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Chen CH, Reva B, Katabi N, Wizel A, Xu H, Ho AL, Morris LG, Bakst RL, Parikh AS, Drier Y, Deborde S, Wong RJ. Sympathetic axonogenesis promotes adenoid cystic carcinoma progression. J Exp Med 2025; 222:e20242250. [PMID: 40272482 PMCID: PMC12020745 DOI: 10.1084/jem.20242250] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2024] [Revised: 02/07/2025] [Accepted: 03/12/2025] [Indexed: 04/25/2025] Open
Abstract
Nerves are integral to the adenoid cystic carcinoma (ACC) microenvironment. The strong association of ACC with perineural invasion (PNI) is considered a hallmark of this disease. In human salivary ACC, we identify intratumoral, small-caliber, disorganized sympathetic nerves not observed in other salivary neoplasms. Norepinephrine or sympathetic ganglia explants enhance ACC proliferation in vitro. Two novel orthotopic ACC patient-derived xenograft (PDX) models recapitulate ACC morphology and demonstrate sympathetic innervation. Pharmacologic or surgical blockade of sympathetic nerves decreases ACC PDX growth. Bulk RNA sequencing of salivary ACC reveals correlations between noradrenergic nerve development signatures and worse patient survival. Metastatic ACC foci exhibit lower nerve signature gene expression levels than primary ACC. Sympathetic innervation in ACC is distinct from PNI and reflects tumor axonogenesis driven by noradrenergic neural development programs. These programs support ACC progression, are associated with poor prognosis, and may be inhibited as a therapeutic strategy.
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Affiliation(s)
- Chun-Hao Chen
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Boris Reva
- Department of Genetics and Genomic Sciences, Mount Sinai Medical Center, New York, NY, USA
| | - Nora Katabi
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Avishai Wizel
- The Lautenberg Center for Immunology and Cancer Research, Institute for Medical Research Israel-Canada, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Hongbo Xu
- Department of Otolaryngology-Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Alan L. Ho
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Luc G.T. Morris
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Richard L. Bakst
- Department of Radiation Oncology, Mount Sinai Medical Center, New York, NY, USA
| | - Anuraag S. Parikh
- Department of Otolaryngology, Columbia University Vagelos College of Physicians and Surgeons, New York, NY, USA
| | - Yotam Drier
- The Lautenberg Center for Immunology and Cancer Research, Institute for Medical Research Israel-Canada, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Sylvie Deborde
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Richard J. Wong
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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Mitani Y, Al-Maghrabi H, Karpinets TV, Relator RT, Hilder L, Chen IY, Goepfert RP, Bell D, Zhang J, Ferrarotto R, El-Naggar AK. Comparative transcriptomics of salivary basal cell adenoma and adenocarcinoma sustain linear neoplastic evolution and intertumor heterogeneity: classification and biological implications. J Pathol 2025. [PMID: 40272378 DOI: 10.1002/path.6424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2024] [Revised: 12/26/2024] [Accepted: 03/04/2025] [Indexed: 04/25/2025]
Abstract
It remains uncertain whether basal cell adenoma (BCA) and basal cell adenocarcinoma (BCAC) of the salivary gland represent two distinct neoplasms or temporal stages of a single entity. The issue is central to reconciling their shared phenotypic resemblance and protracted behavior with current pathologic classification. We conducted a transcriptomic analysis on a cohort of both pathologic forms and correlated the findings with the clinicopathologic features using RNA extracted from fresh frozen samples of 25 salivary basal tumors (five BCAs and 20 BCACs) and eight instances of metastatic basal cell carcinomas (BCCs) to parotid glands. Unsupervised analysis revealed shared and intertumoral transcriptome differences within and between BCA and BCAC and distinct segregation from metastatic dermal BCC. Transcriptomic profiling delineated two intermixed subgroups of salivary basal cell neoplasms (SBNs); SBN-I group enriched with adverse pathologic features and SBN-II that lacked any of these features except for a single case. The category with the most instances of adverse pathologic features (SBN-I) manifested upregulations of transcriptional factors linked to cell proliferation pathways (HOXB13, SOX21, MYB, and EN1 genes), while those lacking adverse pathologic features (SBN-II) demonstrated a high expression of the TFAP2B transcription- and differentiation-related pathways. Our transcriptomic findings support common neoplastic evolution and intertumoral heterogeneity of both pathologic forms of basal cell neoplasms and identify molecular pathways of potential biological and clinical significance. We therefore propose a nondeterministic designation of 'basal cell salivary neoplasms, noninvasive (adenoma)/invasive (adenocarcinoma)' as a platform that integrates conventional phenotypic classification and transcriptomic characteristics pending a classification consensus. © 2025 The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Yoshitsugu Mitani
- Department of Pathology, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Haneen Al-Maghrabi
- Department of Pathology and Laboratory Medicine, King Faisal Specialist Hospital and Research Center, Jeddah, Saudi Arabia
| | - Tatiana V Karpinets
- Department of Genomic Medicine, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Raissa T Relator
- Department of Genomic Medicine, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Lauren Hilder
- Department of Pathology, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Irene Y Chen
- Department of Pathology, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Ryan P Goepfert
- Department of Head and Neck Surgery, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Diana Bell
- Department of Pathology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Jianhua Zhang
- Department of Genomic Medicine, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Renata Ferrarotto
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Adel K El-Naggar
- Department of Pathology, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
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Arcos M, Goodla L, Kim H, Desai SP, Liu R, Yin K, Liu Z, Martin DR, Xue X. PINK1-deficiency facilitates mitochondrial iron accumulation and colon tumorigenesis. Autophagy 2025; 21:737-753. [PMID: 39512202 DOI: 10.1080/15548627.2024.2425594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 10/25/2024] [Accepted: 11/01/2024] [Indexed: 11/15/2024] Open
Abstract
Mitophagy, the process by which cells eliminate damaged mitochondria, is mediated by PINK1 (PTEN induced kinase 1). Our recent research indicates that PINK1 functions as a tumor suppressor in colorectal cancer by regulating cellular metabolism. Interestingly, PINK1 ablation activated the NLRP3 (NLR family pyrin domain containing 3) inflammasome, releasing IL1B (interleukin 1 beta). However, inhibiting the NLRP3-IL1B signaling pathway with an IL1R (interleukin 1 receptor) antagonist or NLRP3 inhibitor did not hinder colon tumor growth after PINK1 loss. To identify druggable targets in PINK1-deficient tumors, ribonucleic acid sequencing analysis was performed on colon tumors from pink1 knockout and wild-type mice. Gene Set Enrichment Analysis highlighted the enrichment of iron ion transmembrane transporter activity. Subsequent qualitative polymerase chain reaction and western blot analysis revealed an increase in mitochondrial iron transporters, including mitochondrial calcium uniporter, in PINK1-deficient colon tumor cells and tissues. Live-cell iron staining demonstrated elevated cellular and mitochondrial iron levels in PINK1-deficient cells. Clinically used drugs deferiprone and minocycline reduced mitochondrial iron and superoxide levels, resulting in decreased colon tumor cell growth in vitro and in vivo. Manipulating the mitochondrial iron uptake protein MCU (mitochondrial calcium uniporter) also affected cell and xenograft tumor growth. This study suggests that therapies aimed at reducing mitochondrial iron levels may effectively inhibit colon tumor growth, particularly in patients with low PINK1 expression.Abbreviation: ANOVA: analysis of variance; APC: adenomatous polyposis coli; cAMP: cyclic adenosine monophosphate; CDX2: caudal type homeobox 2; CGAS: cyclic GMP-AMP synthase; CRC: colorectal cancer; DNA: deoxyribonucleic acid; DFP: deferiprone; DMEM: Dulbecco's modified Eagle medium; DSS: dextran sodium sulfate; ERT2-Cre: Cre recombinase fused to a triple mutant form of the human estrogen receptor; EV: empty vector; GLB: glybenclamide/glyburide; H&E: hematoxylin and eosin; ICP-MS: inductively coupled plasma mass spectrometer; IL1B: interleukin 1 beta; kDa: kilodalton; MCU: mitochondrial calcium uniporter; MKI67: marker of proliferation Ki-67; mRNA: messenger ribonucleic acid; MTT: 3-(4,5-dimethylthiazol-2-Yl)-2,5-diphenyltetrazolium bromide; NLRP3: NLR family pyrin domain containing 3; OE: overexpression; PBS: phosphate-buffered saline; p-CREB: phosphorylated cAMP responsive element binding protein; PINK1: PTEN induced kinase 1; p-PRKAA/AMPK: phosphorylated protein kinase AMP-activated catalytic subunit alpha; qPCR: qualitative polymerase chain reaction; RNA-seq: ribonucleic acid sequencing; ROS: reactive oxygen species; sg: single guide; sh: short hairpin; SLC25A28: solute carrier family 25 member 28; SLC25A37/MFRN: solute carrier family 25 member 37; STING1: stimulator of interferon response cGAMP interactor 1; TP53/p53: tumor protein p53; TUBA: tubulin alpha; µL: microliter; µm: micrometer; µM: micromolar; mm: millimeter.
