InSysBio to introduce a new data annotation service available in CYTOCON DB and fIVE DB

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October 16, 2025

InSysBio, one of the world’s pioneers of Quantitative Systems Pharmacology (QSP) modeling, launches a new data annotation service designed to support researchers and analysts who require specific, literature-based biological data for use in QSP modeling, analysis, or decision-making.

The new service allows clients to submit targeted data requests related to diseases, tissues, cell types, and cytokines. InSysBio team will populate its CYTOCON or fIVE databases with newly curated data, ensuring availability in the most convenient and standardized format for subsequent analysis and integration.

Key features of the deliverables (all integrated into CYTOCON DB and fIVE DB):

1. Annotated Data Tables:

  • Raw Data: concentrations of cells and molecules in original units, extracted directly from scientific articles (with references to PubMed IDs)
  • Standardized Data: concentrations or calculated parameters expressed in unified units
  • Study metadata: patient age and status; cell type, origin, and phenotype; and other attributes stored in databases

2. Summary Statistics Table

  • Weighted average of mean and standard deviation (SD) values (for Cytocon) or [min-max] range (for fIVEDB)
  • Total number of patients per group

3. Visualizations

  • Graphs of Average Values and Spread: standardized units for all groups by specific cell/molecule, weighted average values
  • Probability Density Distributions: value distributions for each cell/molecule

Each data request follows a one-month workflow. The first week is dedicated to a feasibility assessment, during which the team evaluates the availability and volume of the requested data in scientific literature. If the data cannot be identified, clients receive detailed feedback, and the query may be refined. Depending on the scope and complexity of the request, the team can process up to 20 scientific articles per month, resulting in approximately 800 annotated concentration values for CYTOCON DB and 130 annotated parameters for fIVE DB. All annotations are performed by a dedicated team consisting of one professional annotator and one reviewer, ensuring a high standard of quality and consistency throughout the process.

For further details or to data request, please feel free to contact us: support@insysbio.com

To learn more about CYTOCON DB, please visit https://cytocon.insysbio.com/Index.aspx

To learn more about fIVE DB, please visit https://5db.insysbio.com/Index.aspx

About InSysBio

InSysBio is a group of Quantitative Systems Pharmacology (QSP) companies located in Limassol, Cyprus (INSYSBIO CY Ltd) and Edinburgh, UK (INSYSBIO UK LIMITED). InSysBio was founded in 2004 and has an extensive track record of helping pharmaceutical companies to make right decisions on the critical stages of drug research and development by application of QSP modeling. InSysBio’s cutting-edge QSP approach has already become a part of the drug development process implemented by our strategic partners: there are more than 100 completed projects in collaboration with leaders of pharmaceutical industry and innovative biotech companies. For more information about InSysBio, its solutions and services, visit www.insysbio.com

March 2020
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1. 03 Mar 2020 12:25 13th InSysBio Annual Internal Scientific Meeting 26-28 February 2020 InSysBio QSP-company held its 13th Annual Internal Scientific Meeting. InSysBio team presented the results of 2019 year professional progress. Every member demonstrated their personal achievements and shared the plans for the future development. Oleg Demin, InSysBio CEO and founder, summarized all the company’s advancement of the year 2019.
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1. 10 Mar 2020 12:48 InSysBio to share the news from QSPC2020 management Today we have received the concerning news from QSPC2020 organizers about the cancellation of the conference in response to COVID-19 outbreak continuation. Quantitative Systems Pharmacology Conference 2020 was planned to be held in April 22-24, 2020 Leiden, The Netherlands. InSysBio team was prepared to present 10 posters
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