Evidence map›Paper›PMID 31777430›Full record

ArticleSensors and actuators. B, Chemical2019

Photonic Crystal-Enhanced Fluorescence Imaging Immunoassay for Cardiovascular Disease Biomarker Screening with Machine Learning Analysis.

Kenneth J Squire, Yong Zhao, Ailing Tan, Kundan Sivashanmugan, Joseph A Kraai, Gregory L Rorrer, Alan X Wang

Open access · greenAbstract read
In one paragraph

Article in Sensors and actuators. B, Chemical, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
1.9field-weighted citation impact, top 14% of its field
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

10 citing papers in PubMed, 58 citations in OpenAlex.

  1. Bioinspired functional materials for biomedical applications.Frontiers in bioengineering and biotechnology · 2026
    Review
  2. Review
  3. Article
  4. Review
  5. Review
  6. Review
  7. Review
  8. The Art of Exploring Diatom Biosilica Biomaterials: From Biofabrication Perspective.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024
    Review
  9. Review
  10. Recent Advances on Diatom-Based Biosensors.Sensors (Basel, Switzerland) · 2019
    Review
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

7 authors at 1 institution in 2 countries.

Kenneth J SquireSchool of Electrical Engineering and Computer Science, Oregon State University, 1148 Kelley Engineering Center, Corvallis, OR, 97331, USA.
Yong ZhaoSchool of Electrical Engineering and Computer Science, Oregon State University, 1148 Kelley Engineering Center, Corvallis, OR, 97331, USA.
Ailing TanSchool of Electrical Engineering and Computer Science, Oregon State University, 1148 Kelley Engineering Center, Corvallis, OR, 97331, USA.
Kundan SivashanmuganSchool of Electrical Engineering and Computer Science, Oregon State University, 1148 Kelley Engineering Center, Corvallis, OR, 97331, USA.
Joseph A KraaiSchool of Chemical, Biological & Environmental Engineering, Oregon State University, 116 Johnson Hall, Corvallis, OR, 97331, USA.
Gregory L RorrerSchool of Chemical, Biological & Environmental Engineering, Oregon State University, 116 Johnson Hall, Corvallis, OR, 97331, USA.
Alan X WangSchool of Electrical Engineering and Computer Science, Oregon State University, 1148 Kelley Engineering Center, Corvallis, OR, 97331, USA.
Oregon State University · US

Funding

Toward Point-of-Care Drug Testing: A New Paradigm for On-Chip Chromatography Coupled with Surface-Enhanced Raman ScatteringR21DA043713 · NIDA · OREGON STATE UNIVERSITY · PI WANG, ALAN X · 2017 to 2018
$390k
NIDA NIH HHS R21 DA043713
6 · The paper itself

Abstract

When myocardial walls experience stress due to cardiovascular diseases, like heart failure, hormone N-terminal pro-B-type natriuretic peptide (NT-proBNP) is secreted into the blood. Early detection of NT-proBNP can assist diagnosis of heart failure and enable early medical intervention. A simple, cost-effective detection technique such as the widely used fluorescence imaging immunoassay is yet to be developed to detect clinically relevant levels of NT-proBNP. In this work, we demonstrate photonic crystal-enhanced fluorescence imaging immunoassay using diatom biosilica, which is capable of detecting low levels of NT-proBNP in solution with the concentration range of 0~100 pg/mL. By analyzing the fluorescence images in the spatial and spatial frequency domain with principle component analysis (PCA) and partial least squares regression (PLSR) algorithms, we create a predictive model that achieves great linearity with a validation R

Indexed as

Cardiovascular BiomarkerFluorescence ImagingImmunoassayMachine LearningPhotonic Crystals

Identifiers

PMID31777430
PMCPMC6880749
OpenAlexW2928852838

What OpenQuestion holds

Textmetadata
LicenceTDM
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.