30  Glossary and Abbreviations

This appendix provides definitions of key statistical and clinical trial terms, as well as a list of common abbreviations used throughout this book.

30.1 Abbreviations

Table 30.1: Common abbreviations in clinical development
Abbreviation Full Term
ADaM Analysis Data Model; a CDISC standard for deriving analysis-ready datasets from SDTM tabulations
AE Adverse Event; any untoward medical occurrence in a trial participant, whether or not related to the investigational product
AI Artificial Intelligence; computational systems that perform tasks typically requiring human intelligence, such as pattern recognition or decision support
ALCOA Attributable, Legible, Contemporaneous, Original, and Accurate; the five principles governing data integrity in clinical trials
ANDA Abbreviated New Drug Application; a regulatory submission to FDA for approval of a generic drug product, referencing the innovator’s safety and efficacy data
API Application Programming Interface; a set of protocols enabling software systems to communicate and exchange data
BIMO Bioresearch Monitoring; the FDA program that conducts inspections of clinical investigators, sponsors, IRBs, and contract laboratories to verify data integrity and regulatory compliance
BLA Biologics License Application; the regulatory submission to FDA for marketing approval of a biologic product
BTD Breakthrough Therapy Designation; an FDA expedited program for drugs intended to treat serious conditions where preliminary evidence shows substantial improvement over existing therapies
CAPA Corrective and Preventive Action; a systematic process for identifying, investigating, and resolving quality issues to prevent recurrence
CBER Center for Biologics Evaluation and Research; the FDA center responsible for regulating biological products
CDASH Clinical Data Acquisition Standards Harmonization; a CDISC standard defining recommended fields for CRF design
CDER Center for Drug Evaluation and Research; the FDA center responsible for regulating drugs
CDISC Clinical Data Interchange Standards Consortium; the organization that develops data standards (SDTM, ADaM, CDASH) used in regulatory submissions
CEC Clinical Events Committee; an independent committee that adjudicates clinical endpoints to ensure consistent classification across sites
CFR Code of Federal Regulations; the codification of US federal rules, including 21 CFR governing FDA-regulated activities
CHMP Committee for Medicinal Products for Human Use; the EMA committee responsible for scientific assessment of marketing authorization applications through the centralized procedure
CIOMS Council for International Organizations of Medical Sciences; an international organization that develops guidelines for safety reporting, including the CIOMS form for individual case safety reports
CMC Chemistry, Manufacturing, and Controls; the body of data covering a drug product’s composition, manufacturing process, and quality specifications (CTD Module 3)
COU Context of Use; the specific role and scope for which a drug development tool or AI model is applied
CRA Clinical Research Associate; a monitor who conducts on-site and remote oversight of investigator sites on behalf of the sponsor
CRF Case Report Form; the document (paper or electronic) used to record trial data for each participant
CRL Complete Response Letter; an FDA communication indicating that an application cannot be approved in its current form and specifying deficiencies to address
CRO Contract Research Organization; a company hired by a sponsor to perform one or more trial-related functions such as monitoring, data management, or regulatory submissions
CSR Clinical Study Report; the comprehensive document describing the design, conduct, results, and interpretation of a completed clinical trial
CSV Computer System Validation; the documented process of ensuring that a computerized system performs as intended for its regulated purpose
CTA Clinical Trial Authorization; the regulatory approval required in certain jurisdictions (e.g., EU) before a clinical trial may begin
CTD Common Technical Document; the internationally harmonized format for organizing regulatory submissions into five modules
CTIS Clinical Trials Information System; the EU portal for submitting and managing clinical trial applications under the Clinical Trials Regulation
CTMS Clinical Trial Management System; software used to manage the operational aspects of clinical trials, including site management, visit tracking, and milestone reporting
CTR Clinical Trials Regulation; the EU regulation (536/2014) governing clinical trial conduct in member states
DCT Decentralized Clinical Trial; a trial design where some or all activities occur at locations other than a traditional clinical site, such as the participant’s home
DDT Drug Development Tool; a method, material, or measure that FDA has qualified to facilitate drug development
DHT Digital Health Technology; electronic systems that capture health-related data from participants, including wearable sensors, mobile apps, and remote monitoring devices
DLT Dose-Limiting Toxicity; a pre-defined adverse event in dose-escalation studies that signals the dose has reached an unacceptable level of toxicity
DMC Data Monitoring Committee; see DSMB
