How this document came to be
About this sample
A research team came to us with an open question. They wanted to find out whether the existing literature and public data pointed to an understudied role of TSH-beta in immune response with potential for further research and funding.
TSH-beta, which is secreted by the pituitary, activates expression of thyroid hormone, which in turn suppresses the expression of TSH-beta. This negative feedback loop is key for regulating the thyroid axis of human metabolism. The role of TSH-beta in immune response is less obvious.
We began by discussing the team’s goals and assessing the available tools and public resources, including our own. We also considered systems developed by other teams. When another tool is better suited to a particular task, we recommend it.
In this case, our research-writing and data-mining system was a good fit. Working with the client, we turned the initial idea into a focused research brief and developed the prompt reproduced below. The system generated a draft, which our specialists then checked and revised in consultation with the client. We verified the bibliographic references, traced quantitative claims to their sources, and refined the manuscript.
The brief we developed with the client
“Create an extended and detailed study of the role of TSH beta in the immune system. Identify and explore a new, understudied direction. Use as many public datasets as possible to generate new insights. Analyze and present the new data that can be collected from public datasets.”
A note on deliverables
This PDF document itself is a small part of our full research output. The client deliverables include PRISMA-compliant literature search strategies, PubMed retrievals, writing blocks the client may use for reconstruction and revision while catering to different reporting formats, a reference database compatible with major bibliographic software, Python code for data extraction and analysis, and more.
Provenance
Prepared and published by Cellformatica with the client’s permission. © 2026 Cellformatica.