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Affiliation(s)
- Mariella Arcos
- Department of Biochemistry and Molecular Biology, University of New Mexico, Albuquerque, NM, USA
| | - Lavanya Goodla
- Department of Biochemistry and Molecular Biology, University of New Mexico, Albuquerque, NM, USA
| | - Hyeoncheol Kim
- Department of Biochemistry and Molecular Biology, University of New Mexico, Albuquerque, NM, USA
| | - Sharina P Desai
- Department of Molecular Genetics Microbiology, University of New Mexico, Albuquerque, NM, USA
| | - Rui Liu
- Department of Pharmaceutical Sciences, University of New Mexico, Albuquerque, NM, USA
| | - Kunlun Yin
- Department of Biochemistry and Molecular Biology, University of New Mexico, Albuquerque, NM, USA
| | - Zhaoli Liu
- Department of Biochemistry and Molecular Biology, University of New Mexico, Albuquerque, NM, USA
| | - David R Martin
- Department of Pathology, University of New Mexico, Albuquerque, NM, USA
| | - Xiang Xue
- Department of Biochemistry and Molecular Biology, University of New Mexico, Albuquerque, NM, USA
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Zisis V, Poulopoulos K, Shinas N, Charisi C, Poulopoulos A. Current Insights on Salivary Gland Adenoid Cystic Carcinoma: Related Genes and Molecular Pathways. Genes (Basel) 2025; 16:370. [PMID: 40282330 PMCID: PMC12027033 DOI: 10.3390/genes16040370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2025] [Revised: 03/19/2025] [Accepted: 03/21/2025] [Indexed: 04/29/2025] Open
Abstract
Background/Objectives: Salivary adenoid cystic carcinoma (ACC) is a rare but aggressive neoplasm that predominantly arises from the salivary glands, accounting for a significant proportion of salivary gland cancers. The aim of this literature review is to illustrate the current insights on ACC with regards to related genes and molecular pathways by analyzing original research articles from the period 2015-2025. Methods: An electronic search of literature was performed between January and February 2025 to identify all articles investigating the current insights on salivary gland adenoid cystic carcinoma and its related genes and molecular pathways. The search was conducted using MEDLINE (National Library of Medicine)-PubMed with restrictions concerning the date of publication. In particular, we focused on the period 2015-2025 using the following keywords: Salivary gland adenoid cystic carcinoma AND genes AND molecular pathways. This was followed by a manual search, and references were used to identify relevant articles. Results: In total, 41 articles were identified through the keywords. After the implementation of the time frame 2015-2025, 31 articles remained. Subsequently, by reading the titles and abstracts and thereby excluding non-original research articles and articles written in a language other than English, 23 articles remained. Conclusions: These studies identified 23 relevant genes or pathways whose analysis yielded the most recent data regarding their function. The classification of ACC is multifaceted, encompassing distinct histological subtypes that are crucial for determining prognosis and treatment approaches. Current oncological practices classify ACC based on these histological features alongside emerging genetic and molecular markers that promise to enhance our understanding of the disease's biology. Diagnostic strategies have evolved, leveraging techniques such as biopsy and molecular diagnostics, which have significantly improved the detection and characterization of ACC. Regarding treatment, the management of ACC remains a challenge due to its propensity for local invasion and metastasis, with surgery, radiation, and chemotherapy being the mainstays of therapy. The development of targeted therapies based on ACC's molecular profile will allow for a better prognosis and an enhanced quality of life of patients.
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Affiliation(s)
- Vasileios Zisis
- Department of Oral Medicine and Pathology, Dental School, Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece (A.P.)
| | - Konstantinos Poulopoulos
- Department of Oral Medicine and Pathology, Dental School, Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece (A.P.)
| | - Nikolaos Shinas
- Department of Oral and Maxillofacial Radiology, Henry M. Goldman School of Dental Medicine, Boston University, Boston, MA 02215, USA
| | - Christina Charisi
- Department of Oral Medicine and Pathology, Dental School, Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece (A.P.)
| | - Athanasios Poulopoulos
- Department of Oral Medicine and Pathology, Dental School, Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece (A.P.)
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Mishra V, Singh A, Korzinkin M, Cheng X, Wing C, Sarkisova V, Koppayi AL, Pogorelskaya A, Glushchenko O, Sundaresan M, Thodima V, Carter J, Ito K, Scherle P, Trzcinska A, Ozerov I, Vokes EE, Cole G, Pun FW, Shen L, Miao Y, Pearson AT, Lingen MW, Ruggeri B, Rosenberg AJ, Zhavoronkov A, Agrawal N, Izumchenko E. PRMT5 inhibition has a potent anti-tumor activity against adenoid cystic carcinoma of salivary glands. J Exp Clin Cancer Res 2025; 44:11. [PMID: 39794830 PMCID: PMC11724466 DOI: 10.1186/s13046-024-03270-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2024] [Accepted: 12/30/2024] [Indexed: 01/13/2025] Open
Abstract
BACKGROUND Adenoid cystic carcinoma (ACC) is a rare glandular malignancy, commonly originating in salivary glands of the head and neck. Given its protracted growth, ACC is usually diagnosed in advanced stage. Treatment of ACC is limited to surgery and/or adjuvant radiotherapy, which often fails to prevent disease recurrence, and no FDA-approved targeted therapies are currently available. As such, identification of new therapeutic targets specific to ACC is crucial for improved patients' outcomes. METHODS After thoroughly evaluating the gene expression and signaling patterns characterizing ACC, we applied PandaOmics (an AI-driven software platform for novel therapeutic target discovery) on the unique transcriptomic dataset of 87 primary ACCs. Identifying protein arginine methyl transferase 5 (PRMT5) as a putative candidate with the top-scored druggability, we next determined the applicability of PRMT5 inhibitors (PRT543 and PRT811) using ACC cell lines, organoids, and patient derived xenograft (PDX) models. Molecular changes associated with response to PRMT5 inhibition and anti-proliferative effect of the combination therapy with lenvatinib was then analyzed. RESULTS Using a comprehensive AI-powered engine for target identification, PRMT5 was predicted among potential therapeutic target candidates for ACC. Here we show that monotherapy with selective PRMT5 inhibitors induced a potent anti-tumor activity across several cellular and animal models of ACC, which was paralleled by downregulation of genes associated with ACC tumorigenesis, including MYB and MYC (the recognized drivers of ACC progression). Furthermore, as a subset of genes targeted by lenvatinib is upregulated in ACC, we demonstrate that addition of lenvatinib enhanced the growth inhibitory effect of PRMT5 blockade in vitro, suggesting a potential clinical benefit for patients expressing lenvatinib favorable molecular profile. CONCLUSION Taken together, our study underscores the role of PRMT5 in ACC oncogenesis and provides a strong rationale for the clinical development of PRMT5 inhibitors as a targeted monotherapy or combination therapy for treatment of patients with this rare disease, based on the analysis of their underlying molecular profile.