DMP Data Management Plan; the document specifying procedures for data collection, cleaning, coding, transfer, and quality control throughout a trial
DSMB Data Safety Monitoring Board; an independent group of experts who periodically review unblinded safety and efficacy data and may recommend stopping or modifying a trial
DSUR Development Safety Update Report; an annual safety report submitted to regulators summarizing the safety profile of an investigational product across all ongoing trials
eCOA Electronic Clinical Outcome Assessment; electronic systems for capturing patient-reported, clinician-reported, or observer-reported outcomes
eConsent Electronic Informed Consent; the use of electronic systems (multimedia, interactive tools) to present and document the informed consent process
eCRF Electronic Case Report Form; the electronic version of a CRF used within an EDC system to capture trial data
eCTD Electronic Common Technical Document; the electronic format for submitting the CTD to regulatory agencies
EDC Electronic Data Capture; a computerized system for collecting clinical trial data in electronic format, replacing paper CRFs
EHR Electronic Health Record; a digital version of a patient’s medical record maintained by healthcare providers
EMA European Medicines Agency; the EU regulatory authority responsible for evaluating and supervising medicinal products
ePRO Electronic Patient-Reported Outcome; patient-reported outcome data collected via electronic devices such as smartphones, tablets, or web portals
eTMF Electronic Trial Master File; an electronic system for storing and managing essential trial documents required by GCP
FDA Food and Drug Administration; the US regulatory agency responsible for protecting public health through oversight of drugs, biologics, and medical devices
FDORA Food and Drug Administration Omnibus Reform Act; 2022 US legislation that modernized FDA authorities, including provisions for decentralized trials and diversity action plans
FIH First-in-Human; the initial clinical study in which an investigational product is administered to human subjects
GAMP Good Automated Manufacturing Practice; a framework (GAMP 5) providing guidance on computer system validation in regulated industries
GCP Good Clinical Practice; the international ethical and scientific quality standard for designing, conducting, recording, and reporting clinical trials (ICH E6)
GDPR General Data Protection Regulation; the EU regulation governing the processing and protection of personal data
GLP Good Laboratory Practice; the quality system governing non-clinical laboratory studies intended to support regulatory submissions
GMP Good Manufacturing Practice; the quality system governing the manufacture of investigational and commercial pharmaceutical products
GxP Good Practice; a collective term for quality guidelines and regulations (e.g., GCP, GMP, GLP) in the pharmaceutical industry
HIPAA Health Insurance Portability and Accountability Act; US legislation that establishes standards for protecting patient health information
IB Investigator’s Brochure; the document providing investigators with clinical and non-clinical data on the investigational product relevant to the study
ICF Informed Consent Form; the document that participants sign to confirm they understand and voluntarily agree to participate in a clinical trial
ICH International Council for Harmonisation; the organization that brings together regulators and industry to develop harmonized guidelines (e.g., E6 GCP, E8, E9) for pharmaceutical development
IDMC Independent Data Monitoring Committee; see DSMB
IEC Independent Ethics Committee; a body responsible for reviewing clinical trial protocols to ensure the rights, safety, and well-being of participants are protected; the EU equivalent of an IRB
IND Investigational New Drug; the FDA application that must be approved before an investigational product can be administered to humans in the US
IP Investigational Product; the drug, biologic, or device being tested in a clinical trial, including placebo or active comparator
IRB Institutional Review Board; a committee that reviews and approves clinical research to protect the rights and welfare of human subjects; the US equivalent of an IEC
IRT Interactive Response Technology; a system that manages randomization and drug supply in clinical trials via web or telephone interfaces
ISF Investigator Site File; the collection of essential documents maintained at each investigator site for regulatory inspection readiness
ITT Intent-to-Treat; an analysis population that includes all randomized subjects regardless of protocol adherence
IWRS Interactive Web Response System; a web-based system for managing randomization and trial supply; a specific type of IRT
J-NDA Japanese New Drug Application; the regulatory submission to PMDA for marketing approval of a new drug in Japan
KRI Key Risk Indicator; a metric used in risk-based quality management to monitor trial conduct and trigger risk mitigation actions
LLM Large Language Model; a type of AI model trained on large text corpora that can generate, summarize, and analyze text
LOA Likelihood of Approval; a metric estimating the probability that a drug in development will ultimately receive regulatory approval
LPLV Last Patient Last Visit; the final protocol-specified visit by the last enrolled participant, marking the end of data collection
