS One 2021; 16:e0250820. [PMID: 34003862 PMCID: PMC8130956 DOI: 10.1371/journal.pone.0250820] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 04/15/2021] [Indexed: 11/18/2022] Open
Abstract
Objective Teriflunomide is a once-daily, oral disease-modifying therapy (DMT) for relapsing forms of multiple sclerosis (MS). We studied clinical outcomes in a real-world setting involving a population-based large cohort of unselected patients enrolled in The Danish Multiple Sclerosis Registry (DMSR) who started teriflunomide treatment between 2013–2019. Methods This was a complete nationwide population-based cohort study with prospectively enrolled unselected cases. Demographic and disease-specific patient parameters related to treatment history, efficacy outcomes, and discontinuation and switching rates among other clinical variables were assessed at baseline and during follow-up visits. Results A total of 3239 patients (65.4% female) started treatment with teriflunomide during the study period, 56% of whom were treatment-naïve. Compared to previously treated patients, treatment-naïve patients were older on average at disease onset, had a shorter disease duration, a lower Expanded Disability Status Scale score at teriflunomide treatment start and more frequently experienced a relapse in the 12 months prior to teriflunomide initiation. In the 3001 patients initiating teriflunomide treatment at least 12 months before the cut-off date, 72.7% were still on treatment one year after treatment start. Discontinuations in the first year were due mainly to adverse events (15.6%). Over the full follow-up period, 47.5% of patients discontinued teriflunomide treatment. Sixty-three percent of the patients treated with teriflunomide for 5 years were relapse-free, while significantly more treatment-naïve versus previously treated patients experienced a relapse during the follow-up (p<0.0001). Furthermore, 85% of the patients with available data were free of disability worsening at the end of follow-up. Conclusions Solid efficacy and treatment persistence data consistent with other real-world studies were obtained over the treatment period. Treatment outcomes in this real-world scenario of the population-based cohort support previous findings that teriflunomide is an effective and generally well-tolerated DMT for relapsing MS patients with mild to moderate disease activity.
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Affiliation(s)
- Viktoria Papp
- Odense University Hospital, Odense, Denmark
- * E-mail:
| | - Mathias Due Buron
- The Danish Multiple Sclerosis Registry, University Hospital Copenhagen, Rigshospitalet, Copenhagen, Denmark
- Danish Multiple Sclerosis Center, University Hospital Copenhagen, Rigshospitalet, Copenhagen, Denmark
| | - Volkert Siersma
- The Research Unit for General Practice and Section of General Practice, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | | | | | | | | | - Zsolt Mezei
- Aalborg University Hospital, Aalborg, Denmark
| | | | - Tobias Sejbæk
- Department of Neurology, Hospital of South West Jutland, Esbjerg, Denmark
| | | | | | | | - Stephan Bramow
- Danish Multiple Sclerosis Center, University Hospital Copenhagen, Rigshospitalet, Copenhagen, Denmark
| | - Finn Sellebjerg
- Danish Multiple Sclerosis Center, University Hospital Copenhagen, Rigshospitalet, Copenhagen, Denmark
| | - Melinda Magyari
- The Danish Multiple Sclerosis Registry, University Hospital Copenhagen, Rigshospitalet, Copenhagen, Denmark
- Danish Multiple Sclerosis Center, University Hospital Copenhagen, Rigshospitalet, Copenhagen, Denmark
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30
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Turchin A, Florez Builes LF. Using Natural Language Processing to Measure and Improve Quality of Diabetes Care: A Systematic Review. J Diabetes Sci Technol 2021; 15:553-560. [PMID: 33736486 PMCID: PMC8120048 DOI: 10.1177/19322968211000831] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND Real-world evidence research plays an increasingly important role in diabetes care. However, a large fraction of real-world data are "locked" in narrative format. Natural language processing (NLP) technology offers a solution for analysis of narrative electronic data. METHODS We conducted a systematic review of studies of NLP technology focused on diabetes. Articles published prior to June 2020 were included. RESULTS We included 38 studies in the analysis. The majority (24; 63.2%) described only development of NLP tools; the remainder used NLP tools to conduct clinical research. A large fraction (17; 44.7%) of studies focused on identification of patients with diabetes; the rest covered a broad range of subjects that included hypoglycemia, lifestyle counseling, diabetic kidney disease, insulin therapy and others. The mean F1 score for all studies where it was available was 0.882. It tended to be lower (0.817) in studies of more linguistically complex concepts. Seven studies reported findings with potential implications for improving delivery of diabetes care. CONCLUSION Research in NLP technology to study diabetes is growing quickly, although challenges (e.g. in analysis of more linguistically complex concepts) remain. Its potential to deliver evidence on treatment and improving quality of diabetes care is demonstrated by a number of studies. Further growth in this area would be aided by deeper collaboration between developers and end-users of natural language processing tools as well as by broader sharing of the tools themselves and related resources.