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Affiliation(s)
- Vasudha Mishra
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | - Alka Singh
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | | | - Xiangying Cheng
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | - Claudia Wing
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | | | - Ashwin L Koppayi
- Department of Medicine, Section of Hematology and Oncology, Northwestern University, Chicago, IL, USA
| | | | | | - Manu Sundaresan
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | | | | | - Koichi Ito
- Prelude Therapeutics, Wilmington, DE, USA
| | | | - Anna Trzcinska
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | | | - Everett E Vokes
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | - Grayson Cole
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | | | - Le Shen
- Department of Surgery, University of Chicago, Chicago, IL, USA
| | - Yuxuan Miao
- Ben May Department for Cancer Research, University of Chicago, Chicago, IL, USA
| | - Alexander T Pearson
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | - Mark W Lingen
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | | | - Ari J Rosenberg
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | | | - Nishant Agrawal
- Department of Surgery, University of Chicago, Chicago, IL, USA.
| | - Evgeny Izumchenko
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA.
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Warner KA, Herzog AE, Sahara S, Nör F, Castilho RM, Demirci H, Chepeha DB, Polverini PJ, Nör JE. Establishment and characterization of cMYB-expressing human salivary adenoid cystic carcinoma cell lines (UM-HACC-14, UM-HACC-6) and matching patient-derived xenograft model (UM-PDX-HACC-14). Oral Surg Oral Med Oral Pathol Oral Radiol 2024; 138:516-531. [PMID: 38971694 PMCID: PMC11827064 DOI: 10.1016/j.oooo.2024.06.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Revised: 05/31/2024] [Accepted: 06/06/2024] [Indexed: 07/08/2024]
Abstract
OBJECTIVE Limited availability of authentic human adenoid cystic carcinoma (ACC) cell lines has hindered progress in understanding mechanisms underpinning the biology of this disease and the development of safe and effective therapies. STUDY DESIGN Surgical human ACC specimens (UM-HACC-6, UM-HACC-14) were dissociated into single cell suspensions and cultured in fibronectin-coated flasks. Alternatively, tumor fragments were transplanted subcutaneously into female immunodeficient (SCID) mice to establish patient-derived xenograft tumors (PDX; UM-PDX-HACC-14). RESULTS Both ACC cell lines showed continuous growth in monolayers for over 100 passages. Total RNA-Seq, RT-PCR, and FISH analysis revealed that both are MYB-NFIB fusion negative. Western blots revealed passage-dependent expression of E-Cadherin, PCNA, p63, phospho-c-MYB, and NFIB. Both, UM-HACC-14 and UM-HACC-6 cells exhibited tumorigenic potential when injected orthotopically into mouse submandibular glands. CONCLUSION UM-HACC-14, patient-matching UM-PDX-HACC-14, and the UM-HACC-6 cell line are new, authenticated preclinical models of ACC that are well suited for mechanistic and developmental therapeutics studies.
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Affiliation(s)
- Kristy A Warner
- Department of Cariology, Restorative Sciences, Endodontics, University of Michigan School of Dentistry, Ann Arbor, MI, USA
| | - Alexandra E Herzog
- Department of Cariology, Restorative Sciences, Endodontics, University of Michigan School of Dentistry, Ann Arbor, MI, USA
| | - Sosuke Sahara
- Department of Cariology, Restorative Sciences, Endodontics, University of Michigan School of Dentistry, Ann Arbor, MI, USA
| | - Felipe Nör
- Department of Periodontics and Oral Medicine, School of Dentistry, Ann Arbor, MI, USA
| | - Rogerio M Castilho
- Department of Periodontics and Oral Medicine, School of Dentistry, Ann Arbor, MI, USA
| | - Hakan Demirci
- Department of Opthalmology and Visual Sciences, Kellogg Eye Center, University of Michigan, Ann Arbor, MI, USA
| | - Douglas B Chepeha
- Department of Otolaryngology, University of Toronto, Toronto, ON, Canada
| | - Peter J Polverini
- Department of Otolaryngology, University of Michigan School of Medicine, Ann Arbor, MI, USA; Comprehensive Cancer Center, University of Michigan, Ann Arbor, MI, USA; Department of Periodontics and Oral Medicine, School of Dentistry, Ann Arbor, MI, USA; Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Jacques E Nör
- Department of Cariology, Restorative Sciences, Endodontics, University of Michigan School of Dentistry, Ann Arbor, MI, USA; Department of Biomedical Engineering, University of Michigan College of Engineering, Ann Arbor, MI, USA; Department of Otolaryngology, University of Michigan School of Medicine, Ann Arbor, MI, USA; Comprehensive Cancer Center, University of Michigan, Ann Arbor, MI, USA.
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7
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Tasoulas J, Schrank TP, Bharambe H, Mehta J, Johnson S, Divaris K, Hackman TG, Sheth S, Kirtane K, Hernandez-Prera JC, Chung CH, Yarbrough WG, Ferrarotto R, Issaeva N, Theocharis S, Amelio AL. Molecular characterization of the salivary adenoid cystic carcinoma immune landscape by anatomic subsites. Sci Rep 2024; 14:15821. [PMID: 38982149 PMCID: PMC11233590 DOI: 10.1038/s41598-024-66709-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Accepted: 07/02/2024] [Indexed: 07/11/2024] Open
Abstract
Adenoid cystic carcinoma (AdCC) is a slow-growing salivary gland malignancy that relapses frequently. AdCCs of the submandibular gland exhibit unique differences in prognosis and treatment response to adjuvant radiotherapy compared to other sites, yet the role of tumor anatomic subsite on gene expression and tumor immune microenvironment (TIME) composition remains unclear. We used 87 samples, including 48 samples (27 AdCC and 21 normal salivary gland tissue samples) from 4 publicly available AdCC RNA sequencing datasets, a validation set of 33 minor gland AdCCs, and 39 samples from an in-house cohort (30 AdCC and 9 normal salivary gland samples). RNA sequencing data were used for single sample gene set enrichment analysis and TIME deconvolution. Quantitative PCR and multiplex immunofluorescence were performed on the in-house cohort. Wilcoxon rank-sum, nonparametric equality-of-medians tests and linear regression models were used to evaluate tumor subsite differences. AdCCs of different anatomic subsites including parotid, submandibular, sublingual, and minor salivary glands differed with respect to expression of several key tumorigenic pathways. Among the three major salivary glands, the reactive oxygen species (ROS)/nuclear factor erythroid 2-related factor 2 (NRF2) pathway signature was significantly underexpressed in AdCC of submandibular compared to parotid and sublingual glands while this association was not observed among normal glands. Additionally, the NRF2 pathway, whose expression was associated with favorable overall survival, was overexpressed in AdCCs of parotid gland compared to minor and submandibular glands. The TIME deconvolution identified differences in CD4+ T cell populations between AdCC of major and minor glands and natural killer (NK) cells among AdCC of minor, submandibular, and parotid glands while plasma cells were enriched in normal submandibular glands compared to other normal gland controls. Our data reveal key molecular differences in AdCC of different anatomic subsites. The ROS and NRF2 pathways are underexpressed in submandibular and minor AdCCs compared to parotid gland AdCCs, and NRF2 pathway expression is associated with favorable overall survival. The CD4+ T, NK, and plasma cell populations also vary by tumor subsites, suggesting that the observed submandibular AdCC tumor-intrinsic pathway differences may be responsible for influencing the TIME composition and survival differences.
