Evidence map›Paper›PMID 42568117›Full record

ArticleCancer research communications2026

An Integrated Spatial Multi-Omics Workflow for Sequential RNA and Protein Profiling in FFPE Tumor Tissue.

Merrin Mary Eapen, Qanber Raza, Lucy Chhuo, Annabel Faulkner, Abhishek K Singh, Hao Xu, Atefeh Khakpoor, Erin Coll, Liang Lim, Nick Zabinyakov and 6 more

Abstract read
In one paragraph

Article in Cancer research communications, 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

16 authors.

Merrin Mary EapenTranslational Genomics Program, Garvan Institute of Medical Research, Darlinghurst, Australia.ORCID 0009-0006-6455-0636
Qanber RazaStandard BioTools Canada Inc., Markham, Canada.ORCID 0000-0001-7612-805X
Lucy ChhuoTranslational Genomics Program, Garvan Institute of Medical Research, Darlinghurst, Australia.ORCID 0009-0003-1836-3619
Annabel FaulknerSchool of Medical Sciences, Faculty of Medicine and Health, University of Sydney, Sydney, Australia.ORCID 0009-0002-3918-6888
Abhishek K SinghTranslational Genomics Program, Garvan Institute of Medical Research, Darlinghurst, Australia.ORCID 0000-0003-2105-7789
Hao XuTranslational Genomics Program, Garvan Institute of Medical Research, Darlinghurst, Australia.ORCID 0000-0001-6062-9490
Atefeh KhakpoorTranslational Genomics Program, Garvan Institute of Medical Research, Darlinghurst, Australia.ORCID 0000-0001-5534-9603
Erin CollSt Vincent's Clinical School, Faculty of Medicine and Health, University of New South Wales, Darlinghurst, Australia.ORCID 0000-0002-3464-087X
Liang LimStandard BioTools Canada Inc., Markham, Canada.ORCID 0009-0004-6282-7238
Nick ZabinyakovStandard BioTools Canada Inc., Markham, Canada.ORCID 0009-0009-1234-199X
Liang QiaoStorr Liver Centre, The Westmead Institute for Medical Research and Westmead Hospital, University of Sydney, Sydney, Australia.ORCID 0000-0002-4723-8935
Anna Di BartolomeoStorr Liver Centre, The Westmead Institute for Medical Research and Westmead Hospital, University of Sydney, Sydney, Australia.ORCID 0000-0002-5886-6371
Jacob GeorgeStorr Liver Centre, The Westmead Institute for Medical Research and Westmead Hospital, University of Sydney, Sydney, Australia.ORCID 0000-0002-8421-5476
Christina LohStandard BioTools Canada Inc., Markham, Canada.ORCID 0009-0009-6139-4895
Helen M McGuireSchool of Medical Sciences, Faculty of Medicine and Health, University of Sydney, Sydney, Australia.ORCID 0000-0003-2047-6543
Ankur SharmaTranslational Genomics Program, Garvan Institute of Medical Research, Darlinghurst, Australia.ORCID 0000-0002-6862-136X

Funding

CSL Limited (CSL) CSL Centenary FellowshipsKinghorn Foundation (The Kinghorn Foundation) Catalytic fundingMedical Research Future Fund (MRFF) MRF2016215National Health and Medical Research Council (NHMRC) APP2032407National Health and Medical Research Council (NHMRC) GNT2010795National Health and Medical Research Council (NHMRC) GNT2043672University of New South Wales (UNSW) TFS (MME) and RTP (LC)
6 · The paper itself

Abstract

Understanding complex cellular niches, such as tertiary lymphoid structures, requires spatially resolved, multi-omics approaches that link transcriptional states and protein expression levels within individual cells. Here, we present an integrated spatial multi-omics workflow that enables sequential mapping of hundreds of genes via the Xenium In Situ platform and more than 40 protein markers via imaging mass cytometry technology on a single formalin-fixed, paraffin-embedded (FFPE) tissue section. We applied this multi-modal approach to colorectal liver metastases and matched adjacent normal liver tissues. Our results demonstrate that the sequential application of these technologies maintains tissue morphology and the assay's technical sensitivity. Furthermore, high-dimensional data integration was performed through optimized computational coregistration at a single-cell level. Through this approach, we observed a correlation between β-catenin proteomic levels and malignant cell states, characterized immune cell phenotypes in lymphoid aggregates, and identified discrepancies between RNA and protein levels for key checkpoint molecules (PD-L1, TIM-3, and IDO). Overall, this technical framework enables robust profiling of functional cellular states, spatial mapping of chemokine expression, and more sensitive detection of clinically relevant targets missing in single-modality methods. SIGNIFICANCE: We present an integrated spatial multi-omics workflow that enables direct comparison of transcript and protein levels within a single FFPE section. This enables detailed profiling of the cellular microenvironment, along with relevant protein biomarkers, for clinical decision-making.

Indexed as

Colorectal NeoplasmsLiver NeoplasmsProteomicsBiomarkers, TumorFormaldehydeGene Expression ProfilingHumansMultiomicsParaffin EmbeddingSpatial TranscriptomicsTissue FixationWorkflowBiomarkers, TumorFormaldehyde

Identifiers

PMID42568117
PMCPMC13489674

What OpenQuestion holds

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LicenceCC BY
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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.