Literature DB >> 26216958

MALDI mass spectrometry imaging analysis of pituitary adenomas for near-real-time tumor delineation.

David Calligaris1, Daniel R Feldman1, Isaiah Norton1, Olutayo Olubiyi1, Armen N Changelian1, Revaz Machaidze2, Matthew L Vestal1, Edward R Laws1, Ian F Dunn1, Sandro Santagata3, Nathalie Y R Agar4.   

Abstract

We present a proof of concept study designed to support the clinical development of mass spectrometry imaging (MSI) for the detection of pituitary tumors during surgery. We analyzed by matrix-assisted laser desorption/ionization (MALDI) MSI six nonpathological (NP) human pituitary glands and 45 hormone secreting and nonsecreting (NS) human pituitary adenomas. We show that the distribution of pituitary hormones such as prolactin (PRL), growth hormone (GH), adrenocorticotropic hormone (ACTH), and thyroid stimulating hormone (TSH) in both normal and tumor tissues can be assessed by using this approach. The presence of most of the pituitary hormones was confirmed by using MS/MS and pseudo-MS/MS methods, and subtyping of pituitary adenomas was performed by using principal component analysis (PCA) and support vector machine (SVM). Our proof of concept study demonstrates that MALDI MSI could be used to directly detect excessive hormonal production from functional pituitary adenomas and generally classify pituitary adenomas by using statistical and machine learning analyses. The tissue characterization can be completed in fewer than 30 min and could therefore be applied for the near-real-time detection and delineation of pituitary tumors for intraoperative surgical decision-making.

Entities:  

Keywords:  in-source decay; intrasurgical diagnosis; mass spectrometry imaging; molecular pathology; pituitary

Mesh:

Substances:

Year:  2015        PMID: 26216958      PMCID: PMC4538649          DOI: 10.1073/pnas.1423101112

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  55 in total

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Review 3.  Going forward: Increasing the accessibility of imaging mass spectrometry.

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Journal:  J Proteomics       Date:  2012-05-23       Impact factor: 4.044

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5.  Indocyanine green fluorescence endoscopy for visual differentiation of pituitary tumor from surrounding structures.

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6.  Mass spectrometry imaging: linking molecule profiles to tissue spatial distribution.

Authors:  Hassan Dihazi; Rainer Bohrer; Olaf Jahn; Christof Lenz; Andrzej Majcherczyk; Bernhard Schmidt; Henning Urlaub; Oliver Valerius; Abdul R Asif
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Review 7.  Endoscopic endonasal compared with microscopic transsphenoidal and open transcranial resection of giant pituitary adenomas.

Authors:  Ricardo J Komotar; Robert M Starke; Daniel M S Raper; Vijay K Anand; Theodore H Schwartz
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9.  MALDI in-source decay of high mass protein isoforms: application to alpha- and beta-tubulin variants.

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10.  Ambient mass spectrometry for the intraoperative molecular diagnosis of human brain tumors.

Authors:  Livia S Eberlin; Isaiah Norton; Daniel Orringer; Ian F Dunn; Xiaohui Liu; Jennifer L Ide; Alan K Jarmusch; Keith L Ligon; Ferenc A Jolesz; Alexandra J Golby; Sandro Santagata; Nathalie Y R Agar; R Graham Cooks
Journal:  Proc Natl Acad Sci U S A       Date:  2013-01-08       Impact factor: 11.205

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  21 in total

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Journal:  Nat Protoc       Date:  2016-07-14       Impact factor: 13.491

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Review 7.  Mass Spectrometry Imaging: A Review of Emerging Advancements and Future Insights.

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Review 8.  Machine learning applications in imaging analysis for patients with pituitary tumors: a review of the current literature and future directions.

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10.  massNet: integrated processing and classification of spatially resolved mass spectrometry data using deep learning for rapid tumor delineation.

Authors:  Walid M Abdelmoula; Sylwia A Stopka; Elizabeth C Randall; Michael Regan; Jeffrey N Agar; Jann N Sarkaria; William M Wells; Tina Kapur; Nathalie Y R Agar
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