Randomized Clinical Trials
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Introduction to Biostatistics
Introduction to Biostatistics Jie Yang, Ph.D. Associate Professor Department of Family, Population and Preventive Medicine Director Biostatistical Consulting Core Director Biostatistics and Bioinformatics Shared Resource, Stony Brook Cancer Center In collaboration with Clinical Translational Science Center (CTSC) and the Biostatistics and Bioinformatics Shared Resource (BB-SR), Stony Brook Cancer Center (SBCC). OUTLINE What is Biostatistics What does a biostatistician do • Experiment design, clinical trial design • Descriptive and Inferential analysis • Result interpretation What you should bring while consulting with a biostatistician WHAT IS BIOSTATISTICS • The science of (bio)statistics encompasses the design of biological/clinical experiments the collection, summarization, and analysis of data from those experiments the interpretation of, and inference from, the results How to Lie with Statistics (1954) by Darrell Huff. http://www.youtube.com/watch?v=PbODigCZqL8 GOAL OF STATISTICS Sampling POPULATION Probability SAMPLE Theory Descriptive Descriptive Statistics Statistics Inference Population Sample Parameters: Inferential Statistics Statistics: 흁, 흈, 흅… 푿ഥ , 풔, 풑ෝ,… PROPERTIES OF A “GOOD” SAMPLE • Adequate sample size (statistical power) • Random selection (representative) Sampling Techniques: 1.Simple random sampling 2.Stratified sampling 3.Systematic sampling 4.Cluster sampling 5.Convenience sampling STUDY DESIGN EXPERIEMENT DESIGN Completely Randomized Design (CRD) - Randomly assign the experiment units to the treatments -
Experimentation Science: a Process Approach for the Complete Design of an Experiment
Kansas State University Libraries New Prairie Press Conference on Applied Statistics in Agriculture 1996 - 8th Annual Conference Proceedings EXPERIMENTATION SCIENCE: A PROCESS APPROACH FOR THE COMPLETE DESIGN OF AN EXPERIMENT D. D. Kratzer K. A. Ash Follow this and additional works at: https://newprairiepress.org/agstatconference Part of the Agriculture Commons, and the Applied Statistics Commons This work is licensed under a Creative Commons Attribution-Noncommercial-No Derivative Works 4.0 License. Recommended Citation Kratzer, D. D. and Ash, K. A. (1996). "EXPERIMENTATION SCIENCE: A PROCESS APPROACH FOR THE COMPLETE DESIGN OF AN EXPERIMENT," Conference on Applied Statistics in Agriculture. https://doi.org/ 10.4148/2475-7772.1322 This is brought to you for free and open access by the Conferences at New Prairie Press. It has been accepted for inclusion in Conference on Applied Statistics in Agriculture by an authorized administrator of New Prairie Press. For more information, please contact [email protected]. Conference on Applied Statistics in Agriculture Kansas State University Applied Statistics in Agriculture 109 EXPERIMENTATION SCIENCE: A PROCESS APPROACH FOR THE COMPLETE DESIGN OF AN EXPERIMENT. D. D. Kratzer Ph.D., Pharmacia and Upjohn Inc., Kalamazoo MI, and K. A. Ash D.V.M., Ph.D., Town and Country Animal Hospital, Charlotte MI ABSTRACT Experimentation Science is introduced as a process through which the necessary steps of experimental design are all sufficiently addressed. Experimentation Science is defined as a nearly linear process of objective formulation, selection of experimentation unit and decision variable(s), deciding treatment, design and error structure, defining the randomization, statistical analyses and decision procedures, outlining quality control procedures for data collection, and finally analysis, presentation and interpretation of results. -
Evolution of Clinical Trials Throughout History
Evolution of clinical trials throughout history Emma M. Nellhaus1, Todd H. Davies, PhD1 Author Affiliations: 1. Office of Research and Graduate Education, Marshall University Joan C. Edwards School of Medicine, Huntington, West Virginia The authors have no financial disclosures to declare and no conflicts of interest to report. Corresponding Author: Todd H. Davies, PhD Director of Research Development and Translation Marshall University Joan C. Edwards School of Medicine Huntington, West Virginia Email: [email protected] Abstract The history of clinical research accounts for the high ethical, scientific, and regulatory standards represented in current practice. In this review, we aim to describe the advances that grew from failures and provide a comprehensive view of how the current gold standard of clinical practice was born. This discussion of the evolution of clinical trials considers the length of time and efforts that were made in order to designate the primary objective, which is providing improved care for our patients. A gradual, historic progression of scientific methods such as comparison of interventions, randomization, blinding, and placebos in clinical trials demonstrates how these techniques are collectively responsible for a continuous advancement of clinical care. Developments over the years have been ethical as well as clinical. The Belmont Report, which many investigators lack appreciation for due to time constraints, represents the pinnacle of ethical standards and was developed due to significant misconduct. Understanding the history of clinical research may help investigators value the responsibility of conducting human subjects’ research. Keywords Clinical Trials, Clinical Research, History, Belmont Report In modern medicine, the clinical trial is the gold standard and most dominant form of clinical research. -