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Affiliation(s)
- Alexander Turchin
- Brigham and Women’s Hospital, Boston,
MA, USA
- Alexander Turchin, MD, MS, Brigham and
Women’s Hospital, 221 Longwood Avenue, Boston, MA 02115, USA.
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Gormley N, Fashoyin-Aje L, Locke T, Unger J, Little RF, Nooka A, Mezzi K, Popa-McKiver M, Kobos R, Biru Y, Williams TH, Anderson KC. Recommendations on eliminating racial disparities in multiple myeloma therapies: a step toward achieving equity in healthcare. Blood Cancer Discov 2021; 2:119-124. [PMID: 34179821 DOI: 10.1158/2643-3230.bcd-20-0123] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
African Americans are at higher risk of multiple myeloma (MM) yet underrepresented in clinical trials and reap less benefits from novel therapies of the disease. To improve representation of African Americans in MM clinical trials, researchers, providers, patients, industry partners and regulators at the FDA-AACR workshop developed recommendations to all stakeholders. The outlined principles offer a roadmap to addressing disparities broadly in clinical trials.
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The Prospective Dutch Colorectal Cancer (PLCRC) cohort: real-world data facilitating research and clinical care. Sci Rep 2021; 11:3923. [PMID: 33594104 PMCID: PMC7887218 DOI: 10.1038/s41598-020-79890-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Accepted: 12/10/2020] [Indexed: 12/13/2022] Open
Abstract
Real-world data (RWD) sources are important to advance clinical oncology research and evaluate treatments in daily practice. Since 2013, the Prospective Dutch Colorectal Cancer (PLCRC) cohort, linked to the Netherlands Cancer Registry, serves as an infrastructure for scientific research collecting additional patient-reported outcomes (PRO) and biospecimens. Here we report on cohort developments and investigate to what extent PLCRC reflects the “real-world”. Clinical and demographic characteristics of PLCRC participants were compared with the general Dutch CRC population (n = 74,692, Dutch-ref). To study representativeness, standardized differences between PLCRC and Dutch-ref were calculated, and logistic regression models were evaluated on their ability to distinguish cohort participants from the Dutch-ref (AU-ROC 0.5 = preferred, implying participation independent of patient characteristics). Stratified analyses by stage and time-period (2013–2016 and 2017–Aug 2019) were performed to study the evolution towards RWD. In August 2019, 5744 patients were enrolled. Enrollment increased steeply, from 129 participants (1 hospital) in 2013 to 2136 (50 of 75 Dutch hospitals) in 2018. Low AU-ROC (0.65, 95% CI: 0.64–0.65) indicates limited ability to distinguish cohort participants from the Dutch-ref. Characteristics that remained imbalanced in the period 2017–Aug’19 compared with the Dutch-ref were age (65.0 years in PLCRC, 69.3 in the Dutch-ref) and tumor stage (40% stage-III in PLCRC, 30% in the Dutch-ref). PLCRC approaches to represent the Dutch CRC population and will ultimately meet the current demand for high-quality RWD. Efforts are ongoing to improve multidisciplinary recruitment which will further enhance PLCRC’s representativeness and its contribution to a learning healthcare system.
