Clinical trials

Last updated: June 18, 2025

Clinical trials

Step2 Review

Step2 Review

Introduction to biostatistics
Types of data
Probability
Mean, median, and mode
Range, variance, and standard deviation
Standard error of the mean (Central limit theorem)
Normal distribution and z-scores
Paired t-test
Two-sample t-test
Hypothesis testing: One-tailed and two-tailed tests
One-way ANOVA
Two-way ANOVA
Repeated measures ANOVA
Correlation
Methods of regression analysis
Linear regression
Logistic regression
Spearman's rank correlation coefficient
Mann-Whitney U test
Kappa coefficient
Chi-squared test
Fisher's exact test
Kaplan-Meier survival analysis
Type I and type II errors
Sensitivity and specificity
Positive and negative predictive value
Test precision and accuracy
Incidence and prevalence
Relative and absolute risk
Odds ratio
Attributable risk (AR)
Mortality rates and case-fatality
DALY and QALY
Direct standardization
Indirect standardization
Study designs
Clinical trials
Disease causality
Selection bias
Confounding
Interaction
Prevention
Eczematous rashes: Clinical
Papulosquamous skin disorders: Clinical
Alopecia: Clinical
Hypersensitivity skin reactions: Clinical
Autoimmune bullous skin disorders: Clinical
Blistering skin disorders: Clinical
Hypopigmentation skin disorders: Clinical
Benign hyperpigmented skin lesions: Clinical
Skin cancer: Clinical
Immunodeficiencies: Clinical
Antihistamines for allergies
Glucocorticoids
Advanced cardiac life support (ACLS): Clinical
Supraventricular arrhythmias: Pathology review
Ventricular arrhythmias: Pathology review
Heart blocks: Pathology review
Coronary artery disease: Clinical
Heart failure: Clinical
Syncope: Clinical
Pericardial disease: Clinical
Cardiomyopathies: Clinical
Hypertension: Clinical
Hypercholesterolemia: Clinical
Sympatholytics: Alpha-2 agonists
Adrenergic antagonists: Presynaptic
Adrenergic antagonists: Alpha blockers
Adrenergic antagonists: Beta blockers
ACE inhibitors, ARBs and direct renin inhibitors
Thiazide and thiazide-like diuretics
Calcium channel blockers
cGMP mediated smooth muscle vasodilators
Class I antiarrhythmics: Sodium channel blockers
Class II antiarrhythmics: Beta blockers
Class III antiarrhythmics: Potassium channel blockers
Class IV antiarrhythmics: Calcium channel blockers and others
Lipid-lowering medications: Statins
Lipid-lowering medications: Fibrates
Miscellaneous lipid-lowering medications
Positive inotropic medications
Diabetes mellitus: Clinical
Hyperthyroidism: Clinical
Hypothyroidism and thyroiditis: Clinical
Parathyroid conditions and calcium imbalance: Clinical
Pituitary adenomas and pituitary hyperfunction: Clinical
Hypopituitarism: Clinical
Cushing syndrome: Clinical
Adrenal masses and tumors: Clinical
Adrenal insufficiency: Clinical
MEN syndromes: Clinical
Hyperthyroidism medications
Hypothyroidism medications
Insulins
Hypoglycemics: Insulin secretagogues
Miscellaneous hypoglycemics
Adrenal hormone synthesis inhibitors
Mineralocorticoids and mineralocorticoid antagonists
Esophageal disorders: Clinical
Esophagitis: Clinical
Gastroesophageal reflux disease (GERD): Clinical
Gastroparesis: Clinical
Malabsorption: Clinical
Inflammatory bowel disease: Clinical
Jaundice: Clinical
Cirrhosis: Clinical
Laxatives and cathartics
Antidiarrheals
Acid reducing medications
Fever of unknown origin: Clinical
Fat-soluble vitamin deficiency and toxicity: Pathology review
Anemia: Clinical
Microcytic anemia: Pathology review
Non-hemolytic normocytic anemia: Pathology review
Intrinsic hemolytic normocytic anemia: Pathology review
Extrinsic hemolytic normocytic anemia: Pathology review
Macrocytic anemia: Pathology review
Heme synthesis disorders: Pathology review
Leukemia: Clinical
