Evidence map›Paper›PMID 41940544›Full record

ArticleAnalytical chemistry2026

Comprehensive Open-Source Ecosystem for Raman and SERS Spectroscopy: Introducing SpectraGuru.

Fengbo Ma, Jiaheng Cui, Amit Kumar, Yanjun Yang, Xianyan Chen, Yiping Zhao

Abstract read
In one paragraph

Article in Analytical chemistry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

6 authors.

Fengbo MaSchool of Electrical and Computer Engineering, College of Engineering, The University of Georgia, Athens, Georgia 30602, United States.ORCID 0009-0002-5970-5550
Jiaheng CuiSchool of Electrical and Computer Engineering, College of Engineering, The University of Georgia, Athens, Georgia 30602, United States.ORCID 0009-0001-9936-3017
Amit KumarDepartment of Physics and Astronomy, The University of Georgia, Athens, Georgia 30602, United States.ORCID 0000-0002-4779-4827
Yanjun YangDepartment of Physics and Astronomy, The University of Georgia, Athens, Georgia 30602, United States.ORCID 0000-0002-1822-7364
Xianyan ChenDepartment of Epidemiology & Biostatistics, College of Public Health, The University of Georgia, Athens, Georgia 30602, United States.
Yiping ZhaoDepartment of Physics and Astronomy, The University of Georgia, Athens, Georgia 30602, United States.ORCID 0000-0002-3710-4159

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Raman and Surface-Enhanced Raman Scattering (SERS) spectroscopy are powerful techniques for molecular identification and characterization, yet widespread adoption is often limited by the lack of accessible, standardized tools for preprocessing, analysis, and data management. Here, we introduce SpectraGuru, an open-source web-based platform designed to provide a comprehensive ecosystem for Raman and SERS research. SpectraGuru integrates a modular workflow for data upload, interactive preprocessing, advanced statistical analysis, and visualization, all accessible through a user-friendly browser interface. The platform's key contributions include a fully open-source, web-based system; comprehensive preprocessing and analysis tools covering tasks such as interpolation, despiking, baseline correction, normalization, peak identification, and multivariate methods like hierarchical clustering, Principal Component Analysis (PCA), and t-distributed stochastic neighbor embedding (t-SNE); and an integrated PostgreSQL database that supports FAIR (Findable, Accessible, Interoperable, Reusable) storage of spectra and metadata to enhance reproducibility and data sharing. Demonstrations with experimental data sets showcase SpectraGuru's ability to transform raw spectra into clean, interpretable data and to reveal meaningful patterns across diverse analytes. By addressing challenges in preprocessing standardization, database integration, and analytical flexibility, SpectraGuru aims to accelerate spectral research and foster community-driven development in Raman and SERS spectroscopy.

Identifiers

PMID41940544
PMCPMC13103934

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Registered trials

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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.