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An evidence-based review of the use of vasoactive and inotropic medications in post-operative paediatric patients after cardiac surgery with cardiopulmonary bypass from 2000 to 2020. Cardiol Young 2020; 30:1757-1771. [PMID: 33213604 DOI: 10.1017/s1047951120004151] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
BACKGROUND Infants with moderate-to-severe CHD frequently undergo cardiopulmonary bypass surgery in childhood. Morbidity and mortality are highest in those who develop post-operative low cardiac output syndrome. Vasoactive and inotropic medications are mainstays of treatment for these children, despite limited evidence supporting their use. METHODS To help inform clinical practice, as well as the conduct of future trials, we performed a systematic review of existing literature on inotropes and vasoactives in children after cardiac surgery using the PubMed and EMBASE databases. We included studies from 2000 to 2020, and the patient population was defined as birth - 18 years of age. Two reviewers independently reviewed studies to determine final eligibility. RESULTS The final analysis included 37 papers. Collectively, selected studies reported on 12 different vasoactive and inotropic medications in 2856 children. Overall evidence supporting the use of these drugs in children after cardiopulmonary bypass was limited. The majority of studies were small with 30/37 (81%) enrolling less than 100 patients, 29/37 (78%) were not randomised, and safety and efficacy endpoints differed widely, limiting the ability to combine data for meta-analyses. CONCLUSION Vasoactive and inotropic support remain critical parts of post-operative care for children after cardiopulmonary bypass surgery. There is a paucity of data for the selection and dosing of vasoactives and inotropes for these patients. Despite the knowledge gaps that remain, numerous recent innovations create opportunities to rethink the conduct of clinical trials in this high-risk population.
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McConnell JW, Tsang Y, Pruett J, Iii WD. Comparative effectiveness of oral prostacyclin pathway drugs on hospitalization in patients with pulmonary hypertension in the United States: a retrospective database analysis. Pulm Circ 2020; 10:2045894020911831. [PMID: 33240480 PMCID: PMC7675886 DOI: 10.1177/2045894020911831] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2019] [Accepted: 02/04/2020] [Indexed: 12/02/2022] Open
Abstract
Two oral medications targeting the prostacyclin pathway are available to treat
pulmonary arterial hypertension in the United States: oral treprostinil and
selexipag. We compared real-world hospitalization in patients receiving these
medications. A retrospective administrative claims study was conducted using the
Optum® Clinformatics® Data Mart database. Patients with pulmonary hypertension
were identified using diagnostic codes. Cohort inclusion required age ≥ 18
years, first oral treprostinil or selexipag prescription between 1 January 2015
and 30 September 2017 (index date), and continuous enrollment in the prior ≥6
months. Patients who switched index drug were excluded. Follow-up was from index
date until the first of end of index drug exposure, end of continuous
enrollment, death, or 31 December 2017. Multivariable Cox proportional hazard
and Poisson regression were used to compare risk and rate, respectively, of
hospitalization associated with oral treprostinil vs. selexipag, adjusting for
potential confounders. The study cohort included 99 patients receiving oral
treprostinil and 123 receiving selexipag. Mean age was 61 years, and most
patients were females (71%). Compared with oral treprostinil, selexipag was
associated with a 46% lower risk of all-cause hospitalization (hazard ratio
0.54, 95% confidence interval 0.31, 0.92; P = 0.02), a 47%
lower risk of pulmonary hypertension-related hospitalization (hazard ratio 0.53,
95% confidence interval 0.31, 0.93; P = 0.03), a 42% lower
all-cause hospitalization rate (rate ratio 0.58, 95% confidence interval 0.39,
0.87; P = 0.01), and a 46% lower pulmonary hypertension-related
hospitalization rate (rate ratio 0.54, 95% confidence interval 0.35, 0.82;
P = 0.004). This study suggests that selexipag is
associated with lower hospitalization risk and rate than oral treprostinil.