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Affiliation(s)
- Jason Tasoulas
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Pathology, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Travis P Schrank
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Harish Bharambe
- Department of Tumor Microenvironment and Metastasis, H. Lee Moffitt Cancer Center & Research Institute, 12902 Magnolia Drive, Tampa, FL, 33612, USA
| | - Jay Mehta
- Department of Tumor Microenvironment and Metastasis, H. Lee Moffitt Cancer Center & Research Institute, 12902 Magnolia Drive, Tampa, FL, 33612, USA
| | - Steven Johnson
- Department of Pathology and Laboratory Medicine, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Kimon Divaris
- Department of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Division of Pediatric and Public Health, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Trevor G Hackman
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Siddharth Sheth
- Division of Hematology/Oncology, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Kedar Kirtane
- Department of Head and Neck-Endocrine Oncology, H. Lee Moffitt Cancer Center & Research Institute, 12902 Magnolia Drive, Tampa, FL, USA
| | - Juan C Hernandez-Prera
- Department of Pathology, H. Lee Moffitt Cancer Center & Research Institute, 12902 Magnolia Drive, Tampa, FL, USA
| | - Christine H Chung
- Department of Head and Neck-Endocrine Oncology, H. Lee Moffitt Cancer Center & Research Institute, 12902 Magnolia Drive, Tampa, FL, USA
| | - Wendell G Yarbrough
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Pathology and Laboratory Medicine, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Renata Ferrarotto
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Natalia Issaeva
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Stamatios Theocharis
- Department of Pathology, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Antonio L Amelio
- Department of Otolaryngology-Head and Neck Surgery, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- Department of Tumor Microenvironment and Metastasis, H. Lee Moffitt Cancer Center & Research Institute, 12902 Magnolia Drive, Tampa, FL, 33612, USA.
- Department of Head and Neck-Endocrine Oncology, H. Lee Moffitt Cancer Center & Research Institute, 12902 Magnolia Drive, Tampa, FL, USA.
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8
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Albalawi E. Genetic Rearrangements in Different Salivary Gland Tumors: A Systematic Review. Cureus 2024; 16:e61639. [PMID: 38966479 PMCID: PMC11223175 DOI: 10.7759/cureus.61639] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/04/2024] [Indexed: 07/06/2024] Open
Abstract
Salivary gland tumors (SGT) encompass a wide range of neoplasms, each with its own unique histological type and clinical presentation. This review hones in on prevalent subtypes of SGTs, including adenoid cystic carcinoma (ACC), salivary duct carcinoma (SDC), and polymorphous adenocarcinoma (PAC). The articles, identified through specific keywords, were meticulously screened in databases like PubMed, Scopus, Google Scholar, and Web of Science from 2018 to 2023. Eight articles delved into genetic modifications among the selected SGT types. A fusion protein known as MYB-NF1B is typically associated with ACC, promoting cell proliferation while inhibiting apoptosis. The presence of MYB modifications in ACCs is a beacon of hope, as it is linked to a more favorable prognosis. In contrast, SDCs often exhibit HER2 expression. The invasive nature of SGTs contributes to their resistance to treatment. In the case of PAC, the role of PRKD1 is particularly noteworthy. PRKD1, integrated with other genes from the PRKD1/2/3 cluster, helps to differentiate PAC from other diseases. Furthermore, the genetic profiles of KTN1-PRKD1) and PPP2R2A:PRKD1 are distinct. The significant genetic variability among SGTs necessitates meticulous examination. This field is in a constant state of evolution, with new discoveries reshaping our understanding. Genetics is a key player in deciphering SGTs and tailoring treatments. This complex neoplasm demands ongoing research to uncover all genetic influences, thereby enhancing diagnostic methodologies, therapeutic strategies, and patient outcomes.
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Xu J, Roe J, Lee E, Tonelli C, Ji KY, Younis OW, Somervile TD, Yao M, Milazzo JP, Tiriac H, Kolarzyk AM, Lee E, Grem JL, Lazenby AJ, Grunkemeyer JA, Hollingsworth MA, Grandgenett PM, Borowsky AD, Park Y, Vakoc CR, Tuveson DA, Hwang C. Engrailed-1 Promotes Pancreatic Cancer Metastasis. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2308537. [PMID: 38110836 PMCID: PMC10853725 DOI: 10.1002/advs.202308537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Indexed: 12/20/2023]
Abstract
Engrailed-1 (EN1) is a critical homeodomain transcription factor (TF) required for neuronal survival, and EN1 expression has been shown to promote aggressive forms of triple negative breast cancer. Here, it is reported that EN1 is aberrantly expressed in a subset of pancreatic ductal adenocarcinoma (PDA) patients with poor outcomes. EN1 predominantly repressed its target genes through direct binding to gene enhancers and promoters, implicating roles in the activation of MAPK pathways and the acquisition of mesenchymal cell properties. Gain- and loss-of-function experiments demonstrated that EN1 promoted PDA transformation and metastasis in vitro and in vivo. The findings nominate the targeting of EN1 and downstream pathways in aggressive PDA.
