ReviewThe Journal of international medical research2026
Virtual cell: Current perspectives and future prospects.
Review in The Journal of international medical research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Virtual cell is an emerging technology that integrates multiple disciplines, including biology, computer science, and artificial intelligence, to simulate cellular structures and functions. Compared with traditional methods, virtual cell technology offers a more holistic approach, enabling efficient simulation of cellular dynamics and prediction of biological phenomena. This technology holds significant potential in fields such as precision medicine, drug discovery, and synthetic biology. The development of virtual cells is driven by advancements in single-cell sequencing, subcellular imaging, and computational power, with platforms such as environment for cell simulation (E-Cell) and cell packing (CellPACK) enabling simulations across multiple biological scales. However, challenges remain, including data integration, model interpretability, and computational costs. Despite these challenges, virtual cell technology has made advances in drug development, disease research, and synthetic biology, offering a promising tool for personalized medicine and improving research accuracy. In the future, virtual cell technology is expected to find broader applications in cross-species simulations, quantum computing, and interdisciplinary collaborations.
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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.