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Affiliation(s)
- John W McConnell
- Kentuckiana Pulmonary Research Center, Kentuckiana Pulmonary Associates, Louisville, KY, USA
| | - Yuen Tsang
- Medical Managed Markets and Health Economics & Outcomes Research, Actelion Pharmaceuticals US, Inc., a Janssen Pharmaceutical Company of Johnson & Johnson, South San Francisco, CA, USA
| | - Janis Pruett
- Medical Managed Markets and Health Economics & Outcomes Research, Actelion Pharmaceuticals US, Inc., a Janssen Pharmaceutical Company of Johnson & Johnson, South San Francisco, CA, USA
| | - William Drake Iii
- Medical Managed Markets and Health Economics & Outcomes Research, Actelion Pharmaceuticals US, Inc., a Janssen Pharmaceutical Company of Johnson & Johnson, South San Francisco, CA, USA
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Benza RL, Lickert CA, Xie L, Drake W, Ogbomo A, Yuce H, Cole MR. Comparative effectiveness of endothelin receptor antagonists on mortality in patients with pulmonary arterial hypertension in a US Medicare population: a retrospective database analysis. Pulm Circ 2020. [DOI: 10.1177/2045894020954158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Affiliation(s)
- Raymond L. Benza
- Division of Cardiovascular MedicineThe Ohio State University Wexner Medical CenterColumbusOHUSA
| | - Cassandra A. Lickert
- Real World Value and EvidenceActelion Pharmaceuticals US, Inc.Janssen Pharmaceutical Company of Johnson & JohnsonSouth San FranciscoCAUSA
| | - Lin Xie
- Health Economics and Outcome ResearchSTATinMED ResearchAnn ArborMIUSA
| | - William Drake
- Real World Value and EvidenceActelion Pharmaceuticals US, Inc.Janssen Pharmaceutical Company of Johnson & JohnsonSouth San FranciscoCAUSA
| | - Adesuwa Ogbomo
- Health Economics and Outcome ResearchSTATinMED ResearchAnn ArborMIUSA
| | - Huseyin Yuce
- Department of MathematicsNew York City College of TechnologyThe City University of New YorkBrooklynNYUSA
| | - Michele R. Cole
- Real World Value and EvidenceActelion Pharmaceuticals US, Inc.Janssen Pharmaceutical Company of Johnson & JohnsonSouth San FranciscoCAUSA
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Accelerating ophthalmic artificial intelligence research: the role of an open access data repository. Curr Opin Ophthalmol 2020; 31:337-350. [PMID: 32740059 DOI: 10.1097/icu.0000000000000678] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
PURPOSE OF REVIEW Artificial intelligence has already provided multiple clinically relevant applications in ophthalmology. Yet, the explosion of nonstandardized reporting of high-performing algorithms are rendered useless without robust and streamlined implementation guidelines. The development of protocols and checklists will accelerate the translation of research publications to impact on patient care. RECENT FINDINGS Beyond technological scepticism, we lack uniformity in analysing algorithmic performance generalizability, and benchmarking impacts across clinical settings. No regulatory guardrails have been set to minimize bias or optimize interpretability; no consensus clinical acceptability thresholds or systematized postdeployment monitoring has been set. Moreover, stakeholders with misaligned incentives deepen the landscape complexity especially when it comes to the requisite data integration and harmonization to advance the field. Therefore, despite increasing algorithmic accuracy and commoditization, the infamous 'implementation gap' persists. Open clinical data repositories have been shown to rapidly accelerate research, minimize redundancies and disseminate the expertise and knowledge required to overcome existing barriers. Drawing upon the longstanding success of existing governance frameworks and robust data use and sharing agreements, the ophthalmic community has tremendous opportunity in ushering artificial intelligence into medicine. By collaboratively building a powerful resource of open, anonymized multimodal ophthalmic data, the next generation of clinicians can advance data-driven eye care in unprecedented ways. SUMMARY This piece demonstrates that with readily accessible data, immense progress can be achieved clinically and methodologically to realize artificial intelligence's impact on clinical care. Exponentially progressive network effects can be seen by consolidating, curating and distributing data amongst both clinicians and data scientists.
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Bullement A, Podkonjak T, Robinson MJ, Benson E, Selby R, Hatswell AJ, Shields GE. Real-world evidence use in assessments of cancer drugs by NICE. Int J Technol Assess Health Care 2020; 36:1-7. [PMID: 32646531 DOI: 10.1017/s0266462320000434] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
OBJECTIVE To establish how real-world evidence (RWE) has been used to inform single technology appraisals (STAs) of cancer drugs conducted by the National Institute for Health and Care Excellence (NICE). METHODS STAs published by NICE from April 2011 to October 2018 that evaluated cancer treatments were reviewed. Information regarding the use of RWE to directly inform the company-submitted cost-effectiveness analysis was extracted and categorized by topic. Summary statistics were used to describe emergent themes, and a narrative summary was provided for key case studies. RESULTS Materials for a total of 113 relevant STAs were identified and analyzed, of which nearly all (96 percent) included some form of RWE within the company-submitted cost-effectiveness analysis. The most common categories of RWE use concerned the health-related quality of life of patients (71 percent), costs (46 percent), and medical resource utilization (40 percent). While sources of RWE were routinely criticized as part of the appraisal process, we identified only two cases where the use of RWE was overtly rejected; hence, in the majority of cases, RWE was accepted in cancer drug submissions to NICE. DISCUSSION RWE has been used extensively in cancer submissions to NICE. Key criticisms of RWE in submissions to NICE are seldom regarding the use of RWE in general; instead, these are typically concerned with specific data sources and the applicability of these to the decision problem. Within an appropriate context, RWE constitutes an extremely valuable source of information to inform decision making; yet the development of best practice guidelines may improve current reporting standards.