Evaluation of Medical Literature and Journal Clubs
4 Evaluation of Medical Literature and Journal Clubs Lindsay Davison, PharmD, and Jean Cunningham, PharmD, BCPS CASE H.G. is a pharmacy student on an internal medicine APPE rotation. At the end of the month, all students on the rotation are required to participate in the pharmacy’s journal club. H.G. remembers presenting a handful of journal clubs during pharmacy school, but he has never presented to a roomful of pharmacists before. Why It’s Essential Discussions about journal clubs and medical literature evaluation have been known to cause rapid heart rate, increased blood pressure, and a host of other unfortunate adverse events in otherwise healthy fi nal-year student pharmacists (please note: these data were derived from observational N of 1 studies). Alas, have no fear! This chapter is here to save you. You may wonder why medical literature evaluation and journal clubs are considered part of The Essentials. Medical literature is what creates the treatment guidelines we rely on as clinicians, and its evaluation is how we can be confi dent (or not so confi dent) in a publication’s fi ndings. Just as you would not drive a car through an intersection with your eyes shut while the passenger concluded that the coast was clear, you should not accept the author’s conclusions of a trial without evaluating the literature. Understandably, you may now be wondering how in the world pharmacists can fi nd the time to evaluate all of the medical literature that impacts their practice. The answer is that they do not. This is where journal clubs come in. -
Internal and External Validity: Can You Apply Research Study Results to Your Patients? Cecilia Maria Patino1,2,A, Juliana Carvalho Ferreira1,3,B
J Bras Pneumol. 2018;44(3):183-183 CONTINUING EDUCATION: http://dx.doi.org/10.1590/S1806-37562018000000164 SCIENTIFIC METHODOLOGY Internal and external validity: can you apply research study results to your patients? Cecilia Maria Patino1,2,a, Juliana Carvalho Ferreira1,3,b CLINICAL SCENARIO extent to which the results of a study are generalizable to patients in our daily practice, especially for the population In a multicenter study in France, investigators conducted that the sample is thought to represent. a randomized controlled trial to test the effect of prone vs. supine positioning ventilation on mortality among patients Lack of internal validity implies that the results of the with early, severe ARDS. They showed that prolonged study deviate from the truth, and, therefore, we cannot prone-positioning ventilation decreased 28-day mortality draw any conclusions; hence, if the results of a trial are [hazard ratio (HR) = 0.39; 95% CI: 0.25-0.63].(1) not internally valid, external validity is irrelevant.(2) Lack of external validity implies that the results of the trial may not apply to patients who differ from the study STUDY VALIDITY population and, consequently, could lead to low adoption The validity of a research study refers to how well the of the treatment tested in the trial by other clinicians. results among the study participants represent true fi ndings among similar individuals outside the study. INCREASING VALIDITY OF RESEARCH This concept of validity applies to all types of clinical STUDIES studies, including those about prevalence, associations, interventions, and diagnosis. The validity of a research To increase internal validity, investigators should ensure study includes two domains: internal and external validity. -
REVIEW ESSAY Situating the History of Medicine Within Chinese History
REVIEW ESSAY Situating the History of Medicine within Chinese History Marta Hanson, John Hopkins University Andrew Schonebaum. Novel Medicine: Healing, Literature, and Popular Knowledge in Early Modern China. Seattle: University of Washington Press, 2016. 296 pp. $50 (cloth); $30 (paper). Hilary A. Smith. Forgotten Disease: Illnesses Transformed in Chinese Medicine. Stanford, CA: Stanford University Press, 2017. 248 pp. $85 (cloth); $25 (paper/e-book). The past ten years have seen the publication of more than seventy English-language monographs, edited books, translations, dictionaries, and even a three-volume catalogue, related to the history of medicine in China. Such substantive, varied, and often ground-breaking scholarship is finally starting to do justice to the complexity of the subject and the richness of the sources vis-à-vis the better known, and thus more widely taught, history of European and Anglo-American medicine from antiquity to the modern world. Collectively bringing the field of the history of medicine in China to a new level of synthesis, these works not only demonstrate how integral the history of medicine and public health is to Chinese history but also should help facilitate the integration of East Asian medical history into more broadly conceived global histories of medicine and public health. This major boon in publications on the medical history of China over the past decade also reveals the wide-ranging methods and diverse approaches scholars have chosen to frame, and thereby exert heuristic control over, what arguably has become newly visible as the contours of a vast, complex, and essential subject of not just Chinese but human history. -