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Affiliation(s)
- Jihao Xu
- Department of Microbiology and Molecular GeneticsUniversity of California DavisDavisCA95616USA
- Comprehensive Cancer CenterUniversity of California DavisSacramentoCA95817USA
| | - Jae‐Seok Roe
- Department of BiochemistryYonsei UniversitySeoul03722South Korea
- Cold Spring Harbor LaboratoryCold Spring HarborNY11724USA
| | - EunJung Lee
- Department of Microbiology and Molecular GeneticsUniversity of California DavisDavisCA95616USA
- Cold Spring Harbor LaboratoryCold Spring HarborNY11724USA
- Lustgarten Foundation Pancreatic Cancer Research LaboratoryCold Spring HarborNY11724USA
| | - Claudia Tonelli
- Cold Spring Harbor LaboratoryCold Spring HarborNY11724USA
- Lustgarten Foundation Pancreatic Cancer Research LaboratoryCold Spring HarborNY11724USA
| | - Keely Y. Ji
- Department of Microbiology and Molecular GeneticsUniversity of California DavisDavisCA95616USA
| | - Omar W. Younis
- Department of Microbiology and Molecular GeneticsUniversity of California DavisDavisCA95616USA
| | | | - Melissa Yao
- Cold Spring Harbor LaboratoryCold Spring HarborNY11724USA
- Lustgarten Foundation Pancreatic Cancer Research LaboratoryCold Spring HarborNY11724USA
| | | | - Herve Tiriac
- Cold Spring Harbor LaboratoryCold Spring HarborNY11724USA
- Lustgarten Foundation Pancreatic Cancer Research LaboratoryCold Spring HarborNY11724USA
| | - Anna M. Kolarzyk
- Nancy E. and Peter C. Meinig School of Biomedical EngineeringCornell UniversityIthacaNY14853USA
| | - Esak Lee
- Nancy E. and Peter C. Meinig School of Biomedical EngineeringCornell UniversityIthacaNY14853USA
| | - Jean L. Grem
- Department of MedicineUniversity of Nebraska Medical CenterOmahaNE68198USA
| | - Audrey J. Lazenby
- Department of MedicineUniversity of Nebraska Medical CenterOmahaNE68198USA
| | | | | | | | - Alexander D. Borowsky
- Department of PathologySchool of MedicineUniversity of California DavisSacramentoCA95817USA
| | - Youngkyu Park
- Cold Spring Harbor LaboratoryCold Spring HarborNY11724USA
- Lustgarten Foundation Pancreatic Cancer Research LaboratoryCold Spring HarborNY11724USA
| | | | - David A. Tuveson
- Cold Spring Harbor LaboratoryCold Spring HarborNY11724USA
- Lustgarten Foundation Pancreatic Cancer Research LaboratoryCold Spring HarborNY11724USA
| | - Chang‐Il Hwang
- Department of Microbiology and Molecular GeneticsUniversity of California DavisDavisCA95616USA
- Comprehensive Cancer CenterUniversity of California DavisSacramentoCA95817USA
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10
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Hong J, Choi E, Kim D, Seo MK, Kang H, Park B, Kim S. Immunological subtyping of salivary gland cancer identifies histological origin-specific tumor immune microenvironment. NPJ Precis Oncol 2024; 8:15. [PMID: 38245623 PMCID: PMC10799913 DOI: 10.1038/s41698-024-00501-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Accepted: 01/04/2024] [Indexed: 01/22/2024] Open
Abstract
Gene expression analysis enhances proper cancer subtyping, a better understanding of the molecular characteristics of cancer, and strategies for precision medicine. However, salivary gland cancer (SGC) subtyping remains largely unexplored because of its rarity and diverse histopathological and immunological characteristics. This study aimed to determine whether the histological origin and immunological characteristics of SGC subtypes are intrinsic tumor immunity factors. We performed immune profiling of 94 RNA-seq of SGC tissues and found that the SGCs that originated from the excretory duct (ED), such as the salivary duct and mucoepidermoid carcinomas, exhibit higher immunity than those from the intercalated duct (ID), such as the adenoid cystic and myoepithelial carcinomas, based on the computationally predicted immune score (p < 0.001), immune cell enrichment in the tumor immune microenvironment (TIME) (p < 0.001), T-cell receptor diversity (p < 0.001), and expression of signal I (major histocompatibility complex, MHC, p < 0.001) and signal II (co-stimulatory, p < 0.001 and co-inhibitory, p < 0.001) genes. Further analysis revealed that tolerogenic dendritic cell-induced dysfunctional T-cell populations and T-cell exclusion in the TIME are the major immune evasive mechanisms of the ED-and ID-derived SGCs, respectively.
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Affiliation(s)
- Jiyun Hong
- Department of Biomedical Systems Informatics and Brain Korea 21 PLUS Project for Medical Science, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea
| | - Eunwoo Choi
- Department of Biomedical Systems Informatics and Brain Korea 21 PLUS Project for Medical Science, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea
| | - Dahee Kim
- Department of Otorhinolaryngology, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea
| | - Mi-Kyoung Seo
- Department of Biomedical Systems Informatics and Brain Korea 21 PLUS Project for Medical Science, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea
| | - Hyundeok Kang
- Department of Biomedical Systems Informatics and Brain Korea 21 PLUS Project for Medical Science, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea
| | - BeumJin Park
- Department of Biomedical Systems Informatics and Brain Korea 21 PLUS Project for Medical Science, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea
| | - Sangwoo Kim
- Department of Biomedical Systems Informatics and Brain Korea 21 PLUS Project for Medical Science, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea.
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11
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Yan F, Jiang L, Ye F, Ping J, Bowley TY, Ness SA, Li CI, Marchetti D, Tang J, Guo Y. Deep neural network based tissue deconvolution of circulating tumor cell RNA. J Transl Med 2023; 21:783. [PMID: 37925448 PMCID: PMC10625696 DOI: 10.1186/s12967-023-04663-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 10/25/2023] [Indexed: 11/06/2023] Open
Abstract
Prior research has shown that the deconvolution of cell-free RNA can uncover the tissue origin. The conventional deconvolution approaches rely on constructing a reference tissue-specific gene panel, which cannot capture the inherent variation present in actual data. To address this, we have developed a novel method that utilizes a neural network framework to leverage the entire training dataset. Our approach involved training a model that incorporated 15 distinct tissue types. Through one semi-independent and two complete independent validations, including deconvolution using a semi in silico dataset, deconvolution with a custom normal tissue mixture RNA-seq data, and deconvolution of longitudinal circulating tumor cell RNA-seq (ctcRNA) data from a cancer patient with metastatic tumors, we demonstrate the efficacy and advantages of the deep-learning approach which were exerted by effectively capturing the inherent variability present in the dataset, thus leading to enhanced accuracy. Sensitivity analyses reveal that neural network models are less susceptible to the presence of missing data, making them more suitable for real-world applications. Moreover, by leveraging the concept of organotropism, we applied our approach to trace the migration of circulating tumor cell-derived RNA (ctcRNA) in a cancer patient with metastatic tumors, thereby highlighting the potential clinical significance of early detection of cancer metastasis.
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Affiliation(s)
- Fengyao Yan
- Department of Public Health and Sciences, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL, 33136, USA
- Department of Computer Science, University of South Carolina, Columbia, SC, 29208, USA
| | - Limin Jiang
- Department of Public Health and Sciences, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL, 33136, USA
| | - Fei Ye
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Jie Ping
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Tetiana Y Bowley
- Department of Internal Medicine, Comprehensive Cancer Center, University of New Mexico, Albuquerque, NM, 87131, USA
| | - Scott A Ness
- Department of Internal Medicine, Comprehensive Cancer Center, University of New Mexico, Albuquerque, NM, 87131, USA
| | - Chung-I Li
- Department of Statistics, National Cheng Kung University, Tainan, 701401, Taiwan
| | - Dario Marchetti
- Department of Internal Medicine, Comprehensive Cancer Center, University of New Mexico, Albuquerque, NM, 87131, USA
| | - Jijun Tang
- Department of Computer Science, University of South Carolina, Columbia, SC, 29208, USA
| | - Yan Guo
- Department of Public Health and Sciences, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL, 33136, USA.
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12
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Bowley TY, Merkley SD, Lagutina IV, Ortiz MC, Lee M, Tawfik B, Marchetti D. Targeting Translation and the Cell Cycle Inversely Affects CTC Metabolism but Not Metastasis. Cancers (Basel) 2023; 15:5263. [PMID: 37958436 PMCID: PMC10650766 DOI: 10.3390/cancers15215263] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 10/26/2023] [Accepted: 10/30/2023] [Indexed: 11/15/2023] Open
Abstract
Melanoma brain metastasis (MBM) is significantly associated with poor prognosis and is diagnosed in 80% of patients at autopsy. Circulating tumor cells (CTCs) are "seeds" of metastasis and the smallest functional units of cancer. Our multilevel approach has previously identified a CTC RPL/RPS gene signature directly linked to MBM onset. We hypothesized that targeting ribogenesis prevents MBM/metastasis in CTC-derived xenografts. We treated parallel cohorts of MBM mice with FDA-approved protein translation inhibitor omacetaxine with or without CDK4/CDK6 inhibitor palbociclib, and monitored metastatic development and cell proliferation. Necropsies and IVIS imaging showed decreased MBM/extracranial metastasis in drug-treated mice, and RNA-Seq on mouse-blood-derived CTCs revealed downregulation of four RPL/RPS genes. However, mitochondrial stress tests and RT-qPCR showed that omacetaxine and palbociclib inversely affected glycolytic metabolism, demonstrating that dual targeting of cell translation/proliferation is critical to suppress plasticity in metastasis-competent CTCs. Equally relevant, we provide the first-ever functional metabolic characterization of patient-derived circulating neoplastic cells/CTCs.