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Affiliation(s)
| | | | | | | | - Ross Selby
- Global Oncology Business Unit, Takeda Pharmaceuticals International Co., London, UK
| | - Anthony J Hatswell
- Delta Hat, Nottingham, UK
- Department of Statistical Science, University College London, London, UK
| | - Gemma E Shields
- Manchester Centre for Health Economics, The University of Manchester, Manchester, UK
- Azurite Research Ltd, Sheffield, UK
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Magaret A, Warden M, Simon N, Heltshe S, Mayer-Hamblett N. Real-world evidence in cystic fibrosis modulator development: Establishing a path forward. J Cyst Fibros 2020; 19:e11-e12. [PMID: 32291159 DOI: 10.1016/j.jcf.2020.03.020] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Revised: 03/26/2020] [Accepted: 03/27/2020] [Indexed: 12/28/2022]
Affiliation(s)
- Amalia Magaret
- Departments of Biostatistics and Pediatrics, Seattle Children's Research Institute, University of Washington, Seattle, WA, USA.
| | - Mark Warden
- Department of Epidemiology, Seattle Children's Research Institute, University of Washington, Seattle, WA, USA
| | - Noah Simon
- Department of Biostatistics, Seattle Children's Research Institute, University of Washington, Seattle, WA, USA
| | - Sonya Heltshe
- Department of Pediatrics, Seattle Children's Research Institute, University of Washington, Seattle, WA, USA
| | - Nicole Mayer-Hamblett
- Departments of Biostatistics and Pediatrics, Seattle Children's Research Institute, University of Washington, Seattle, WA, USA
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Zheng S, Wu YX, Wang JY, Li Y, Liu ZJ, Liu XG, Dang GT, Sun Y, Li J. Identifying the Characteristics of Patients With Cervical Degenerative Disease for Surgical Treatment From 17-Year Real-World Data: Retrospective Study. JMIR Med Inform 2020; 8:e16076. [PMID: 32242824 PMCID: PMC7165306 DOI: 10.2196/16076] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2019] [Revised: 11/15/2019] [Accepted: 01/26/2020] [Indexed: 01/23/2023] Open
Abstract
Background Real-world data (RWD) play important roles in evaluating treatment effectiveness in clinical research. In recent decades, with the development of more accurate diagnoses and better treatment options, inpatient surgery for cervical degenerative disease (CDD) has become increasingly more common, yet little is known about the variations in patient demographic characteristics associated with surgical treatment. Objective This study aimed to identify the characteristics of surgical patients with CDD using RWD collected from electronic medical records. Methods This study included 20,288 inpatient surgeries registered from January 1, 2000, to December 31, 2016, among patients aged 18 years or older, and demographic data (eg, age, sex, admission time, surgery type, treatment, discharge diagnosis, and discharge time) were collected at baseline. Regression modeling and time series analysis were conducted to analyze the trend in each variable (total number of inpatient surgeries, mean age at surgery, sex, and average length of stay). A P value <.01 was considered statistically significant. The RWD in this study were collected from the Orthopedic Department at Peking University Third Hospital, and the study was approved by the institutional review board. Results Over the last 17 years, the number of inpatient surgeries increased annually by an average of 11.13%, with some fluctuations. In total, 76.4% (15,496/20,288) of the surgeries were performed in patients with CDD aged 41 to 65 years, and there was no significant change in the mean age at surgery. More male patients were observed, and the proportions of male and female patients who underwent surgery were 64.7% (13,126/20,288) and 35.3% (7162/20,288), respectively. However, interestingly, the proportion of surgeries performed among female patients showed an increasing trend (P<.001), leading to a narrowing sex gap. The average length of stay for surgical treatment decreased from 21 days to 6 days and showed a steady decline from 2012 onward. Conclusions The RWD showed its capability in supporting clinical research. The mean age at surgery for CDD was consistent in the real-world population, the proportion of female patients increased, and the average length of stay decreased over time. These results may be valuable to guide resource allocation for the early prevention and diagnosis, as well as surgical treatment of CDD.
