ArticleBiomedical optics express2014
Simultaneous decomposition of multiple hyperspectral data sets: signal recovery of unknown fluorophores in the retinal pigment epithelium.
Article in Biomedical optics express, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled 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.
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
19 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Hyperspectral Imaging and the Retina: Worth the Wave?Translational vision science & technology · 2020Pooled it
- Phasor-Based Spatio-Spectral Segmentation for Hyperspectral Fluorescence Microscopy.Journal of biophotonics · 2026Article
- Hyperspectral retinal imaging biomarkers of ocular and systemic diseases.Eye (London, England) · 2025Review
- Lipofuscin, Its Origin, Properties, and Contribution to Retinal Fluorescence as a Potential Biomarker of Oxidative Damage to the Retina.Antioxidants (Basel, Switzerland) · 2023Review
- Hyperspectral autofluorescence characterization of drusen and sub-RPE deposits in age-related macular degeneration.Annals of eye science · 2021Article
- Fundus Autofluorescence Lifetimes and Spectral Features of Soft Drusen and Hyperpigmentation in Age-Related Macular Degeneration.Translational vision science & technology · 2020Article
- Snapshot hyperspectral light field imaging using image mapping spectrometry.Optics letters · 2020Article
- Tensor decomposition of hyperspectral images to study autofluorescence in age-related macular degeneration.Medical image analysis · 2019Article
- A Dye-Free Analog to Retinal Angiography Using Hyperspectral Unmixing to Retrieve Oxyhemoglobin Abundance.Translational vision science & technology · 2019Article
- Feasibility of hyperspectral analysis for discrimination of rabbit liver VX2 tumor.World journal of gastrointestinal oncology · 2019Article
- Ex Vivo Hyperspectral Autofluorescence Imaging and Localization of Fluorophores in Human Eyes with Age-Related Macular Degeneration.Vision (Basel, Switzerland) · 2018Article
- Structural and Functional Characterization of Human Stem-Cell-Derived Retinal Organoids by Live Imaging.Investigative ophthalmology & visual science · 2017Review
- Bestrophinopathy: An RPE-photoreceptor interface disease.Progress in retinal and eye research · 2017Review
- HYPERSPECTRAL AUTOFLUORESCENCE IMAGING OF DRUSEN AND RETINAL PIGMENT EPITHELIUM IN DONOR EYES WITH AGE-RELATED MACULAR DEGENERATION.Retina (Philadelphia, Pa.) · 2016Article
- Spatial and Spectral Characterization of Human Retinal Pigment Epithelium Fluorophore Families by Ex Vivo Hyperspectral Autofluorescence Imaging.Translational vision science & technology · 2016Article
- Delayed Rod-Mediated Dark Adaptation Is a Functional Biomarker for Incident Early Age-Related Macular Degeneration.Ophthalmology · 2016Article
- The Project MACULA Retinal Pigment Epithelium Grading System for Histology and Optical Coherence Tomography in Age-Related Macular Degeneration.Investigative ophthalmology & visual science · 2015Article
- Subducted and melanotic cells in advanced age-related macular degeneration are derived from retinal pigment epithelium.Investigative ophthalmology & visual science · 2015Article
- Translational Retinal Imaging.Asia-Pacific journal of ophthalmology (Philadelphia, Pa.)Review
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
Upon excitation with different wavelengths of light, biological tissues emit distinct but related autofluorescence signals. We used non-negative matrix factorization (NMF) to simultaneously decompose co-registered hyperspectral emission data from human retinal pigment epithelium/Bruch's membrane specimens illuminated with 436 and 480 nm light. NMF analysis was initialized with Gaussian mixture model fits and constrained to provide identical abundance images for the two excitation wavelengths. Spectra recovered this way were smoother than those obtained separately; fluorophore abundances more clearly localized within tissue compartments. These studies provide evidence that leveraging multiple co-registered hyperspectral emission data sets is preferential for identifying biologically relevant fluorophore information.
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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.