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Affiliation(s)
- Tetiana Y. Bowley
- Division of Molecular Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA; (T.Y.B.); (S.D.M.); (M.C.O.); (M.L.)
| | - Seth D. Merkley
- Division of Molecular Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA; (T.Y.B.); (S.D.M.); (M.C.O.); (M.L.)
| | - Irina V. Lagutina
- Animal Models Shared Resource, University of New Mexico Comprehensive Cancer Center, Albuquerque, NM 87120, USA;
| | - Mireya C. Ortiz
- Division of Molecular Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA; (T.Y.B.); (S.D.M.); (M.C.O.); (M.L.)
| | - Margaret Lee
- Division of Molecular Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA; (T.Y.B.); (S.D.M.); (M.C.O.); (M.L.)
| | - Bernard Tawfik
- Division of Hematology and Oncology, Department of Internal Medicine, University of New Mexico Comprehensive Cancer Center, Albuquerque, NM 87120, USA;
| | - Dario Marchetti
- Division of Molecular Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA; (T.Y.B.); (S.D.M.); (M.C.O.); (M.L.)
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13
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Persson M, Andersson MK, Sahlin PE, Mitani Y, Brandwein-Weber MS, Frierson HF, Moskaluk C, Fonseca I, Ferrarotto R, Boecker W, Loening T, El-Naggar AK, Stenman G. Comprehensive molecular characterization of adenoid cystic carcinoma reveals tumor suppressors as novel drivers and prognostic biomarkers. J Pathol 2023; 261:256-268. [PMID: 37565350 DOI: 10.1002/path.6172] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Revised: 06/19/2023] [Accepted: 06/28/2023] [Indexed: 08/12/2023]
Abstract
Adenoid cystic carcinoma (ACC) is a MYB-driven head and neck malignancy with high rates of local recurrence and distant metastasis and poor long-term survival. New effective targeted therapies and clinically useful biomarkers for patient stratification are needed to improve ACC patient survival. Here, we present an integrated copy number and transcriptomic analysis of ACC to identify novel driver genes and prognostic biomarkers. A total of 598 ACCs were studied. Clinical follow-up was available from 366 patients, the largest cohort analyzed to date. Copy number losses of 1p36 (70/492; 14%) and of the tumor suppressor gene PARK2 (6q26) (85/343; 25%) were prognostic biomarkers; patients with concurrent losses (n = 20) had significantly shorter overall survival (OS) than those with one or no deletions (p < 0.0001). Deletion of 1p36 independently predicted short OS in multivariate analysis (p = 0.02). Two pro-apoptotic genes, TP73 and KIF1B, were identified as putative 1p36 tumor suppressor genes whose reduced expression was associated with poor survival and increased resistance to apoptosis. PARK2 expression was markedly reduced in tumors with 6q deletions, and PARK2 knockdown increased spherogenesis and decreased apoptosis, indicating that PARK2 is a tumor suppressor in ACC. Moreover, analysis of the global gene expression pattern in 30 ACCs revealed a transcriptomic signature associated with short OS, multiple copy number alterations including 1p36 deletions, and reduced expression of TP73. Taken together, the results indicate that TP73 and PARK2 are novel putative tumor suppressor genes and potential prognostic biomarkers in ACC. Our studies provide new important insights into the pathogenesis of ACC. The results have important implications for biomarker-driven stratification of patients in clinical trials. © 2023 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Marta Persson
- Sahlgrenska Center for Cancer Research, Department of Pathology, University of Gothenburg, Gothenburg, Sweden
| | - Mattias K Andersson
- Sahlgrenska Center for Cancer Research, Department of Pathology, University of Gothenburg, Gothenburg, Sweden
| | - Per-Erik Sahlin
- Department of Plastic Surgery, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Yoshitsugu Mitani
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Henry F Frierson
- Department of Pathology, University of Virginia Health System, Charlottesville, VA, USA
| | - Christopher Moskaluk
- Department of Pathology, University of Virginia Health System, Charlottesville, VA, USA
| | - Isabel Fonseca
- Serviço de Anatomia Patológica, Instituto Português de Oncologia de Francisco Gentil - Lisboa and Instituto de Anatomia Patológica, Faculdade de Medicina de Lisboa, Lisbon, Portugal
| | - Renata Ferrarotto
- Department of Thoracic Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Werner Boecker
- Gerhard Domagk Institute of Pathology, University of Muenster, Muenster, Germany
- Gerhard-Seifert Reference Centre, Hamburg, Germany
| | | | - Adel K El-Naggar
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Göran Stenman
- Sahlgrenska Center for Cancer Research, Department of Pathology, University of Gothenburg, Gothenburg, Sweden
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14
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Steuer CE, Hanna GJ, Viswanathan K, Bates JE, Kaka AS, Schmitt NC, Ho AL, Saba NF. The evolving landscape of salivary gland tumors. CA Cancer J Clin 2023; 73:597-619. [PMID: 37490348 PMCID: PMC10980170 DOI: 10.3322/caac.21807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 06/14/2023] [Accepted: 06/14/2023] [Indexed: 07/27/2023] Open
Abstract
Salivary gland cancers are a rare, histologically diverse group of tumors. They range from indolent to aggressive and can cause significant morbidity and mortality. Surgical resection remains the mainstay of treatment, but radiation and systemic therapy are also critical parts of the care paradigm. Given the rarity and heterogeneity of these cancers, they are best managed in a multidisciplinary program. In this review, the authors highlight standards of care as well as exciting new research for salivary gland cancers that will strive for better patient outcomes.
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Affiliation(s)
- Conor E. Steuer
- Department of Hematology-Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia, USA
| | - Glenn J. Hanna
- Dana Farber Cancer Institute, Harvard University, Cambridge, Massachusetts, USA
| | - Kartik Viswanathan
- Department of Pathology and Laboratory Medicine, Winship Cancer Institute of Emory University, Atlanta, Georgia, USA
| | - James E. Bates
- Department of Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, Georgia, USA
| | - Azeem S. Kaka
- Department of Otolaryngology, Winship Cancer Institute of Emory University, Atlanta, Georgia, USA
| | - Nicole C. Schmitt
- Department of Otolaryngology, Winship Cancer Institute of Emory University, Atlanta, Georgia, USA
| | - Alan L. Ho
- Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Nabil F. Saba
- Winship Cancer Institute of Emory University, Atlanta, Georgia, USA
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15
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Brayer KJ, Hanson JA, Cingam S, Martinez C, Ness SA, Rabinowitz I. The inflammatory response of human pancreatic cancer samples compared to normal controls. PLoS One 2023; 18:e0284232. [PMID: 37910468 PMCID: PMC10619777 DOI: 10.1371/journal.pone.0284232] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 09/01/2023] [Indexed: 11/03/2023] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is a poor prognosis cancer with an aggressive growth profile that is often diagnosed at late stage and that has few curative or therapeutic options. PDAC growth has been linked to alterations in the pancreas microbiome, which could include the presence of the fungus Malassezia. We used RNA-sequencing to compare 14 matched tumor and normal (tumor adjacent) pancreatic cancer samples and found Malassezia RNA in both the PDAC and normal tissues. Although the presence of Malassezia was not correlated with tumor growth, a set of immune- and inflammatory-related genes were up-regulated in the PDAC compared to the normal samples, suggesting that they are involved in tumor progression. Gene set enrichment analysis suggests that activation of the complement cascade pathway and inflammation could be involved in pro PDAC growth.
