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global pharmaceutical sales data iqvia-multinational integrated data analysis system database  (IQVIA Inc)

 
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    IQVIA Inc global pharmaceutical sales data iqvia-multinational integrated data analysis system database
    Global Pharmaceutical Sales Data Iqvia Multinational Integrated Data Analysis System Database, supplied by IQVIA Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/data+integration/iqvia+multinational+integrated+data+analysis+system/pm37094086-17-15-20
    Average 90 stars, based on 1 article reviews
    global pharmaceutical sales data iqvia-multinational integrated data analysis system database - by Bioz Stars, 2026-10
    90/100 stars

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    Related Articles

    Comparison:

    Article Title: Antimicrobial Sales Comparison before and after the Implementation of Nationwide Restriction Policy in Saudi Arabia
    Article Snippet: .. To do so, antimicrobial sales data during the pre-implementation phase of the sales restriction policy in 2017 and the post-implementation phase in 2019 were extracted from the IQVIA-Multinational Integrated Data Analysis System (IQVIA-MIDAS ® ) for comparison. ..

    other:

    Article Title: Drug Shortages Prior to and During the COVID-19 Pandemic
    Article Snippet: Our study population comprised a longitudinal cross-section of drugs purchased in the US from 2017 to 2021 in IQVIA’s Multinational Integrated Data Analysis (MIDAS) database.

    Article Title: Global trends in the consumption of benzodiazepines and Z-drugs in 67 countries and regions from 2008 to 2018: a sales data analysis.
    Article Snippet: We used the global medication sales data of BZDs and Z-drugs from the IQVIA-Multinational Integrated Data Analysis System (MIDAS) database as a proxy for consumption of the medications by patients, which were available between January 2008 to December 2018.

    Article Title: ADHD medicine consumption in Europe after COVID-19: catch-up or trend change?
    Article Snippet: We used quarterly data obtained from IQVIA Multinational Integrated Data Analysis System (IQVIA MIDAS).

    Article Title: Global trends in the consumption of benzodiazepines and Z-drugs in 67 countries and regions from 2008 to 2018: a sales data analysis.
    Article Snippet: Methods: This cross-sectional descriptive study investigated the consumption of BZDs and Z-drugs analyzed by global pharmaceutical sales data from the IQVIA-Multinational Integrated Data Analysis System database between 2008 and 2018.

    Article Title: Global disparities in access to hepatitis C medicines before and during the early phase of the COVID-19 pandemic: an ARIMA-based interrupted time series analysis
    Article Snippet: We used DAA sales data from the IQVIA multinational integrated data analysis database (MIDAS) database of 52 countries ( ) and two regions.

    Article Title: Impact of Supply Chain Disruptions and Drug Shortages on Drug Utilization: A Scoping Review.
    Article Snippet: IQVIA was the most common database used, including IQVIA's Multinational Integrated Data Analysis (MIDAS), disease analyzer, medical claims data, national sales perspective, total patient tracker, longitudinal patient database, medical research data, and geographic prescription monitor.

    Bioprocessing:

    Article Title: Demand- Versus Supply-Side Policies in Market Penetration of Biosimilars: Which is More Effective?
    Article Snippet: .. We compiled the quarterly sales volumes of originators and biosimilars for infliximab, rituximab, and trastuzumab for the period from July 2012 to June 2020 (32 quarters) from the Multinational Integrated Data Analysis System (IQVIA-MIDAS®). .. The IQVIA-MIDAS® database provides comprehensive global sales data on pharmaceutical manufacturers’ sales to retail and hospital pharmacies [18].



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    Image Search Results


    Single-cell analysis of HCC TME and hepatocyte metabolic reprogramming. (A) UMAP dimensionality reduction plot showing 22 initial cell clusters. (B) Annotation of 7 major cell populations based on established marker genes. (C) Expression patterns of CD274 (PD-L1) and CTLA4 in various cell types before and after immunotherapy. (D) Cellular composition across samples. Sample H68 exhibits the highest proportion of Hepatocytes. (E) UMAP plot of hepatocyte subclustering analysis based on metabolic-related gene expression profiles, identifying 5 subpopulations (clusters 0-4). Cluster 1 is significantly enriched in post-treatment samples. (F) KEGG pathway enrichment analysis reveals functional clustering of hepatocyte subpopulations (clusters 0-4). (G) Hierarchical clustering of significantly enriched pathways within these clusters. (H) Expression patterns of core genes within the Pyruvate metabolism pathway across the five hepatocyte subpopulations. Genes in this pathway exhibit significantly elevated expression in Cluster 1.

    Journal: Frontiers in Immunology

    Article Title: The inhibitory effect of hepatic cancer energy metabolism on immune checkpoint therapy: perspectives from single-cell multi-omics analysis

    doi: 10.3389/fimmu.2026.1753670

    Figure Lengend Snippet: Single-cell analysis of HCC TME and hepatocyte metabolic reprogramming. (A) UMAP dimensionality reduction plot showing 22 initial cell clusters. (B) Annotation of 7 major cell populations based on established marker genes. (C) Expression patterns of CD274 (PD-L1) and CTLA4 in various cell types before and after immunotherapy. (D) Cellular composition across samples. Sample H68 exhibits the highest proportion of Hepatocytes. (E) UMAP plot of hepatocyte subclustering analysis based on metabolic-related gene expression profiles, identifying 5 subpopulations (clusters 0-4). Cluster 1 is significantly enriched in post-treatment samples. (F) KEGG pathway enrichment analysis reveals functional clustering of hepatocyte subpopulations (clusters 0-4). (G) Hierarchical clustering of significantly enriched pathways within these clusters. (H) Expression patterns of core genes within the Pyruvate metabolism pathway across the five hepatocyte subpopulations. Genes in this pathway exhibit significantly elevated expression in Cluster 1.

    Article Snippet: Integrated single-cell RNA-seq data (GEO, Mendeley) were analyzed using Seurat, AUCell, pySCENIC, CellChat, and Monocle.

    Techniques: Single-cell Analysis, Marker, Expressing, Gene Expression, Functional Assay