Lymphoma: Clinical
Thrombocytopenia: Clinical
Bleeding disorders: Clinical
Thrombophilia: Clinical
Myeloproliferative neoplasms: Clinical
Plasma cell disorders: Clinical
Blood products and transfusion: Clinical
Anticoagulants: Heparin
Anticoagulants: Warfarin
Anticoagulants: Direct factor inhibitors
Antiplatelet medications
Thrombolytics
Hematopoietic medications
Ribonucleotide reductase inhibitors
Topoisomerase inhibitors
Platinum containing medications
Anti-tumor antibiotics
Microtubule inhibitors
DNA alkylating medications
Monoclonal antibodies
Antimetabolites for cancer treatment
Infective endocarditis: Clinical
Pneumonia: Clinical
Tuberculosis: Pathology review
Diarrhea: Clinical
Viral hepatitis: Clinical
Urinary tract infections: Clinical
Meningitis, encephalitis and brain abscesses: Clinical
Bites and stings: Clinical
Protein synthesis inhibitors: Aminoglycosides
Antimetabolites: Sulfonamides and trimethoprim
Antituberculosis medications
Miscellaneous cell wall synthesis inhibitors
Protein synthesis inhibitors: Tetracyclines
Cell wall synthesis inhibitors: Penicillins
Miscellaneous protein synthesis inhibitors
Cell wall synthesis inhibitors: Cephalosporins
DNA synthesis inhibitors: Metronidazole
DNA synthesis inhibitors: Fluoroquinolones
Integrase and entry inhibitors
Nucleoside reverse transcriptase inhibitors (NRTIs)
Protease inhibitors
Hepatitis medications
Non-nucleoside reverse transcriptase inhibitors (NNRTIs)
Neuraminidase inhibitors
Herpesvirus medications
Azoles
Echinocandins
Miscellaneous antifungal medications
Anthelmintic medications
Antimalarials
Anti-mite and louse medications
Hypernatremia: Clinical
Hyponatremia: Clinical
Hyperkalemia: Clinical
Hypokalemia: Clinical
Metabolic and respiratory acidosis: Clinical
Metabolic and respiratory alkalosis: Clinical
Toxidromes: Clinical
Medication overdoses and toxicities: Pathology review
Acute kidney injury: Clinical
Chronic kidney disease: Clinical
Nephritic and nephrotic syndromes: Clinical
Renal tubular defects: Pathology review
Renal tubular acidosis: Pathology review
Osmotic diuretics
Carbonic anhydrase inhibitors
Loop diuretics
Potassium sparing diuretics
Stroke: Clinical
Seizures: Clinical
Headaches: Clinical
Hyperkinetic movement disorders: Clinical
Hypokinetic movement disorders: Clinical
Muscle weakness: Clinical
Disorders of consciousness: Clinical
Spinal cord disorders: Pathology review
Sympathomimetics: Direct agonists
Muscarinic antagonists
Cholinomimetics: Direct agonists
Cholinomimetics: Indirect agonists (anticholinesterases)
Anticonvulsants and anxiolytics: Barbiturates
Anticonvulsants and anxiolytics: Benzodiazepines
Nonbenzodiazepine anticonvulsants
Migraine medications
Anti-parkinson medications
Medications for neurodegenerative diseases
Asthma: Clinical
Chronic obstructive pulmonary disease (COPD): Clinical
Diffuse parenchymal lung disease: Clinical
Venous thromboembolism: Clinical
Acute respiratory distress syndrome: Clinical
Pleural effusion: Clinical
Pneumothorax: Clinical
Lung cancer: Clinical
Bronchodilators: Beta 2-agonists and muscarinic antagonists
Bronchodilators: Leukotriene antagonists and methylxanthines
Joint pain: Clinical
Rheumatoid arthritis: Clinical
Seronegative arthritis: Clinical
Systemic lupus erythematosus (SLE): Clinical
Sjogren syndrome: Clinical
Inflammatory myopathies: Clinical
Vasculitis: Clinical
Acetaminophen (Paracetamol)
Non-steroidal anti-inflammatory drugs
Opioid agonists, mixed agonist-antagonists and partial agonists
Antigout medications
Osteoporosis medications
Pregnancy
Routine prenatal care: Clinical
Hypertensive disorders of pregnancy: Clinical
Antepartum hemorrhage: Clinical
Premature rupture of membranes: Clinical
Stages of labor
Abnormal labor: Clinical
