Evidence map›Paper›PMID 42640468›Full record

ArticleBioinformatics (Oxford, England)2026

TIMSImaging: an open and interoperable workflow for trapped ion mobility mass spectrometry imaging data processing and visualization.

Yinyue Zhu, Kylie Ariel Bemis, Sai Srikanth Lakkimsetty, Mujia Jenny Li, Larissa Chiara Meyer, Andreas Weber-Steinhilber, Melanie Christine Föll, Olga Vitek

Abstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

8 authors.

Yinyue ZhuKhoury College of Computer Sciences, Northeastern University, Boston, MA, United States.ORCID 0009-0007-1468-6065
Kylie Ariel BemisKhoury College of Computer Sciences, Northeastern University, Boston, MA, United States.ORCID 0009-0006-2647-0416
Sai Srikanth LakkimsettyKhoury College of Computer Sciences, Northeastern University, Boston, MA, United States.ORCID 0000-0001-9552-1121
Mujia Jenny LiInstitute of Surgical Pathology, University of Freiburg, Faculty of Medicine, Freiburg, Germany.ORCID 0009-0002-7465-101X
Larissa Chiara MeyerInstitute of Surgical Pathology, University of Freiburg, Faculty of Medicine, Freiburg, Germany.ORCID 0009-0002-7944-6875
Andreas Weber-SteinhilberInstitute of Surgical Pathology, University of Freiburg, Faculty of Medicine, Freiburg, Germany.ORCID 0009-0009-0274-9342
Melanie Christine FöllInstitute of Surgical Pathology, University of Freiburg, Faculty of Medicine, Freiburg, Germany.ORCID 0000-0002-1887-7543
Olga VitekKhoury College of Computer Sciences, Northeastern University, Boston, MA, United States.ORCID 0000-0003-1728-1104

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

summaryMass spectrometry imaging (MSI) enables high-throughput spatial mapping of molecules, but the lack of chromatographic separation limits its utility for complex biological samples. Ion mobility (IM) provides key orthogonal separation. However, open-source tools dedicated for IM-MSI data analysis remain scarce and the integration of ion mobility information into downstream analysis is underexplored. Here, we present TIMSImaging, an open-source workflow for processing and visualization of MALDI-TIMS-MS data from Bruker timsTOF instruments. TIMSImaging incorporates a graph-based two-dimensional feature extraction algorithm for separation of isobaric peaks by ion mobility, supports collision cross section (CCS) calculation, and exports results as imzML files with ion mobility for downstream analysis. We demonstrate its capabilities on three case studies spanning different sample types, analyte types, and downstream tasks. AVAILABILITY AND IMPLEMENTATION: TIMSImaging is released as open-source software under the MIT License. The source code, installation instructions, documentation, and case study Vignettes are available at https://github.com/YinyueZhu/TIMSImaging.

Indexed as

Image Processing, Computer-AssistedIon Mobility SpectrometrySoftwareSpectrometry, Mass, Matrix-Assisted Laser Desorption-IonizationAlgorithmsWorkflow

Identifiers

PMID42640468
PMCPMC13537506

What Socratic holds

Textmetadata
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 Socratic graph.