Evidence map›Paper›PMID 40569409›Full record

ArticleAnalytical and bioanalytical chemistry2025

StreamFind: data processing workflows for qualification and quantification of biopharmaceutical drug products analyzed by size exclusion chromatography coupled to capillary-enhanced Raman spectroscopy.

Jana Thissen, Martin D Klassen, Björn Fischer, Michael C Hacker, Jörg Breitkreutz, Thorsten Teutenberg, Ricardo Cunha

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Article in Analytical and bioanalytical chemistry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Jana ThissenInstitut Für Umwelt & Energie, Technik & Analytik E.V. (IUTA), Bliersheimer Str. 58-60, 47229, Duisburg, Germany.ORCID http://orcid.org/0009-0002-8792-5665
Martin D KlassenInstitut Für Umwelt & Energie, Technik & Analytik E.V. (IUTA), Bliersheimer Str. 58-60, 47229, Duisburg, Germany.
Björn FischerFaculty of Mathematics and Natural Sciences, Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University, Universitätsstr. 1, 40225, Düsseldorf, Germany.ORCID http://orcid.org/0000-0002-2868-8754
Michael C HackerFaculty of Mathematics and Natural Sciences, Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University, Universitätsstr. 1, 40225, Düsseldorf, Germany.ORCID http://orcid.org/0000-0002-4776-2294
Jörg BreitkreutzFaculty of Mathematics and Natural Sciences, Institute of Pharmaceutics and Biopharmaceutics, Heinrich Heine University, Universitätsstr. 1, 40225, Düsseldorf, Germany.ORCID http://orcid.org/0000-0002-3982-9823
Thorsten TeutenbergInstitut Für Umwelt & Energie, Technik & Analytik E.V. (IUTA), Bliersheimer Str. 58-60, 47229, Duisburg, Germany.ORCID http://orcid.org/0000-0002-2477-6167
Ricardo CunhaInstitut Für Umwelt & Energie, Technik & Analytik E.V. (IUTA), Bliersheimer Str. 58-60, 47229, Duisburg, Germany. cunha@iuta.de.ORCID http://orcid.org/0000-0002-6791-0119

Funding

Bundesministerium für Bildung und Forschung 16DKWN138Bundesministerium für Wirtschaft und Klimaschutz KK5312603KA1
6 · The paper itself

Abstract

Innovative hyphenated technologies, such as size exclusion chromatography coupled with capillary-enhanced Raman spectroscopy (SEC-CERS), enable more comprehensive analyses of biopharmaceutical drug products. However, specialized software for processing and analyzing data from these advanced techniques is often lacking. This study introduces the R package StreamFind, which is designed to help users seamlessly process both chromatographic and Raman spectroscopic data within an integrated workflow. We detail the implementation and structure of StreamFind and demonstrate its ability in the in-depth analysis of biopharmaceutical products. The study shows its capability to differentiate monoclonal antibodies and entire biopharmaceutical formulations and to quantify various components based on their Raman spectra. Principal component analysis (PCA) identified significant differences among the biopharmaceutical products analyzed, while multivariate curve resolution-alternating least squares (MCR-ALS) proved to be an effective method for quantifying different components within these products. The StreamFind platform is designed to be extensible, to facilitate contributions from new users and to support the future integration of additional algorithms to process different types of complex analytical data.

Indexed as

Antibodies, MonoclonalBiological ProductsChromatography, GelSoftwareSpectrum Analysis, RamanLeast-Squares AnalysisPharmaceutical PreparationsPrincipal Component AnalysisWorkflowAntibodies, MonoclonalBiological ProductsPharmaceutical PreparationsBiopharmaceuticalsLiquid chromatographyOpen-source softwareRaman spectroscopyStreamFind

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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 Socratic graph.