Discovery of Spatial Peptide Signatures for Neuroblastoma Risk Assessment by MALDI Mass Spectrometry Imaging

Risk classification plays a crucial role in clinical management and therapy decisions in children with neuroblastoma. Risk assessment is currently based on patient criteria and molecular factors in single tumor biopsies at diagnosis. Growing evidence of extensive neuroblastoma intratumor heterogenei...

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Main Authors: Zhiyang Wu, Patrick Hundsdoerfer, Johannes H. Schulte, Kathy Astrahantseff, Senguel Boral, Karin Schmelz, Angelika Eggert, Oliver Klein
Format: Article
Language:English
Published: MDPI AG 2021-06-01
Series:Cancers
Subjects:
Online Access:https://www.mdpi.com/2072-6694/13/13/3184
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spelling doaj-976c316307b1497f874b33b05b3a3a5a2021-07-15T15:31:30ZengMDPI AGCancers2072-66942021-06-01133184318410.3390/cancers13133184Discovery of Spatial Peptide Signatures for Neuroblastoma Risk Assessment by MALDI Mass Spectrometry ImagingZhiyang Wu0Patrick Hundsdoerfer1Johannes H. Schulte2Kathy Astrahantseff3Senguel Boral4Karin Schmelz5Angelika Eggert6Oliver Klein7BIH Center for Regenerative Therapies BCRT, Charité—Universitätsmedizin Berlin, 13353 Berlin, GermanyDepartment of Pediatric Oncology, Helios Klinikum Berlin-Buch, 13125 Berlin, GermanyDepartment of Pediatric Oncology & Hematology, Charité—Universitätsmedizin Berlin, 13353 Berlin, GermanyDepartment of Pediatric Oncology & Hematology, Charité—Universitätsmedizin Berlin, 13353 Berlin, GermanyInstitute of Pathology, Charité—Universitätsmedizin Berlin, 10117 Berlin, GermanyDepartment of Pediatric Oncology & Hematology, Charité—Universitätsmedizin Berlin, 13353 Berlin, GermanyDepartment of Pediatric Oncology & Hematology, Charité—Universitätsmedizin Berlin, 13353 Berlin, GermanyBIH Center for Regenerative Therapies BCRT, Charité—Universitätsmedizin Berlin, 13353 Berlin, GermanyRisk classification plays a crucial role in clinical management and therapy decisions in children with neuroblastoma. Risk assessment is currently based on patient criteria and molecular factors in single tumor biopsies at diagnosis. Growing evidence of extensive neuroblastoma intratumor heterogeneity drives the need for novel diagnostics to assess molecular profiles more comprehensively in spatial resolution to better predict risk for tumor progression and therapy resistance. We present a pilot study investigating the feasibility and potential of matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI-MSI) to identify spatial peptide heterogeneity in neuroblastoma tissues of divergent current risk classification: high versus low/intermediate risk. Univariate (receiver operating characteristic analysis) and multivariate (segmentation, principal component analysis) statistical strategies identified spatially discriminative risk-associated MALDI-based peptide signatures. The AHNAK nucleoprotein and collapsin response mediator protein 1 (CRMP1) were identified as proteins associated with these peptide signatures, and their differential expression in the neuroblastomas of divergent risk was immunohistochemically validated. This proof-of-concept study demonstrates that MALDI-MSI combined with univariate and multivariate analysis strategies can identify spatially discriminative risk-associated peptide signatures in neuroblastoma tissues. These results suggest a promising new analytical strategy improving risk classification and providing new biological insights into neuroblastoma intratumor heterogeneity.https://www.mdpi.com/2072-6694/13/13/3184neuroblastomarisk assessmentintratumor heterogeneitypeptide signaturesMALDI-MSI
collection DOAJ
language English
format Article
sources DOAJ
author Zhiyang Wu
Patrick Hundsdoerfer
Johannes H. Schulte
Kathy Astrahantseff
Senguel Boral
Karin Schmelz
Angelika Eggert
Oliver Klein
spellingShingle Zhiyang Wu
Patrick Hundsdoerfer
Johannes H. Schulte
Kathy Astrahantseff
Senguel Boral
Karin Schmelz
Angelika Eggert
Oliver Klein
Discovery of Spatial Peptide Signatures for Neuroblastoma Risk Assessment by MALDI Mass Spectrometry Imaging
Cancers
neuroblastoma
risk assessment
intratumor heterogeneity
peptide signatures
MALDI-MSI
author_facet Zhiyang Wu
Patrick Hundsdoerfer
Johannes H. Schulte
Kathy Astrahantseff
Senguel Boral
Karin Schmelz
Angelika Eggert
Oliver Klein
author_sort Zhiyang Wu
title Discovery of Spatial Peptide Signatures for Neuroblastoma Risk Assessment by MALDI Mass Spectrometry Imaging
title_short Discovery of Spatial Peptide Signatures for Neuroblastoma Risk Assessment by MALDI Mass Spectrometry Imaging
title_full Discovery of Spatial Peptide Signatures for Neuroblastoma Risk Assessment by MALDI Mass Spectrometry Imaging
title_fullStr Discovery of Spatial Peptide Signatures for Neuroblastoma Risk Assessment by MALDI Mass Spectrometry Imaging
title_full_unstemmed Discovery of Spatial Peptide Signatures for Neuroblastoma Risk Assessment by MALDI Mass Spectrometry Imaging
title_sort discovery of spatial peptide signatures for neuroblastoma risk assessment by maldi mass spectrometry imaging
publisher MDPI AG
series Cancers
issn 2072-6694
publishDate 2021-06-01
description Risk classification plays a crucial role in clinical management and therapy decisions in children with neuroblastoma. Risk assessment is currently based on patient criteria and molecular factors in single tumor biopsies at diagnosis. Growing evidence of extensive neuroblastoma intratumor heterogeneity drives the need for novel diagnostics to assess molecular profiles more comprehensively in spatial resolution to better predict risk for tumor progression and therapy resistance. We present a pilot study investigating the feasibility and potential of matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI-MSI) to identify spatial peptide heterogeneity in neuroblastoma tissues of divergent current risk classification: high versus low/intermediate risk. Univariate (receiver operating characteristic analysis) and multivariate (segmentation, principal component analysis) statistical strategies identified spatially discriminative risk-associated MALDI-based peptide signatures. The AHNAK nucleoprotein and collapsin response mediator protein 1 (CRMP1) were identified as proteins associated with these peptide signatures, and their differential expression in the neuroblastomas of divergent risk was immunohistochemically validated. This proof-of-concept study demonstrates that MALDI-MSI combined with univariate and multivariate analysis strategies can identify spatially discriminative risk-associated peptide signatures in neuroblastoma tissues. These results suggest a promising new analytical strategy improving risk classification and providing new biological insights into neuroblastoma intratumor heterogeneity.
topic neuroblastoma
risk assessment
intratumor heterogeneity
peptide signatures
MALDI-MSI
url https://www.mdpi.com/2072-6694/13/13/3184
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