Annotated Bibliography of Journals for Educational Scholarship
AAMC-Regional Groups on Educational Affairs (GEA) Medical Education Scholarship, Research and Evaluation Section Annotated Bibliography of Journals for Educational Scholarship Revised July 2019 Coordinated by: SGEA (Southern Group on Educational Affairs) in collaboration with NEGEA, WGEA and CGEA. Compiled by: Andrea Berry, MPA University of Central Florida College of Medicine Compiling Authors: Lisa Coplit, MD Frank H. Netter MD School of Medicine Alice Fornari, EdD, RD Hofstra North Shore-LIJ University School of Medicine Larrie Greenberg, MD George Washington University School of Medicine Keith Metzger, PhD Hofstra North Shore-LIJ University School of Medicine Susan Pasquale, PhD, MT-BC, NMT University of Massachusetts Medical School Janine Shapiro, MD University of Rochester Medical Center Laura Willett, MD, FACP Robert Wood Johnson Medical School Nagaswami Vasan, PhD UMDNJ-Robert Wood Johnson Medical School DR-ED E-list Librarian Coordinators Pamela Herring, MLIS, D-AHIP, Harriet F. Ginsburg Health Sciences Library, University of Central Florida College of Medicine Judy M. Spak, MLS, Harvey Cushing/John Hay Whitney Medical Library, Yale School of Medicine For questions/suggestions contact Andrea Berry at [email protected]. THANKS! Contents Academic Emergency Medicine 5 Academic Emergency Medicine Education & Training 5 Academic Medicine 6 Academic Pathology - Supports Open Access 7 Academic Pediatrics 7 Academic Psychiatry - Supports Open Access 8 Academic Radiology - Supports Open Access 9 Advances in Health Sciences Education -
U.S. Investments in Medical and Health Research and Development 2013 - 2017 Advocacy Has Helped Bring About Five Years of Much-Needed Growth in U.S
Fall 2018 U.S. Investments in Medical and Health Research and Development 2013 - 2017 Advocacy has helped bring about five years of much-needed growth in U.S. medical and health research investment. More advocacy is critical now to ensure our nation steps up in response to health threats that we can—we must—overcome. More Than Half Favor Doubling Federal Spending on Medical Research Do you favor or oppose doubling federal spending on medical research over the next five years? 19% Not Sure 23% 8% Strongly favor Strongly oppose 16% 35% Somewhat oppose Somewhat favor Source: A Research!America survey of U.S. adults conducted in partnership with Zogby Analytics in January 2018. Research!America 3 Introduction Investment1 in medical and health research and development (R&D) in the U.S. grew by $38.8 billion or 27% from 2013 to 2017. Industry continues to invest more than any other sector, accounting for 67% of total spending in 2017, followed by the federal government at 22%. Federal investments increased from 2016 to 2017, the second year of growth after a dip from 2014 to 2015. Overall, federal investment increased by $6.1 billion or 18.4% from 2013 to 2017, but growth has been uneven across federal health agencies. Investment by other sectors, including academic and research institutions, foundations, state and local governments, and voluntary health associations and professional societies, also increased from 2013 to 2017. Looking ahead, medical and health R&D spending is expected to move in an upward trajectory in 2018 but will continue to fall short relative to the health and economic impact of major health threats. -
Observational Clinical Research
E REVIEW ARTICLE Clinical Research Methodology 2: Observational Clinical Research Daniel I. Sessler, MD, and Peter B. Imrey, PhD * † Case-control and cohort studies are invaluable research tools and provide the strongest fea- sible research designs for addressing some questions. Case-control studies usually involve retrospective data collection. Cohort studies can involve retrospective, ambidirectional, or prospective data collection. Observational studies are subject to errors attributable to selec- tion bias, confounding, measurement bias, and reverse causation—in addition to errors of chance. Confounding can be statistically controlled to the extent that potential factors are known and accurately measured, but, in practice, bias and unknown confounders usually remain additional potential sources of error, often of unknown magnitude and clinical impact. Causality—the most clinically useful relation between exposure and outcome—can rarely be defnitively determined from observational studies because intentional, controlled manipu- lations of exposures are not involved. In this article, we review several types of observa- tional clinical research: case series, comparative case-control and cohort studies, and hybrid designs in which case-control analyses are performed on selected members of cohorts. We also discuss the analytic issues that arise when groups to be compared in an observational study, such as patients receiving different therapies, are not comparable in other respects. (Anesth Analg 2015;121:1043–51) bservational clinical studies are attractive because Group, and the American Society of Anesthesiologists they are relatively inexpensive and, perhaps more Anesthesia Quality Institute. importantly, can be performed quickly if the required Recent retrospective perioperative studies include data O 1,2 data are already available. -
