ArticleFrontiers in physiology2021
Non-invasive Metabolomic Profiling of Embryo Culture Medium Using Raman Spectroscopy With Deep Learning Model Predicts the Blastocyst Development Potential of Embryos.
Article in Frontiers in physiology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
What it found
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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
9 citing papers in PubMed.
- Surface-enhanced Raman spectroscopy analysis of glucose in spent embryo culture medium: correlation with embryo developmental potential.Frontiers in cell and developmental biology · 2026Article
- Micro magnetic resonance spectroscopy for noninvasive metabolic screening of mammalian embryos and oocytes.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Embryo selection at the cleavage stage using Raman spectroscopy of day 3 culture medium and machine learning: a preliminary study.Frontiers in endocrinology · 2025Article
- The quest for metabolic biomarkers of IVF outcomes: a meta-analysis and critical review.Frontiers in cell and developmental biology · 2025Review
- Non-invasive applications of Raman spectroscopy in assisted reproduction.Frontiers in endocrinology · 2025Review
- Viewing early life without labels: optical approaches for imaging the early embryo†.Biology of reproduction · 2024Review
- Evolution of Minimally Invasive and Non-Invasive Preimplantation Genetic Testing: An Overview.Journal of clinical medicine · 2024Review
- Combining Machine Learning with Metabolomic and Embryologic Data Improves Embryo Implantation Prediction.Reproductive sciences (Thousand Oaks, Calif.) · 2023Article
- Rapid and non-invasive diagnostic techniques for embryonic developmental potential: a metabolomic analysis based on Raman spectroscopy to identify the pregnancy outcomes of IVF-ET.Frontiers in cell and developmental biology · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
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.