Literature DB >> 31591199

Preoperative metabolic classification of thyroid nodules using mass spectrometry imaging of fine-needle aspiration biopsies.

Rachel J DeHoog1, Jialing Zhang1, Elizabeth Alore2, John Q Lin1, Wendong Yu3, Spencer Woody4, Christopher Almendariz1, Monica Lin1, Anton F Engelsman5,6, Stan B Sidhu5, Robert Tibshirani7,8, James Suliburk9, Livia S Eberlin10.   

Abstract

Thyroid neoplasia is common and requires appropriate clinical workup with imaging and fine-needle aspiration (FNA) biopsy to evaluate for cancer. Yet, up to 20% of thyroid nodule FNA biopsies will be indeterminate in diagnosis based on cytological evaluation. Genomic approaches to characterize the malignant potential of nodules showed initial promise but have provided only modest improvement in diagnosis. Here, we describe a method using metabolic analysis by desorption electrospray ionization mass spectrometry (DESI-MS) imaging for direct analysis and diagnosis of follicular cell-derived neoplasia tissues and FNA biopsies. DESI-MS was used to analyze 178 tissue samples to determine the molecular signatures of normal, benign follicular adenoma (FTA), and malignant follicular carcinoma (FTC) and papillary carcinoma (PTC) thyroid tissues. Statistical classifiers, including benign thyroid versus PTC and benign thyroid versus FTC, were built and validated with 114,125 mass spectra, with accuracy assessed in correlation with clinical pathology. Clinical FNA smears were prospectively collected and analyzed using DESI-MS imaging, and the performance of the statistical classifiers was tested with 69 prospectively collected clinical FNA smears. High performance was achieved for both models when predicting on the FNA test set, which included 24 nodules with indeterminate preoperative cytology, with accuracies of 93% and 89%. Our results strongly suggest that DESI-MS imaging is a valuable technology for identification of malignant potential of thyroid nodules.

Entities:  

Keywords:  ambient mass spectrometry; cancer diagnosis; metabolic profiles; molecular biomarkers; thyroid nodule diagnosis

Year:  2019        PMID: 31591199      PMCID: PMC6815148          DOI: 10.1073/pnas.1911333116

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


  36 in total

Review 1.  Thyroid Ultrasound Reporting Lexicon: White Paper of the ACR Thyroid Imaging, Reporting and Data System (TIRADS) Committee.

Authors:  Edward G Grant; Franklin N Tessler; Jenny K Hoang; Jill E Langer; Michael D Beland; Lincoln L Berland; John J Cronan; Terry S Desser; Mary C Frates; Ulrike M Hamper; William D Middleton; Carl C Reading; Leslie M Scoutt; A Thomas Stavros; Sharlene A Teefey
Journal:  J Am Coll Radiol       Date:  2015-09-26       Impact factor: 5.532

2.  Performance of a Genomic Sequencing Classifier for the Preoperative Diagnosis of Cytologically Indeterminate Thyroid Nodules.

Authors:  Kepal N Patel; Trevor E Angell; Joshua Babiarz; Neil M Barth; Thomas Blevins; Quan-Yang Duh; Ronald A Ghossein; R Mack Harrell; Jing Huang; Giulia C Kennedy; Su Yeon Kim; Richard T Kloos; Virginia A LiVolsi; Gregory W Randolph; Peter M Sadow; Michael H Shanik; Julie A Sosa; S Thomas Traweek; P Sean Walsh; Duncan Whitney; Michael W Yeh; Paul W Ladenson
Journal:  JAMA Surg       Date:  2018-09-01       Impact factor: 14.766

3.  Data quality in tissue analysis using desorption electrospray ionization.

Authors:  Allison L Dill; Livia S Eberlin; Anthony B Costa; Demian R Ifa; R Graham Cooks
Journal:  Anal Bioanal Chem       Date:  2011-07-26       Impact factor: 4.142

