Evidence map›Paper›PMID 31495056›Full record

ArticleMolecular oncology2019

High-throughput proteomic analysis of FFPE tissue samples facilitates tumor stratification.

Yi Zhu, Tobias Weiss, Qiushi Zhang, Rui Sun, Bo Wang, Xiao Yi, Zhicheng Wu, Huanhuan Gao, Xue Cai, Guan Ruan and 29 more

Open access · goldAbstract read
In one paragraph

Article in Molecular oncology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 85 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
85citing papers in PubMed, 1 pooled it
10.4field-weighted citation impact, top 1% 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

85 citing papers in PubMed, 1 synthesis or guideline pooled it, 169 citations in OpenAlex.

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  19. Region- and Cell-type-Resolved Multiomic Atlas of the Heart.Molecular & cellular proteomics : MCP · 2025
    Article
  20. Review

25 more citing papers are in PubMed but not listed here.

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

39 authors at 13 institutions in 4 countries.

Yi ZhuKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.ORCID 0000-0003-0429-0802
Tobias WeissDepartment of Neurology and Brain Tumor Center, University Hospital Zurich, University of Zurich, Switzerland.ORCID 0000-0002-5533-9429
Qiushi ZhangKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.ORCID 0000-0001-5169-2092
Rui SunKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.ORCID 0000-0002-8484-8089
Bo WangDepartment of Pathology, The First Affiliated Hospital of College of Medicine, Zhejiang University, Hangzhou, China.
Xiao YiKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.ORCID 0000-0002-6288-5233
Zhicheng WuKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.
Huanhuan GaoKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.ORCID 0000-0002-4701-7913
Xue CaiKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.ORCID 0000-0002-7427-2100
Guan RuanKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.ORCID 0000-0002-2264-1947
Tiansheng ZhuKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.ORCID 0000-0002-7335-9087
Chao XuCollege of Mathematics and Informatics, Digital Fujian Institute of Big Data Security Technology, Fujian Normal University, Fuzhou, China.
Sai LouPhase I Clinical Research Center, Zhejiang Provincial People's Hospital, Hangzhou, China.
Xiaoyan YuDepartment of Pathology, The Second Affiliated Hospital of College of Medicine, Zhejiang University, Hangzhou, China.
Ludovic GilletDepartment of Biology, Institute of Molecular Systems Biology, ETH Zurich, Switzerland.ORCID 0000-0002-1001-3265
Peter BlattmannDepartment of Biology, Institute of Molecular Systems Biology, ETH Zurich, Switzerland.ORCID 0000-0001-9105-6381
Karim SabaDepartment of Urology, University Hospital Zurich, University of Zurich, Switzerland.ORCID 0000-0002-1172-8123
Christian D FankhauserDepartment of Urology, University Hospital Zurich, University of Zurich, Switzerland.ORCID 0000-0002-4073-5488
Michael B SchmidDepartment of Urology, University Hospital Zurich, University of Zurich, Switzerland.
Dorothea RutishauserDepartment of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland.
Jelena LjubicicDepartment of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland.
Ailsa ChristiansenDepartment of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland.
Christine FritzDepartment of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland.
Niels J RuppDepartment of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland.
Cedric PoyetDepartment of Urology, University Hospital Zurich, University of Zurich, Switzerland.
Elisabeth RushingDepartment of Neuropathology, University Hospital Zurich, University of Zurich, Switzerland.
Michael WellerDepartment of Neurology and Brain Tumor Center, University Hospital Zurich, University of Zurich, Switzerland.
Patrick RothDepartment of Neurology and Brain Tumor Center, University Hospital Zurich, University of Zurich, Switzerland.
Eugenia HaralambievaDepartment of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland.
Silvia HoferDivision of Medical Oncology, Lucerne Cantonal Hospital and Cancer Center, Switzerland.
Chen ChenSciex, Shanghai, China.
Wolfram JochumInstitute of Pathology, Cantonal Hospital St. Gallen, Switzerland.
Xiaofei GaoKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.
Xiaodong TengDepartment of Pathology, The First Affiliated Hospital of College of Medicine, Zhejiang University, Hangzhou, China.
Lirong ChenDepartment of Pathology, The Second Affiliated Hospital of College of Medicine, Zhejiang University, Hangzhou, China.
Qing ZhongDepartment of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland.ORCID 0000-0002-5340-301X
Peter J WildDepartment of Pathology and Molecular Pathology, University Hospital Zurich, University of Zurich, Switzerland.
Ruedi AebersoldDepartment of Biology, Institute of Molecular Systems Biology, ETH Zurich, Switzerland.
Tiannan GuoKey Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, China.ORCID 0000-0003-3869-7651
University of Zurich · CHWestlake University · CNETH Zurich · CHFirst Affiliated Hospital Zhejiang University · CNSecond Affiliated Hospital of Zhejiang University · CNCNEX (China) · CNFujian Normal University · CNGoethe University Frankfurt · DEThe University of Sydney · AUUniversity of Lucerne · CHUniversity of St.Gallen · CHZHAW Zurich University of Applied Sciences · CHZhejiang Provincial People's Hospital · CN

Funding

PHTHALOCYANINE PHOTOSENSITIZATION CYTOTOXIC MECHANISMSR01CA050001 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI OLEINICK, NANCY L · 1990 to 1990
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6 · The paper itself

Abstract

Formalin-fixed, paraffin-embedded (FFPE), biobanked tissue samples offer an invaluable resource for clinical and biomarker research. Here, we developed a pressure cycling technology (PCT)-SWATH mass spectrometry workflow to analyze FFPE tissue proteomes and applied it to the stratification of prostate cancer (PCa) and diffuse large B-cell lymphoma (DLBCL) samples. We show that the proteome patterns of FFPE PCa tissue samples and their analogous fresh-frozen (FF) counterparts have a high degree of similarity and we confirmed multiple proteins consistently regulated in PCa tissues in an independent sample cohort. We further demonstrate temporal stability of proteome patterns from FFPE samples that were stored between 1 and 15 years in a biobank and show a high degree of the proteome pattern similarity between two types of histological regions in small FFPE samples, that is, punched tissue biopsies and thin tissue sections of micrometer thickness, despite the existence of a certain degree of biological variations. Applying the method to two independent DLBCL cohorts, we identified myeloperoxidase, a peroxidase enzyme, as a novel prognostic marker. In summary, this study presents a robust proteomic method to analyze bulk and biopsy FFPE tissues and reports the first systematic comparison of proteome maps generated from FFPE and FF samples. Our data demonstrate the practicality and superiority of FFPE over FF samples for proteome in biomarker discovery. Promising biomarker candidates for PCa and DLBCL have been discovered.

Indexed as

Paraffin EmbeddingProteomicsTissue FixationCohort StudiesHumansMass SpectrometryNeoplasmsPressurePrognosisProteomeROC CurveProteomebiomarkerFFPEpressure cycling technologyproteomeSWATHtumor

Identifiers

PMID31495056
PMCPMC6822243
OpenAlexW2973184314

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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.