Data · dataset · 2014
Meta-analysis of clinical dose response in a large drug development portfolio
Listed in DataCite
Results of a meta-analysis are reported based on dose response studies conducted by a large pharmaceutical company between 1998-2009.
Description
Data collection targeted efficacy endpoints from all compounds with evidence of clinical efficacy during the time period. Safety data were not extracted.
The goal of the meta-analysis was to identify consistent quantitative patterns in dose response across different compounds and diseases. Summaries of the study designs are reported, including the number of studies conducted for each compound, dosing range, the number of doses evaluated, and the number of patients per dose. The E max model, ubiquitous in pharmacology research, was fit for each compound.
Read the rest (2 more)
It described the data well, except for a single compound, which had non-monotone dose response. Compound-specific estimates and Bayesian hierarchical modeling showed that dose response curves for most compounds can be approximated by E max models with ’Hill’ parameters close to 1.0. Summaries of the potency estimates show pharmacometric predictions of potency made before the first dose ranging study within a (1/10, 10) multiple of the final estimates for 90% of compounds.
The results of the meta-analysis, when combined with compound-specific information, provide an empirical basis for designing and analyzing new dose finding studies using parametric Emax models and Bayesian estimation with empirically-derived prior distributions.
Links
Where it is published
- Repository landing page tandf.figshare.com/articles/dataset/Meta_analysis_of_clinical_dose_response_in_a_… ↗
landing page · from DataCite
- DOI doi.org/10.6084/m9.figshare.1037609.v3 ↗
DOI / persistent id · from DataCite
Documentation and papers
- Creative Commons Attribution 4.0 International creativecommons.org/licenses/by/4.0/legalcode ↗
license · from DataCite
- IsSupplementTo 10.1080/19466315.2014.924876 doi.org/10.1080/19466315.2014.924876 ↗
publication · from DataCite
Catalogue records · 2
- DataCite API api.datacite.org/dois/10.6084/m9.figshare.1037609.v3 ↗
metadata API · from DataCite
- DataCite Commons commons.datacite.org/doi.org/10.6084/m9.figshare.1037609.v3 ↗
catalogue entry · from DataCite
Topics
- Stated by source
- Biological sciences · Clinical medicine · Health sciences · Mathematics
- From keywords
- Chemistry · Life Sciences · Mathematics & Statistics
Related
Provenance · 1 source records, 15 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| DataCite | 10.6084/m9.figshare.1037609.v3 | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · DataCite | connector:datacite@1.0.0 | /data/attributes/rightsList |
| byte_size | source · DataCite | connector:datacite@1.0.0 | |
| concepts[field].fos:biological-sciences | source · DataCite | connector:datacite@1.0.0 | |
| concepts[field].fos:clinical-medicine | source · DataCite | connector:datacite@1.0.0 | |
| concepts[field].fos:health-sciences | source · DataCite | connector:datacite@1.0.0 | |
| concepts[field].fos:mathematics | source · DataCite | connector:datacite@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · DataCite | vocabulary-mapper@1.0.0 | keywords['Chemistry'] |
| concepts[field].local:field:life-sciences | mapping · DataCite | vocabulary-mapper@1.0.0 | keywords['Biological Sciences'] |
| concepts[field].local:field:mathematics-statistics | mapping · DataCite | vocabulary-mapper@1.0.0 | keywords['Mathematics'] |
| created_date | source · DataCite | connector:datacite@1.0.0 | |
| description | source · DataCite | connector:datacite@1.0.0 | /data/attributes/descriptions |
| license | source · DataCite | connector:datacite@1.0.0 | /data/attributes/rightsList |
| publication_date | source · DataCite | connector:datacite@1.0.0 | /data/attributes/dates |
| title | source · DataCite | connector:datacite@1.0.0 | /data/attributes/titles/0/title |
| updated_date | source · DataCite | connector:datacite@1.0.0 |