Evidence map›Paper›PMID 42457701›Full record

ReviewNPJ systems biology and applications2026

Multiscale Modeling of Embryonic Morphogenesis from Fertilization to Organogenesis.

Debanik Deb, Orishma Parida, Laasya Naduthota, Bandan Chakrabortty

Abstract readReview
PubMed Publisher
In one paragraph

Review in NPJ systems biology and applications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Debanik DebTheoretical and Computational Biology Lab, School of Biology, Indian Institute of Science Education and Research (IISER) Thiruvananthapuram, Thiruvananthapuram, Kerala, India.
Orishma Parida *Theoretical and Computational Biology Lab, School of Biology, Indian Institute of Science Education and Research (IISER) Thiruvananthapuram, Thiruvananthapuram, Kerala, India.
Laasya Naduthota *Theoretical and Computational Biology Lab, School of Biology, Indian Institute of Science Education and Research (IISER) Thiruvananthapuram, Thiruvananthapuram, Kerala, India.
Bandan ChakraborttyTheoretical and Computational Biology Lab, School of Biology, Indian Institute of Science Education and Research (IISER) Thiruvananthapuram, Thiruvananthapuram, Kerala, India. bandan@iisertvm.ac.in.

Funding

Anusandhan National Research Foundation (ANRF), Government of India ANRF/ECRG/2024/004585/LSDepartment of Biotechnology (DBT), Government of India BT/PR53808/BID/7/1059/2024
6 · The paper itself

Abstract

Embryonic development transforms a single cell into a structured multicellular organism through coordinated molecular, cellular, and tissue-level processes. In this review, we discuss multiscale modeling studies spanning early embryogenesis from fertilization to organogenesis across diverse systems, emphasizing how distinct computational frameworks have been used to investigate different stages of embryonic morphogenesis. Drawing on complementary animal models, we highlight how multiscale approaches provide mechanistic insights into embryonic patterning and form generation.

Indexed as

Embryonic DevelopmentFertilizationModels, BiologicalMorphogenesisOrganogenesisAnimalsHumans

Identifiers

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.