Vaginal versus cesarean delivery: Clinical
Postpartum hemorrhage: Clinical
Gestational trophoblastic disease: Clinical
Breastfeeding
Abdominal pain: Clinical
Puberty and Tanner staging
Amenorrhea: Clinical
Contraception: Clinical
Virilization: Clinical
Infertility: Clinical
Vulvovaginitis: Clinical
Sexually transmitted infections: Clinical
Menopause
Abnormal uterine bleeding: Clinical
Ovarian cysts, cancer, and other adnexal masses: Clinical
Endometrial hyperplasia and cancer: Clinical
Cervical cancer: Clinical
Vaginal cancer: Clinical
Vulvar cancer: Clinical
Estrogens and antiestrogens
Progestins and antiprogestins
Androgens and antiandrogens
Aromatase inhibitors
Uterine stimulants and relaxants
Newborn management: Clinical
Neonatal ICU conditions: Clinical
Congenital TORCH infections: Pathology review
Neonatal jaundice: Clinical
Perinatal infections: Clinical
Congenital disorders: Clinical
Congenital heart defects: Clinical
Autosomal trisomies: Pathology review
Miscellaneous genetic disorders: Pathology review
Disorders of carbohydrate metabolism: Pathology review
Disorders of fatty acid metabolism: Pathology review
Glycogen storage disorders: Pathology review
Lysosomal storage disorders: Pathology review
Mood disorders: Clinical
Anxiety disorders: Clinical
Schizophrenia spectrum disorders: Clinical
Dissociative disorders: Clinical
Eating disorders: Clinical
Obsessive compulsive disorders: Clinical
Trauma- and stressor-related disorders: Clinical
Disruptive, impulse-control and conduct disorders: Clinical
Personality disorders: Clinical
Sleep disorders: Clinical
Somatic symptom disorders: Clinical
Sexual dysfunctions: Clinical
Paraphilic disorders: Clinical
Substance misuse and addiction: Clinical
Drug misuse, intoxication and withdrawal: Hallucinogens: Pathology review
Psychiatric emergencies: Pathology review
Preoperative evaluation: Clinical
Postoperative evaluation: Clinical
General anesthetics
Local anesthetics
Neuromuscular blockers
Esophageal surgical conditions: Clinical
Gastrointestinal bleeding: Clinical
Peptic ulcers and stomach cancer: Clinical
Appendicitis: Clinical
Diverticular disease: Clinical
Hernias: Clinical
Bowel obstruction: Clinical
Colorectal cancer: Clinical
Abdominal trauma: Clinical
Anal conditions: Clinical
Gallbladder disorders: Clinical
Pancreatitis: Clinical
Breast cancer: Clinical
Benign breast conditions: Pathology review
Anatomy clinical correlates: Anterior and posterior abdominal wall
Anatomy clinical correlates: Breast
Valvular heart disease: Clinical
Chest trauma: Clinical
Anatomy clinical correlates: Thoracic wall
Anatomy clinical correlates: Heart
Anatomy clinical correlates: Pleura and lungs
Anatomy clinical correlates: Mediastinum
Dizziness and vertigo: Clinical
Thyroid nodules and thyroid cancer: Clinical
Neck trauma: Clinical
Nasal, oral and pharyngeal diseases: Pathology review
Traumatic brain injury: Clinical
Brain tumors: Clinical
Lower back pain: Clinical
Eye conditions: Refractive errors, lens disorders and glaucoma: Pathology review
Eye conditions: Retinal disorders: Pathology review
Eye conditions: Inflammation, infections and trauma: Pathology review
Anatomy clinical correlates: Clavicle and shoulder
Anatomy clinical correlates: Axilla
Anatomy clinical correlates: Arm, elbow and forearm
Anatomy clinical correlates: Wrist and hand
Anatomy clinical correlates: Median, ulnar and radial nerves
Burns: Clinical
Prostate disorders and cancer: Pathology review
Testicular tumors: Pathology review
Kidney stones: Clinical
Renal cysts and cancer: Clinical
Urinary incontinence: Pathology review
PDE5 inhibitors
Peripheral vascular disease: Clinical
Leg ulcers: Clinical
Aortic aneurysms and dissections: Clinical

