ReviewMolecular cell2022
The new era of quantitative cell imaging-challenges and opportunities.
Review in Molecular cell, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 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
28 citing papers in PubMed.
- Celldetective, an AI-enhanced image analysis tool for unraveling dynamic cell interactions.eLife · 2026Article
- Bridging annotated microscopy imaging data and analysis method development for scientific discovery.Patterns (New York, N.Y.) · 2026Review
- AutoMorphoTrack: A modular framework for quantitative analysis of organelle morphology, motility, and interactions at single-cell resolution.bioRxiv : the preprint server for biology · 2026Article
- Artificial intelligence-powered microscopy: Transforming the landscape of parasitology.Journal of microscopy · 2026Review
- Variable deep learning training horizons reveal the temporal complexity of biological systems.microPublication biology · 2026Article
- Article
- Inductive bias influences the spatial scale of biological features learned from images.Bioinformatics advances · 2026Article
- cubic: CUDA-accelerated 3D Bioimage Computing.ArXiv · 2025Article
- Automated machine learning profiling with MAP-HR for quantifying homologous recombination foci in patient samples.NAR cancer · 2025Article
- bia-binder: a web-native cloud compute service for the bioimage analysis community.Bioinformatics (Oxford, England) · 2025Article
- A comprehensive update on the application of high-throughput fluorescence imaging for novel drug discovery.Expert opinion on drug discovery · 2025Review
- Domain-specific AI segmentation of IMPDH2 rod/ring structures in mouse embryonic stem cells.BMC biology · 2025Article
- Single-cell morphological tracking of cell states to identify small-molecule modulators of liver differentiation.iScience · 2025Article
- PunctaFinder: An algorithm for automated spot detection in fluorescence microscopy images.Molecular biology of the cell · 2024Article
- Exploring heterogeneous cell population dynamics in different microenvironments by novel analytical strategy based on images.NPJ systems biology and applications · 2024Article
- Comparing automated cell imaging with conventional methods of measuring cell proliferation and viability.Toxicology mechanisms and methods · 2024Article
- Dynamic label-free analysis of SARS-CoV-2 infection reveals virus-induced subcellular remodeling.Nature communications · 2024Article
- Article
- Recent advances in ratiometric fluorescence imaging of enzyme activity in vivo.Current opinion in chemical biology · 2024Review
- Incorporating temporal information during feature engineering bolsters emulation of spatio-temporal emergence.Bioinformatics (Oxford, England) · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
Quantitative optical microscopy-an emerging, transformative approach to single-cell biology-has seen dramatic methodological advancements over the past few years. However, its impact has been hampered by challenges in the areas of data generation, management, and analysis. Here we outline these technical and cultural challenges and provide our perspective on the trajectory of this field, ushering in a new era of quantitative, data-driven microscopy. We also contrast it to the three decades of enormous advances in the field of genomics that have significantly enhanced the reproducibility and wider adoption of a plethora of genomic approaches.
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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.