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Affiliation(s)
- Kathryn J. Brayer
- Department of Internal Medicine, Molecular Medicine, University of New Mexico, Albuquerque, New Mexico, United States of America
| | - Joshua A. Hanson
- Department of Pathology, University of New Mexico, Albuquerque, New Mexico, United States of America
| | - Shashank Cingam
- Division of Hematology- Oncology, Department of Internal Medicine, University of New Mexico, Albuquerque, New Mexico, United States of America
| | - Cathleen Martinez
- Department of Pathology, University of New Mexico, Albuquerque, New Mexico, United States of America
| | - Scott A. Ness
- Department of Internal Medicine, Molecular Medicine, University of New Mexico, Albuquerque, New Mexico, United States of America
| | - Ian Rabinowitz
- Division of Hematology- Oncology, Department of Internal Medicine, University of New Mexico, Albuquerque, New Mexico, United States of America
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16
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Patel K, Manzo M, Hapuarachi B, Rack S, Jermann P, Feeney L, Heathcote E, Betts G, Aster JC, Murone M, Bobadilla M, Lehal R, Vogl FD, Harrington K, Metcalf R. Gene expression patterns in adenoid cystic carcinoma with and without diffuse NOTCH1 intracellular domain (NICD1) immunohistochemistry staining. Oral Oncol 2023; 146:106542. [PMID: 37619521 DOI: 10.1016/j.oraloncology.2023.106542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 08/08/2023] [Indexed: 08/26/2023]
Affiliation(s)
- Karan Patel
- The Christie NHS Foundation Trust, Wilmslow Road, Manchester M20 4BX, UK
| | - Massimiliano Manzo
- Institute of Medical Genetics and Pathology, University Hospital Basel, Schönbeinstrasse 40, 4056 Basel, Switzerland
| | - Brindley Hapuarachi
- Weston Park Cancer Centre, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, UK
| | - Samuel Rack
- The Christie NHS Foundation Trust, Wilmslow Road, Manchester M20 4BX, UK
| | - Philip Jermann
- Institute of Medical Genetics and Pathology, University Hospital Basel, Schönbeinstrasse 40, 4056 Basel, Switzerland
| | | | - Emily Heathcote
- The Christie NHS Foundation Trust, Wilmslow Road, Manchester M20 4BX, UK
| | - Guy Betts
- Manchester University NHS Foundation Trust, Manchester, UK
| | - Jon C Aster
- Harvard Medical School and Brigham and Women's Hospital, Boston, MA, USA
| | | | | | | | | | - Kevin Harrington
- The Royal Marsden NHS Foundation Trust, Clyde Road, Wallington, London SM6, UK
| | - Robert Metcalf
- The Christie NHS Foundation Trust, Wilmslow Road, Manchester M20 4BX, UK.
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17
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Manou M, Loupis T, Vrachnos DM, Katsoulas N, Theocharis S, Kanakoglou DS, Basdra EK, Piperi C, Papavassiliou AG. Enhanced Transcriptional Signature and Expression of Histone-Modifying Enzymes in Salivary Gland Tumors. Cells 2023; 12:2437. [PMID: 37887281 PMCID: PMC10604940 DOI: 10.3390/cells12202437] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 10/06/2023] [Accepted: 10/10/2023] [Indexed: 10/28/2023] Open
Abstract
Salivary gland tumors (SGTs) are rare and complex neoplasms characterized by heterogenous histology and clinical behavior as well as resistance to systemic therapy. Tumor etiology is currently under elucidation and an interplay of genetic and epigenetic changes has been proposed to contribute to tumor development. In this work, we investigated epigenetic regulators and histone-modifying factors that may alter gene expression and participate in the pathogenesis of SGT neoplasms. We performed a detailed bioinformatic analysis on a publicly available RNA-seq dataset of 94 ACC tissues supplemented with clinical data and respective controls and generated a protein-protein interaction (PPI) network of chromatin and histone modification factors. A significant upregulation of TP53 and histone-modifying enzymes SUV39H1, EZH2, PRMT1, HDAC8, and KDM5B, along with the upregulation of DNA methyltransferase DNMT3A and ubiquitin ligase UHRF1 mRNA levels, as well as a downregulation of lysine acetyltransferase KAT2B levels, were detected in ACC tissues. The protein expression of p53, SUV39H1, EZH2, and HDAC8 was further validated in SGT tissues along with their functional deposition of the repressive histone marks H3K9me3 and H3K27me3, respectively. Overall, this study is the first to detect a network of interacting proteins affecting chromatin structure and histone modifications in salivary gland tumor cells, further providing mechanistic insights in the molecular profile of SGTs that confer to altered gene expression programs.
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Affiliation(s)
- Maria Manou
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece; (M.M.); (D.S.K.); (E.K.B.)
| | - Theodoros Loupis
- Haematology Research Laboratory, Clinical, Experimental Surgery and Translational Research Center, Biomedical Research Foundation, Academy of Athens, 11527 Athens, Greece; (T.L.); (D.M.V.)
| | - Dimitrios M. Vrachnos
- Haematology Research Laboratory, Clinical, Experimental Surgery and Translational Research Center, Biomedical Research Foundation, Academy of Athens, 11527 Athens, Greece; (T.L.); (D.M.V.)
| | - Nikolaos Katsoulas
- First Department of Pathology, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece; (N.K.); (S.T.)
| | - Stamatios Theocharis
- First Department of Pathology, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece; (N.K.); (S.T.)
| | - Dimitrios S. Kanakoglou
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece; (M.M.); (D.S.K.); (E.K.B.)
| | - Efthimia K. Basdra
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece; (M.M.); (D.S.K.); (E.K.B.)
| | - Christina Piperi
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece; (M.M.); (D.S.K.); (E.K.B.)
| | - Athanasios G. Papavassiliou
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece; (M.M.); (D.S.K.); (E.K.B.)
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18
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Powell SK, Kulakova K, Kennedy S. A Review of the Molecular Landscape of Adenoid Cystic Carcinoma of the Lacrimal Gland. Int J Mol Sci 2023; 24:13755. [PMID: 37762061 PMCID: PMC10530759 DOI: 10.3390/ijms241813755] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2023] [Revised: 08/21/2023] [Accepted: 08/31/2023] [Indexed: 09/29/2023] Open
Abstract
Adenoid cystic carcinoma (ACC) has a worldwide incidence of three to four cases per million population. Although more cases occur in the minor and major salivary glands, it is the most common lacrimal gland malignancy. ACC has a low-grade, indolent histological appearance, but is relentlessly progressive over time and has a strong proclivity to recur and/or metastasise. Current treatment options are limited to complete surgical excision and adjuvant radiotherapy. Intra-arterial systemic therapy is a recent innovation. Recurrent/metastatic disease is common due to perineural invasion, and it is largely untreatable as it is refractory to conventional chemotherapeutic agents. Given the rarity of this tumour, the molecular mechanisms that govern disease pathogenesis are poorly understood. There is an unmet, critical need to develop effective, personalised targeted therapies for the treatment of ACC in order to reduce morbidity and mortality associated with the disease. This review details the evidence relating to the molecular underpinnings of ACC of the lacrimal gland, including the MYB-NFIB chromosomal translocations, Notch-signalling pathway aberrations, DNA damage repair gene mutations and epigenetic modifications.
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Affiliation(s)
- Sarah Kate Powell
- Research Foundation, Royal Victoria Eye and Ear Hospital, D02 XK51 Dublin, Ireland; (K.K.); (S.K.)
| | - Karina Kulakova
- Research Foundation, Royal Victoria Eye and Ear Hospital, D02 XK51 Dublin, Ireland; (K.K.); (S.K.)