Transcript

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Clinical trials are scientific research studies that help determine the safety and effectiveness of an intervention.

This could be a new medication, vaccine, device, procedure, or anything with therapeutic purposes.

Clinical trials are done on humans, and are often the last step before an intervention is approved for use by the general public.

Now, the main goal of a clinical trial is to find out if the intervention actually works, and for that, there needs to be an experimental group that gets the new intervention and a control group that doesn’t.

In addition, researchers should eliminate as many external factors as possible, as they could affect the results.

Now, there are multiple ways to design a clinical trial, so let’s go over a couple of them.

The gold standard is the randomized, controlled clinical trial.

So as an example, let’s say there’s a new vaccine that’s being developed for a viral epidemic.

As the participants, we’ll need a group of people who tested positive for the infection.

Each person will be randomly assigned to either the experimental group who will receive the vaccine, or the control group who will usually receive a placebo.

Now, if there’s already an effective treatment available for a disease, it would be unethical to give a placebo, so the control group will receive the available treatment instead.

Now, to limit bias, both the people administering the intervention and the people receiving it won’t know who’s in the control group and who’s in the experimental group, and this is called “double blind.”

When the people assessing the data also don’t know who’s in what group, it’s a “triple blind”.

Having placebos and blinded studies will help ensure that any difference between the results of both groups is most likely due to the intervention that’s being tested and not external factors.

Another type of design is the pre-post study, where an individual will be their own control.

So for example, to test a medication for rheumatoid arthritis, we could measure the pain and joint mobility of the test subjects before giving the medication, and then again after they’ve been treated for a specific amount of time, to see if there’s any improvement.

A third type of design is a factorial design, which allows for the study of multiple interventions and their combinations.

So for a new antidepressant medication, you can compare the effect of the medication combined with psychotherapy, the effect of a placebo medication with psychotherapy, antidepressant medication and placebo psychotherapy, and the effect of a placebo medication combined with placebo psychotherapy.

Okay, so when it comes to medications and vaccines, clinical trials usually go through 4 phases.

Phase I is focused on assessing the safety of the new medication in humans.

So let’s say a group of researchers are developing a new antiviral medication for a new pandemic.

For phase I, the research team will need to find a small group of test subjects, which is often made up of healthy volunteers or patients with the disease being treated by the medication.

This is because people with other illnesses like gastrointestinal, liver, or kidney problems might absorb, metabolize, and eliminate the medication abnormally and give incorrect data.

Next, the research subjects will be given the medication and then be closely monitored in a hospital setting.

In general, an initial dose based on animal studies will be administered, and the dose will be gradually increased until a safe but potentially therapeutic level is found for use in phase II.

Phase II is done in a clinical setting with medical supervision for safety.

During this process, the pharmacokinetics and pharmacodynamics of the medication are also studied, and information like time to maximal plasma concentration, elimination half life, and bioavailability are collected.

Potential side effects are also identified and studied intensively.

For some medications with severe side effects, like chemotherapy agents, it’s unethical to test them on healthy subjects.

In these cases, people with the disease that exhausted all other options can volunteer to participate.

Key Takeaways

Clinical trials are research studies that test how well new medical treatments work in people, and they are used to determine whether a new treatment is safe and effective. In most cases, people participating in clinical trials do not receive any direct benefit from it.

Clinical trials usually involve two types of participants: the experimental group, the control group, and the placebo group. The experimental group receives the new treatment; the control group receives a standard treatment or placebo (a medicine or other preparation with no therapeutic effect).