Certification Accredited Schools List
= Academic Clinical Research Programs Which Currently Meet Waiver Requirements for the Academy of Clinical Research Professional (Updated October 15, 2015) This list includes academic clinical research programs which, as of the above date, have been evaluated and found to meet the current waiver requirements established by the Academy of Clinical Research Professionals (Academy) Board of Trustees. Programs that meet the waiver requirements allow a candidate to waive 1,500 hours of hands-on experience performing the Essential Duties of the program to which the candidate has made application. This list is not to be considered exhaustive and is not designed to represent all the academic offerings available. Appearance on this list is not to be construed as an endorsement of its content or format by the Academy or a guarantee that a candidate will be eligible for certification. All individuals interested in enrolling in a program of study should evaluate any program on the basis of his or her personal needs. (* - programs marked with an asterisk MAY be accepted but acceptance will be dependent on the complete listing of courses completed) Individuals seeking additional information about each program should contact the institution directly. Academic Institution Program Name ( Click Title for Web Navigation) Academy of Applied Pharmaceutical Sciences Clinical Research Diploma Program American University of Health Sciences Master of Science in Clinical Research Anoka-Ramsey Community College Clinical Research Professional - Certificate Graduate -
Clinical Research Services
Clinical Research Services Conducting efficient, innovative clinical research from initial planning to closeout WHY LEIDOS LIFE SCIENCES? In addition to developing large-scale technology programs for U.S. federal f Leidos has expertise agencies with a focus on health, Leidos provides a broad range of clinical supporting all product services and solutions to researchers, product sponsors, U.S. government development phases agencies, and other biomedical enterprises, hospitals, and health systems. for vaccines, drugs, and Our broad research experience enables us to support programs throughout biotherapeutics the development life cycle: from concept through the exploratory, f Leidos understands the development, pre-clinical, and clinical phases, as well as with product need to control clinical manufacturing and launching. Leidos designs and develops customized project scope, timelines, solutions that support groundbreaking medical research, optimize business and cost while remaining operations, and expedite the discovery of safe and effective medical flexible amidst shifting products. We apply our technical knowledge and experience in selecting research requirements institutions, clinical research organizations, and independent research f Leidos remains vendor- facilities to meet the specific needs of each clinical study. We also manage neutral while fostering and team integration, communication, and contracts throughout the project. managing collaborations Finally, Leidos has a proven track record of ensuring that research involving with -
Placebo-Controlled Trials of New Drugs: Ethical Considerations
Reviews/Commentaries/Position Statements COMMENTARY Placebo-Controlled Trials of New Drugs: Ethical Considerations DAVID ORENTLICHER, MD, JD als, placebo controls are not appropriate when patients’ health would be placed at significant risk (8–10). A placebo- controlled study for a new hair- uch controversy exists regarding sufficiently more effective than placebo to thickening agent could be justified; a the ethics of placebo-controlled justify its use. Finally, not all established placebo-controlled study for patients M trials in which an experimental therapies have been shown to be superior with moderate or severe hypertension therapy will compete with an already es- to placebo. If newer drugs are compared would not be acceptable (11). Similarly, if tablished treatment (or treatments). In with the unproven existing therapies, an illness causes problems when it goes such cases, argue critics, patients in the then patients may continue to receive untreated for a long period of time, a 52- control arm of the study should receive an drugs that are harmful without being week study with a placebo control is accepted therapy rather than a placebo. helpful. much more difficult to justify than a By using an active and effective drug, the Moreover, say proponents of placebo 6-week study (12). control patients would not be placed at controls, patients can be protected from When David S.H. Bell (13) explains risk for deterioration of their disease, and harm by “escape” criteria, which call for why placebo controls are unacceptable the study would generate more meaning- withdrawal from the trial if the patient for new drugs to treat type 2 diabetes, he ful results for physicians.