MAA Marketing Authorization Application; the regulatory submission to EMA for marketing approval of a medicinal product in the EU
MCID Minimum Clinically Important Difference; the smallest change in an outcome that patients or clinicians would consider meaningful
MCP Model Context Protocol; a standard for connecting AI applications to external data sources and tools in a controlled, auditable manner
MedDRA Medical Dictionary for Regulatory Activities; the standardized medical terminology used for coding adverse events and medical history in clinical trials and pharmacovigilance
ML Machine Learning; a subset of AI in which algorithms learn patterns from data without being explicitly programmed for each task
MTD Maximum Tolerated Dose; the highest dose of an investigational product that can be administered without unacceptable toxicity
NDA New Drug Application; the regulatory submission to FDA for marketing approval of a new drug product
NLP Natural Language Processing; AI techniques for understanding, interpreting, and generating human language
NMPA National Medical Products Administration; the regulatory authority in China responsible for drug, device, and cosmetic oversight
NOAEL No Observed Adverse Effect Level; the highest dose in preclinical studies at which no adverse effects are observed; used to calculate the starting dose for first-in-human trials
PD Pharmacodynamics; the study of what a drug does to the body, including its mechanism of action and biological effects
PDUFA Prescription Drug User Fee Act; US legislation authorizing FDA to collect fees from drug manufacturers to fund the drug review process
PI Principal Investigator; the physician or qualified individual at a trial site who is responsible for the conduct of the trial at that site
PK Pharmacokinetics; the study of how the body absorbs, distributes, metabolizes, and excretes a drug
PMC Post-Marketing Commitment; a study or clinical trial that a sponsor agrees to conduct after approval, not required by statute or regulation
PMDA Pharmaceuticals and Medical Devices Agency; the Japanese regulatory authority responsible for evaluating and approving drugs and medical devices
PMR Post-Marketing Requirement; a study or clinical trial that a sponsor is required by statute or regulation to conduct after approval
PRO Patient-Reported Outcome; a measurement of any aspect of a patient’s health status that comes directly from the patient, without interpretation by a clinician
QA Quality Assurance; the overarching system of planned activities to ensure that trial processes comply with GCP and applicable regulations
QC Quality Control; the operational techniques and activities undertaken to verify that data and processes meet quality requirements
QMS Quality Management System; the organizational structure, processes, and resources for implementing quality management across trial activities
RAG Retrieval-Augmented Generation; an AI technique that grounds language model outputs by retrieving relevant documents before generating a response
RBQM Risk-Based Quality Management; a systematic approach to trial quality that focuses oversight on the risks most likely to affect participant safety and data reliability (ICH E6 R2/R3)
RDEP Rare Disease Evidence Principles; regulatory principles guiding the use of innovative evidence approaches in rare disease drug development
REMS Risk Evaluation and Mitigation Strategy; an FDA-required safety plan for certain drugs with known or potential serious risks, designed to ensure benefits outweigh risks
RP2D Recommended Phase 2 Dose; the dose selected from Phase I studies for further evaluation in Phase II efficacy trials
RTF Refuse to File; an FDA decision that a submitted application is insufficiently complete to permit substantive review
RTSM Randomization and Trial Supply Management; a system that integrates randomization with drug supply logistics, ensuring correct treatment allocation and supply forecasting
RWD Real-World Data; data relating to patient health status or healthcare delivery collected outside of traditional clinical trials (e.g., from EHRs, claims, registries)
RWE Real-World Evidence; clinical evidence derived from analysis of real-world data
SAE Serious Adverse Event; an adverse event that results in death, is life-threatening, requires hospitalization, causes persistent disability, or is a congenital anomaly
SAP Statistical Analysis Plan; the document specifying the statistical methods, populations, endpoints, and handling of missing data for a clinical trial, finalized before unblinding
SDV Source Data Verification; the process of comparing data entered in the CRF/EDC against original source documents to ensure accuracy
SDTM Study Data Tabulation Model; a CDISC standard for organizing and formatting clinical trial data for regulatory submission
SIV Site Initiation Visit; the visit conducted by the sponsor or CRO to a trial site before enrollment begins, to train staff, review the protocol, and verify site readiness
SOP Standard Operating Procedure; a documented set of step-by-step instructions for carrying out routine operations in compliance with regulations and quality standards
SUSAR Suspected Unexpected Serious Adverse Reaction; a serious adverse event that is both suspected to be related to the investigational product and not consistent with known risk information; requires expedited reporting to regulators