4.  Preoperative diagnosis of benign thyroid nodules with indeterminate cytology.

Authors:  Erik K Alexander; Giulia C Kennedy; Zubair W Baloch; Edmund S Cibas; Darya Chudova; James Diggans; Lyssa Friedman; Richard T Kloos; Virginia A LiVolsi; Susan J Mandel; Stephen S Raab; Juan Rosai; David L Steward; P Sean Walsh; Jonathan I Wilde; Martha A Zeiger; Richard B Lanman; Bryan R Haugen
Journal:  N Engl J Med       Date:  2012-06-25       Impact factor: 91.245

5.  Molecular Testing for miRNA, mRNA, and DNA on Fine-Needle Aspiration Improves the Preoperative Diagnosis of Thyroid Nodules With Indeterminate Cytology.

Authors:  Emmanuel Labourier; Alexander Shifrin; Anne E Busseniers; Mark A Lupo; Monique L Manganelli; Bernard Andruss; Dennis Wylie; Sylvie Beaudenon-Huibregtse
Journal:  J Clin Endocrinol Metab       Date:  2015-05-12       Impact factor: 5.958

6.  Malignancy risk stratification in thyroid nodules with nondiagnostic results at cytologic examination: combination of thyroid imaging reporting and data system and the Bethesda System.

Authors:  Hee Jung Moon; Eun-Kyung Kim; Jung Hyun Yoon; Jin Young Kwak
Journal:  Radiology       Date:  2014-08-18       Impact factor: 11.105

7.  Molecular profiles of thyroid cancer subtypes: Classification based on features of tissue revealed by mass spectrometry imaging.

Authors:  Monika Pietrowska; Hanna C Diehl; Grzegorz Mrukwa; Magdalena Kalinowska-Herok; Marta Gawin; Mykola Chekan; Julian Elm; Grzegorz Drazek; Anna Krawczyk; Dariusz Lange; Helmut E Meyer; Joanna Polanska; Corinna Henkel; Piotr Widlak
Journal:  Biochim Biophys Acta Proteins Proteom       Date:  2016-10-17       Impact factor: 3.036

8.  Gas Cluster Ion Beam Time-of-Flight Secondary Ion Mass Spectrometry High-Resolution Imaging of Cardiolipin Speciation in the Brain: Identification of Molecular Losses after Traumatic Injury.

Authors:  Hua Tian; Louis J Sparvero; Andrew A Amoscato; Anna Bloom; Hülya Bayır; Valerian E Kagan; Nicholas Winograd
Journal:  Anal Chem       Date:  2017-03-29       Impact factor: 6.986

9.  Characteristic lipid profiles of canine non-Hodgkin's lymphoma from surgical biopsy tissue sections and fine needle aspirate smears by desorption electrospray ionization--mass spectrometry.

Authors:  Alan K Jarmusch; Kevin S Kerian; Valentina Pirro; Tyler Peat; Craig A Thompson; José A Ramos-Vara; Michael O Childress; R Graham Cooks
Journal:  Analyst       Date:  2015-09-21       Impact factor: 4.616

10.  Performance of a Multigene Genomic Classifier in Thyroid Nodules With Indeterminate Cytology: A Prospective Blinded Multicenter Study.

Authors:  David L Steward; Sally E Carty; Rebecca S Sippel; Samantha Peiling Yang; Julie A Sosa; Jennifer A Sipos; James J Figge; Susan Mandel; Bryan R Haugen; Kenneth D Burman; Zubair W Baloch; Ricardo V Lloyd; Raja R Seethala; William E Gooding; Simion I Chiosea; Cristiane Gomes-Lima; Robert L Ferris; Jessica M Folek; Raheela A Khawaja; Priya Kundra; Kwok Seng Loh; Carrie B Marshall; Sarah Mayson; Kelly L McCoy; Min En Nga; Kee Yuan Ngiam; Marina N Nikiforova; Jennifer L Poehls; Matthew D Ringel; Huaitao Yang; Linwah Yip; Yuri E Nikiforov
Journal:  JAMA Oncol       Date:  2019-02-01       Impact factor: 31.777

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  9 in total

1.  Cytomolecular Classification of Thyroid Nodules Using Fine-Needle Washes Aspiration Biopsies.

Authors:  Giulia Capitoli; Isabella Piga; Vincenzo L'Imperio; Francesca Clerici; Davide Leni; Mattia Garancini; Gabriele Casati; Stefania Galimberti; Fulvio Magni; Fabio Pagni
Journal:  Int J Mol Sci       Date:  2022-04-09       Impact factor: 6.208

Review 2.  Advances in Plant Metabolomics and Its Applications in Stress and Single-Cell Biology.

