{"title":"通过使用统计创新、技术和非标准数据源,重新设想临床试验效率的优化。","authors":"Kannan Natarajan, Demissie Alemayehu","doi":"10.1080/10543406.2025.2489289","DOIUrl":null,"url":null,"abstract":"<p><p>With the ever-growing cost of conducting traditional clinical trials and evolving regulatory paradigms, the need to deliver new medicines with speed and efficiency has become increasingly urgent. There are complex and innovative design approaches, emerging technologies, and abundant data sources that can be leveraged to address these challenges. However, their potential is not fully realized due to operational constraints and regulatory hurdles. We review the vast array of tools and technologies that are available, discuss their capabilities and limitations, and propose strategies for maximizing the efficiency of clinical trials through effective deployment of existing and new approaches.</p>","PeriodicalId":54870,"journal":{"name":"Journal of Biopharmaceutical Statistics","volume":" ","pages":"1-11"},"PeriodicalIF":1.2000,"publicationDate":"2025-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Reimagining optimization of clinical trials efficiency through use of statistical innovation, technology and non-standard data sources.\",\"authors\":\"Kannan Natarajan, Demissie Alemayehu\",\"doi\":\"10.1080/10543406.2025.2489289\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>With the ever-growing cost of conducting traditional clinical trials and evolving regulatory paradigms, the need to deliver new medicines with speed and efficiency has become increasingly urgent. There are complex and innovative design approaches, emerging technologies, and abundant data sources that can be leveraged to address these challenges. However, their potential is not fully realized due to operational constraints and regulatory hurdles. We review the vast array of tools and technologies that are available, discuss their capabilities and limitations, and propose strategies for maximizing the efficiency of clinical trials through effective deployment of existing and new approaches.</p>\",\"PeriodicalId\":54870,\"journal\":{\"name\":\"Journal of Biopharmaceutical Statistics\",\"volume\":\" \",\"pages\":\"1-11\"},\"PeriodicalIF\":1.2000,\"publicationDate\":\"2025-04-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Biopharmaceutical Statistics\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1080/10543406.2025.2489289\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"PHARMACOLOGY & PHARMACY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Biopharmaceutical Statistics","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1080/10543406.2025.2489289","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
Reimagining optimization of clinical trials efficiency through use of statistical innovation, technology and non-standard data sources.
With the ever-growing cost of conducting traditional clinical trials and evolving regulatory paradigms, the need to deliver new medicines with speed and efficiency has become increasingly urgent. There are complex and innovative design approaches, emerging technologies, and abundant data sources that can be leveraged to address these challenges. However, their potential is not fully realized due to operational constraints and regulatory hurdles. We review the vast array of tools and technologies that are available, discuss their capabilities and limitations, and propose strategies for maximizing the efficiency of clinical trials through effective deployment of existing and new approaches.
期刊介绍:
The Journal of Biopharmaceutical Statistics, a rapid publication journal, discusses quality applications of statistics in biopharmaceutical research and development. Now publishing six times per year, it includes expositions of statistical methodology with immediate applicability to biopharmaceutical research in the form of full-length and short manuscripts, review articles, selected/invited conference papers, short articles, and letters to the editor. Addressing timely and provocative topics important to the biostatistical profession, the journal covers:
Drug, device, and biological research and development;
Drug screening and drug design;
Assessment of pharmacological activity;
Pharmaceutical formulation and scale-up;
Preclinical safety assessment;
Bioavailability, bioequivalence, and pharmacokinetics;
Phase, I, II, and III clinical development including complex innovative designs;
Premarket approval assessment of clinical safety;
Postmarketing surveillance;
Big data and artificial intelligence and applications.