ReviewEndocrine-related cancer2025
Challenges and opportunities in systems biology education.
Review in Endocrine-related cancer, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
2 citing papers in PubMed.
- The Single Cell Notebooks for inclusive and accessible training in single-cell and spatial omics.Nature genetics · 2026Article
- Rethinking medical education through systems biology to address complexity.NPJ systems biology and applications · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Systems biology requires combining deep understanding in biology with technological methods and computational approaches to acquire new insights. Accordingly, students need to gain knowledge in very different disciplines and their integration to succeed in this truly interdisciplinary field. This review summarizes a variety of study lines at the master's level and uses student and alumni feedback to highlight the main challenges and useful teaching approaches. Education in systems biology needs to be carefully designed to deliver deep knowledge in core aspects while still giving a broad overview of others. Teachers will need to find a good balance here. Integrated experimental and computational courses, as well as active learning approaches, can be key components of successful curricula. Training native systems biologists needs commitment by teachers and institutions and should start as early as possible.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.