Authors:  Ramesh Katam; Chuwei Lin; Kirstie Grant; Chaquayla S Katam; Sixue Chen
Journal:  Int J Mol Sci       Date:  2022-06-23       Impact factor: 6.208

3.  Distinguishing Non-Small Cell Lung Cancer Subtypes in Fine Needle Aspiration Biopsies by Desorption Electrospray Ionization Mass Spectrometry Imaging.

Authors:  Alena V Bensussan; John Lin; Chunxiao Guo; Ruth Katz; Savitri Krishnamurthy; Erik Cressman; Livia S Eberlin
Journal:  Clin Chem       Date:  2020-11-01       Impact factor: 8.327

Review 4.  Multimodal Imaging Mass Spectrometry: Next Generation Molecular Mapping in Biology and Medicine.

Authors:  Elizabeth K Neumann; Katerina V Djambazova; Richard M Caprioli; Jeffrey M Spraggins
Journal:  J Am Soc Mass Spectrom       Date:  2020-09-04       Impact factor: 3.262

5.  Ex vivo thyroid fine needle aspirations as an alternative for MALDI-MSI proteomic investigation: intra-patient comparison.

Authors:  Isabella Piga; Giulia Capitoli; Francesca Clerici; Allia Mahajneh; Virginia Brambilla; Andrew Smith; Davide Leni; Vincenzo L'Imperio; Stefania Galimberti; Fabio Pagni; Fulvio Magni
Journal:  Anal Bioanal Chem       Date:  2020-12-05       Impact factor: 4.142

6.  Molecular Pathological Diagnosis of Thyroid Tumors Using Spatially Resolved Metabolomics.

Authors:  Luojiao Huang; Xinxin Mao; Chenglong Sun; Tiegang Li; Xiaowei Song; Jiangshuo Li; Shanshan Gao; Ruiping Zhang; Jie Chen; Jiuming He; Zeper Abliz
Journal:  Molecules       Date:  2022-02-18       Impact factor: 4.411

7.  Cell-Type-Specific Metabolic Profiling Achieved by Combining Desorption Electrospray Ionization Mass Spectrometry Imaging and Immunofluorescence Staining.

Authors:  Xin Yan; Xiaoai Zhao; Zhenpeng Zhou; Andrew McKay; Anne Brunet; Richard N Zare
Journal:  Anal Chem       Date:  2020-09-17       Impact factor: 6.986

8.  Classification of Thyroid Tumors Based on Mass Spectrometry Imaging of Tissue Microarrays; a Single-Pixel Approach.

Authors:  Agata Kurczyk; Marta Gawin; Mykola Chekan; Agata Wilk; Krzysztof Łakomiec; Grzegorz Mrukwa; Katarzyna Frątczak; Joanna Polanska; Krzysztof Fujarewicz; Monika Pietrowska; Piotr Widlak
Journal:  Int J Mol Sci       Date:  2020-08-31       Impact factor: 5.923

9.  Pilot imaging study of o-BMVC foci for discrimination of indeterminate cytology in diagnosing fine-needle aspiration of thyroid nodules.

Authors:  Ting-Yuan Tseng; Shyang-Rong Shih; Cheng-Ping Wang; Shang-Jyun Lin; I-Shiow Jan; Chiung-Lin Wang; Shin-Ya Liu; Cheng-Chung Chang; Pei-Jen Lou; Ta-Chau Chang
Journal:  Sci Rep       Date:  2021-12-06       Impact factor: 4.379

  9 in total

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