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Related Concept Videos

Pharmacovigilance01:19

Pharmacovigilance

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Post-marketing surveillance is a critical component of pharmaceutical regulation, often uncovering unanticipated adverse drug reactions (ADRs) once a drug is widely used over an extended period.
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
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Pharmaceutical Poisoning: Potential Scenarios01:26

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Pharmaceutical poisoning can occur through various channels, impacting an estimated 2 million hospitalized patients in the U.S. annually with serious adverse drug responses. These scenarios encompass both therapeutic uses, such as drug toxicity, where even standard dosages can lead to severe central nervous system depression, and non-therapeutic exposures, including accidental ingestion by children, and environmental and occupational exposures.Unintentional poisonings often involve exploratory...
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Data Reporting and Recording01:24

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Reporting and recording are crucial in data documentation. The timely, thorough, and accurate documentation of facts is essential when recording patient data. Failure to record findings during an assessment or interpretation of a problem will result in loss of information and make the patient document unreliable. The reader is left with general impressions if the information is not specific. A recording is documenting data of the individual's health information in a traceable, secure, and...
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Types of Reports II: Incident or Occurrence Report01:21

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An Incident or Occurrence Report in a healthcare setting is a crucial document used to record any unexpected occurrence that may or may not have affected a patient, employee, or visitor. Such reports are critical to improving patient safety and include all details leading up to and including the event.
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Drug Regulation01:25

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Drug regulation encompasses the management of drug usage by evaluating its safety and efficacy through assessments conducted by regulatory authorities. Regrettably, the history of drug regulation is marred by several catastrophic events. One such incident is the Elixir Sulfanilamide tragedy, in which the toxic compound diethyl glycol was included in a sweet-tasting medication, leading to numerous fatalities. This event prompted the enactment of the Food, Drug, and Cosmetic Act in 1938. Under...
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Dosage Regimen: Individualization01:24

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Individualization in dosing regimens is the customization of medication doses for individual patients. Its necessity arises from the goal of maximizing therapeutic benefits while minimizing risks. This approach is pivotal because human responses to drugs can vary widely; what is effective for one person may be inadequate or excessive for another. Interpatient (intersubject) variability refers to differences in drug responses between individuals, while intrapatient (intrasubject) variability...
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Reduced Procedure Time and Variability with Active Esophageal Cooling During Radiofrequency Ablation for Atrial Fibrillation
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Standardizing adverse drug event reporting data.

Liwei Wang1, Guoqian Jiang2, Dingcheng Li2

  • 1Department of Medical Informatics, School of Public Health, Jilin University, Jilin, China ; Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA.

Journal of Biomedical Semantics
|August 27, 2014
PubMed
Summary
This summary is machine-generated.

We normalized the FDA Adverse Event Reporting System (AERS) data to improve drug safety signal detection. This created a publicly available dataset for enhanced data mining and interoperability.

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Area of Science:

  • Pharmacovigilance
  • Biomedical Informatics
  • Data Science

Background:

  • The FDA Adverse Event Reporting System (AERS) contains valuable voluntary reports of adverse drug events (ADEs).
  • Normalizing AERS data enhances its utility for drug safety signal detection and semantic interoperability with other data sources.

Purpose of the Study:

  • To normalize the AERS database and create a publicly accessible, aggregated data source for adverse drug events.
  • To improve the capacity for mining drug safety signals from AERS data.

Main Methods:

  • Utilized RxNorm for drug normalization via the MedEx natural language processing tool.
  • Employed a greedy algorithm to map drug information to National Drug File-Reference Terminology (NDF-RT) classes.
  • Aggregated adverse events by mapping to Medical Dictionary for Regulatory Activities (MedDRA) Preferred Term (PT) and System Organ Class (SOC) codes.

Main Results:

  • Developed the aggregated knowledge-enhanced AERS data mining set (AERS-DM) with 37,029,228 Drug-ADE records.
  • Classified 71% of normalized drug concepts into 9 NDF-RT classes.
  • Generated millions of unique pairs between RxNorm concepts and MedDRA PT/SOC codes.

Conclusions:

  • An open-source Drug-ADE knowledge resource was created using normalized and aggregated data with standard biomedical ontologies.
  • This resource is poised to aid the data mining research community in analyzing ADEs from AERS.