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Affiliation(s)
- Si Zheng
- Institute of Medical Information & Library, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Yun Xia Wu
- Orthopaedic Department, Peking University Third Hospital, Beijing, China
| | - Jia Yang Wang
- Institute of Medical Information & Library, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Yan Li
- Orthopaedic Department, Peking University Third Hospital, Beijing, China
| | - Zhong Jun Liu
- Orthopaedic Department, Peking University Third Hospital, Beijing, China
| | - Xiao Guang Liu
- Orthopaedic Department, Peking University Third Hospital, Beijing, China
| | - Geng Ting Dang
- Orthopaedic Department, Peking University Third Hospital, Beijing, China
| | - Yu Sun
- Orthopaedic Department, Peking University Third Hospital, Beijing, China
| | - Jiao Li
- Institute of Medical Information & Library, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
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40
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Santinelli L, Ceccarelli G, Borrazzo C, Celani L, Pavone P, Innocenti GP, Spagnolello O, Fimiani C, Ceci F, Di Sora F, Mezzaroma I, Mastroianni CM, d'Ettorre G. Real word outcomes associated with use of raltegravir in older people living with HIV: results from the 60 months follow-up of the RAL-age cohort. Expert Rev Anti Infect Ther 2020; 18:485-492. [PMID: 32096433 DOI: 10.1080/14787210.2020.1733415] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Objective: In people living with HIV (PLWH), antiretroviral treatments have increased the median life expectancy. Raltegravir (RAL) represents a long-term safe regimen used both in the first-line antiretroviral treatments and in the optimization strategies. Aim of the study was to evaluate the real-life efficacy, tolerability, and safety of the long-term RAL use in a multicenter cohort of elderly PLWH.Methods: A 60-month follow-up observational study was carried out in the RAL-AGE Cohort including aged PLWH (≥60 years old) treated with RAL-based regimens (n = 96). The control group was a cohort of PLWH aged less than 60 years (n = 50).Results: RAL treated aged HIV population experiences an increase of CD4+ cells and a stable control of viral load at 60 months of follow-up. A significant improvement in lipid metabolism profile, a decrease of platelet count and a reduction in cardiovascular risk levels were observed in the older population. Immune activation markers expressed on CD4+ T cells decreased compared to baseline, but this difference was greater in the control group.Conclusion: A 60-month treatment with RAL-containing regimens is safe and highly effective in the older PLWH and these data give new insights on the elderly population.Clinical trial registration: NCT02765776 and NCT03579485.
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Affiliation(s)
- Letizia Santinelli
- Department of Public Health and Infectious Diseases, University of Rome "Sapienza", Rome, Italy
| | - Giancarlo Ceccarelli
- Department of Public Health and Infectious Diseases, University of Rome "Sapienza", Rome, Italy.,Infectious Diseases Clinic, Azienda Policlinico Umberto I, Rome, Italy
| | - Cristian Borrazzo
- Department of Public Health and Infectious Diseases, University of Rome "Sapienza", Rome, Italy
| | - Luigi Celani
- Department of Public Health and Infectious Diseases, University of Rome "Sapienza", Rome, Italy
| | - Paolo Pavone
- Department of Public Health and Infectious Diseases, University of Rome "Sapienza", Rome, Italy
| | | | - Ornella Spagnolello
- Department of Public Health and Infectious Diseases, University of Rome "Sapienza", Rome, Italy.,Infectious Diseases Clinic, Azienda Policlinico Umberto I, Rome, Italy.,Emergency Department, Royal Infirmary of Edinburgh, EMERGE - Emergency Medicine Research Group Edinburgh, Edinburgh, UK
| | - Caterina Fimiani
- Department of Public Health and Infectious Diseases, University of Rome "Sapienza", Rome, Italy
| | - Fabrizio Ceci
- Department of Experimental Medicine, University of Rome "Sapienza", Rome, Italy
| | - Fiorella Di Sora
- Emergency Department, Royal Infirmary of Edinburgh, EMERGE - Emergency Medicine Research Group Edinburgh, Edinburgh, UK.,Unit of Clinical Immunology, Azienda Ospedaliera San Giovanni-Addolorata, Rome, Italy
| | - Ivano Mezzaroma
- Department of Translational and Precision Medicine, University of Rome "Sapienza", Rome, Italy
| | | | - Gabriella d'Ettorre
- Department of Public Health and Infectious Diseases, University of Rome "Sapienza", Rome, Italy
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