USERS’ GUIDES TO THE MEDICAL LITERATURE Notice Medicine is an ever-changing science. As new research and clinical experi- ence broaden our knowledge, changes in treatment and drug therapy are required. The authors and the publisher of this work have checked with sources believed to be reliable in their efforts to provide information that is complete and generally in accord with the standards accepted at the time of publication. However, in view of the possibility of human error or changes in medical sciences, neither the authors nor the publisher nor any other party who has been involved in the preparation or publication of this work warrants that the information contained herein is in every respect accurate or complete, and they disclaim all responsibility for any errors or omissions or for the results obtained from use of the information contained in this work. Readers are encouraged to confirm the information contained herein with other sources. 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Cook, MD, MSc Departments of Medicine and Clinical Departments of Medicine and Clinical Epidemiology and Biostatistics Epidemiology and Biostatistics Faculty of Health Sciences Faculty of Health Sciences McMaster University McMaster University Hamilton, Ontario, Canada Hamilton, Ontario, Canada New York Chicago San Francisco Lisbon London Madrid Mexico City Milan New Delhi San Juan Seoul Singapore Sydney Toronto JAMAevidence Copyright © 2008 by the American Medical Association. All rights reserved. Manufactured in the United States of America. Except as permitted under the United States Copyright Act of 1976, no part of this publication may be reproduced or distributed in any form or by any means, or stored in a database or retrieval system, without the prior written permission of the publisher. 0-07-159035-8 The material in this eBook also appears in the print version of this title: 0-07-159034-X. All trademarks are trademarks of their respective owners. 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If you’d like more information about this book, its author, or related books and websites, please click here. To our students, in many countries, whose interest, passion, and probing questions made possible the development of the methods we use to communicate the concepts of evidence- based medicine. GG, MOM, and DJC To Deb, who has watched over and tended me while I have watched over and tended this wonderful group of authors, with gratitude for her love and her good humor. DR This page intentionally left blank For more information about this title, click here CONTENTS Contributors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .xi Foreword. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . xvii Preface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .xxi Part A The Foundations 1 How to Use the Medical Literature—and This Book— to Improve Your Patient Care. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 2 The Philosophy of Evidence-Based Medicine . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 3 What Is the Question? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 4 Finding the Evidence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 29 5 Why Study Results Mislead: Bias and Random Error. . . . . . . . . . . . . . . . . . . . 59 Part B Therapy 6 Therapy (Randomized Trials). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 67 7 Does Treatment Lower Risk? Understanding the Results. . . . . . . . . . . . . . . . . 87 8 Confidence Intervals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 99 9 Advanced Topics in the Validity of Therapy Trials 9.1 An Illustration of Bias and Random Error. . . . . . . . . . . . . . . . . . . . . . . 109 9.2 Surprising Results of Randomized Trials . . . . . . . . . . . . . . . . . . . . . . . 113 9.3 Randomized Trials Stopped Early for Benefit. . . . . . . . . . . . . . . . . . . . 153 9.4 The Principle of Intention to Treat . . . . . . . . . . . . . . . . . . . . . . . . . . . . 167 9.5 N-of-1 Randomized Controlled Trials. . . . . . . . . . . . . . . . . . . . . . . . . . 179 9.6 Clinical Decision Support Systems. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 193 10 Advanced Topics in the Results of Therapy Trials 10.1 Hypothesis Testing. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 209 10.2 Understanding the Results: More About Odds Ratios . . . . . . . . . . . . . 221 10.3 What Determines the Width of the Confidence Interval? . . . . . . . . . . 231 vii viii CONTENTS 10.4 Composite Endpoints . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 237 10.5 Measuring Patients’ Experience . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 249 11 Advanced Topics in Applying the Results of Therapy Trials 11.1 Applying Results to Individual Patients. . . . . . . . . . . . . . . . . . . . . . . . . 273 11.2 Example Numbers Needed to Treat. . . . . . . . . . . . . . . . . . . . . . . . . . . . 291 11.3 Dealing With Misleading Presentations of Clinical Trial Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 301 11.4 Surrogate Outcomes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 317 11.5 Qualitative Research . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 341 Part C Harm (Observational Studies) 12 Harm (Observational Studies) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 363 13 Advanced Topics in Harm: Correlation and Regression . . . . . . . . . . . . . . . . 383 Part D Diagnosis 14 The Process of Diagnosis. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 399 15 Differential Diagnosis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 407 16 Diagnostic Tests . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 419 17 Advanced Topics in Diagnosis 17.1 Spectrum Bias. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 439 17.2 Examples of Likelihood Ratios . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 449 17.3 Measuring Agreement Beyond Chance . . . . . . . . . . . . . . . . . . . . . . . . . 481 17.4 Clinical Prediction Rules. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 491 Part E Prognosis 18 Prognosis. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 509
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