TLF Tables, Listings, and Figures; the standard set of statistical outputs generated from clinical trial data for inclusion in the CSR and regulatory submission
TMF Trial Master File; the collection of essential documents that individually and collectively permit evaluation of the conduct of a trial and the quality of data produced (ICH E6)
VVUQ Verification, Validation, and Uncertainty Quantification; the framework for assessing whether computational models are correctly implemented and fit for their intended use
WMA World Medical Association; the international organization that authored the Declaration of Helsinki, establishing ethical principles for medical research involving human subjects

30.2 Statistical Terms

Table 30.2: Key statistical terms for clinical trials
Term Definition
Active control The current standard-of-care treatment used as a comparator
Adaptive design A trial that modifies itself based on accumulating data according to pre-specified rules
Alpha (\(\alpha\)) The maximum acceptable probability of Type I error; typically 2.5% or 5%
Bayesian Statistical approach that directly estimates the probability a treatment works, given observed data; naturally updates as evidence accumulates
Bias (systematic error) A flaw causing treatment groups to differ in ways unrelated to treatment, distorting results
Biomarker A measurable biological indicator (e.g., genetic mutation, protein level) that can predict treatment response
Confidence interval A range of values, computed from the data, that would contain the true treatment effect in a stated percentage (e.g., 95%) of repeated trials; narrower intervals indicate more precise estimates. It describes the reliability of the procedure, not the probability that one particular interval contains the true value
Control arm The comparison group receiving placebo or standard of care
Effectiveness How well a treatment works in routine clinical practice
Efficacy The treatment’s ability to produce beneficial effects under controlled trial conditions
Endpoint The outcome measured to determine treatment effect (e.g., survival, tumor response, symptom improvement)
Estimand A precise definition of the treatment effect being estimated, including how to handle intercurrent events
External validity (generalizability) Whether conclusions apply to broader patient populations
Fixed design A traditional trial where sample size is set before the trial begins and cannot change
Frequentist Statistical approach that interprets probability as the frequency of outcomes over many repeated trials; focuses on controlling error rates
Hazard ratio The ratio of event rates between treatment and control groups in a time-to-event analysis; a hazard ratio of 0.75 means the treatment group experiences events at 75% the rate of the control group
Intent-to-Treat (ITT) Analyzing all patients according to their original randomization, regardless of protocol adherence
Intercurrent events Events occurring after randomization that affect interpretation (e.g., discontinuation, rescue medication)
Interim analysis An analysis conducted partway through a trial, before all patients have completed
Internal validity Whether the trial’s conclusions are correct for the patients actually studied
Investigational arm The group receiving the new therapy being tested
Minimum clinically important difference (MCID) The smallest treatment effect worth detecting; below which approval would not change practice
Null hypothesis The default assumption that there is no treatment difference
p-value The probability of observing results as extreme as those seen, assuming the null hypothesis is true
Placebo An inactive substance given to the control group
Population The entire universe of patients with the condition of interest who might receive the drug if approved
Power The probability of correctly detecting a true treatment effect; typically set at 80% or 90%
Precision The degree of certainty in an estimate; higher precision means smaller standard error
Precision medicine Treatments targeted to patients with specific biological characteristics, rather than one-size-fits-all approaches
Probability A number between 0 and 1 (or 0%–100%) quantifying how likely something is to occur; 0 = impossible, 1 = certain
Random error Natural fluctuation in results due to studying a sample rather than the entire population
Randomization Using a chance mechanism to assign patients to treatment arms, eliminating systematic differences
Sample The subset of patients actually enrolled in the trial
Sample size The number of patients enrolled; balances Type I error, power, and detectable effect size
Standard error A measure of the expected magnitude of random error in an estimate
Statistical significance A result is “significant” when the p-value falls below the \(\alpha\) threshold, suggesting the effect is unlikely due to chance
Treatment arms The groups being compared in a trial
Treatment effect The true difference in outcomes between investigational and control treatments
Type I error (false positive) Concluding an ineffective drug works; regulators limit this to \(\leq 2.5\%\) (one-sided) or \(\leq 5\%\) (two-sided)
Type II error (false negative) Failing to detect that an effective drug works
Underpowered trial A trial with too few patients to reliably detect a true treatment effect