- Department of Biotechnology, Dublin City University, D09 V209 Dublin, Ireland
| | - Susan Kennedy
- Research Foundation, Royal Victoria Eye and Ear Hospital, D02 XK51 Dublin, Ireland; (K.K.); (S.K.)
- National Ophthalmic Pathology Laboratory, D04 T6F6 Dublin, Ireland
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19
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de Sousa LG, McGrail DJ, Neto FL, Li K, Marques-Piubelli ML, Ferri-Borgogno S, Dai H, Mitani Y, Burr NS, Cooper ZA, Kinneer K, Cortez MA, Lin SY, Bell D, El-Naggar A, Burks J, Ferrarotto R. Spatial Immunoprofiling of Adenoid Cystic Carcinoma Reveals B7-H4 Is a Therapeutic Target for Aggressive Tumors. Clin Cancer Res 2023; 29:3162-3171. [PMID: 37256648 PMCID: PMC10526680 DOI: 10.1158/1078-0432.ccr-23-0514] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Revised: 04/17/2023] [Accepted: 05/25/2023] [Indexed: 06/01/2023]
Abstract
PURPOSE Adenoid cystic carcinoma (ACC) is a heterogeneous malignancy, and no effective systemic therapy exists for metastatic disease. We previously described two prognostic ACC molecular subtypes with distinct therapeutic vulnerabilities, ACC-I and ACC-II. In this study, we explored the ACC tumor microenvironment (TME) using RNA-sequencing and spatial biology to identify potential therapeutic targets. EXPERIMENTAL DESIGN Tumor samples from 62 ACC patients with available RNA-sequencing data that had been collected as part of previous studies were stained with a panel of 28 validated metal-tagged antibodies. Imaging mass cytometry (IMC) was performed using the Fluidigm Helios CyTOF instrument and analyzed with Visiopharm software. The B7-H4 antibody-drug conjugate AZD8205 was tested in ACC patient-derived xenografts (PDX). RESULTS RNA deconvolution revealed that most ACCs are immunologically "cold," with approximately 30% being "hot." ACC-I tumors with a poor prognosis harbored a higher density of immune cells; however, spatial analysis by IMC revealed that ACC-I immune cells were significantly restricted to the stroma, characterizing an immune-excluded TME. ACC-I tumors overexpressed the immune checkpoint B7-H4, and the degree of immune exclusion was directly correlated with B7-H4 expression levels, an independent predictor of poor survival. Two ACC-I/B7-H4-high PDXs obtained 90% complete responses to a single dose of AZD8205, but none were observed with isotype-conjugated payload or in an ACC-II/B7-H4 low PDX. CONCLUSIONS Spatial analysis revealed that ACC subtypes have distinct TMEs, with enrichment of ACC-I immune cells that are restricted to the stroma. B7-H4 is highly expressed in poor-prognosis ACC-I subtype and is a potential therapeutic target.
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Affiliation(s)
- Luana G de Sousa
- The University of Texas MD Anderson Cancer Center, Houston, United States
| | | | | | - Kaiyi Li
- The University of Texas MD Anderson Cancer Center, Houston, United States
| | | | - Sammy Ferri-Borgogno
- The University of Texas MD Anderson Cancer Center, Houston, Texas, United States
| | - Hui Dai
- The University of Texas M. D. Anderson Cancer, Houston, TX, United States
| | - Yoshitsugu Mitani
- The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | | | - Zachary A Cooper
- AstraZeneca (United States), Gaithersburg, Maryland, United States
| | - Krista Kinneer
- AstraZeneca (United States), Gaithersburg, MD, United States
| | | | - Shiaw-Yih Lin
- The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Diana Bell
- City of Hope Cancer Center, Duarte, CA, United States
| | - Adel El-Naggar
- The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Jared Burks
- The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Renata Ferrarotto
- The University of Texas MD Anderson Cancer Center, Houston, United States
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20
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da Silva FJ, Carvalho de Azevedo J, Ralph ACL, Pinheiro JDJV, Freitas VM, Calcagno DQ. Salivary glands adenoid cystic carcinoma: a molecular profile update and potential implications. Front Oncol 2023; 13:1191218. [PMID: 37476370 PMCID: PMC10354556 DOI: 10.3389/fonc.2023.1191218] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 06/01/2023] [Indexed: 07/22/2023] Open
Abstract
Adenoid cystic carcinoma (ACC) is an aggressive tumor with a high propensity for distant metastasis and perineural invasion. This tumor is more commonly found in regions of the head and neck, mainly the salivary glands. In general, the primary treatment modality for ACC is surgical resection and, in some cases, postoperative radiotherapy. However, no effective systemic treatment is available for patients with advanced disease. Furthermore, this tumor type is characterized by recurrent molecular alterations, especially rearrangements involving the MYB, MYBL1, and NFIB genes. In addition, they also reported copy number alterations (CNAs) that impact genes. One of them is C-KIT, mutations that affect signaling pathways such as NOTCH, PI3KCA, and PTEN, as well as alterations in chromatin remodeling genes. The identification of new molecular targets enables the development of specific therapies. Despite ongoing investigations into immunotherapy, tyrosine kinase inhibitors, and anti-angiogenics, no systemic therapy is approved by the FDA for ACC. In this review, we report the genetic and cytogenetic findings on head and neck ACC, highlighting possible targets for therapeutic interventions.
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Affiliation(s)
- Fernanda Jardim da Silva
- Núcleo de Pesquisas em Oncologia, Programa de Pós-Graduação em Oncologia e Ciências Médicas, Universidade Federal do Pará, Belém, Brazil
| | - Juscelino Carvalho de Azevedo
- Núcleo de Pesquisas em Oncologia, Programa de Pós-Graduação em Oncologia e Ciências Médicas, Universidade Federal do Pará, Belém, Brazil
- Hospital Universitário João de Barros Barreto, Programa de Residência Multiprofissional em Saúde (Oncologia), Universidade Federal do Pará, Belém, Brazil
| | - Ana Carolina Lima Ralph
- Faculdade de Farmácia, Faculdade Estácio, Carapicuíba, Brazil
- Instituto de Ciências da Saúde, Programa de Pós-Graduação em Odontologia, Universidade Federal do Pará, Belém, Brazil
| | - João de Jesus Viana Pinheiro
- Laboratório de Microambiente Tumoral, Instituto de Ciências Biomédicas, Universidade de São Paulo, São Paulo, Brazil
| | - Vanessa Morais Freitas
- Instituto de Ciências da Saúde, Programa de Pós-Graduação em Odontologia, Universidade Federal do Pará, Belém, Brazil
| | - Danielle Queiroz Calcagno
- Núcleo de Pesquisas em Oncologia, Programa de Pós-Graduação em Oncologia e Ciências Médicas, Universidade Federal do Pará, Belém, Brazil
- Hospital Universitário João de Barros Barreto, Programa de Residência Multiprofissional em Saúde (Oncologia), Universidade Federal do Pará, Belém, Brazil
- Laboratório de Microambiente Tumoral, Instituto de Ciências Biomédicas, Universidade de São Paulo, São Paulo, Brazil
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21
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Zanon MF, Scapulatempo-Neto C, Gama RR, Marques MMC, Reis RM, Evangelista AF. Identification of MicroRNA Expression Profiles Related to the Aggressiveness of Salivary Gland Adenoid Cystic Carcinomas. Genes (Basel) 2023; 14:1220. [PMID: 37372400 DOI: 10.3390/genes14061220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 05/30/2023] [Accepted: 05/31/2023] [Indexed: 06/29/2023] Open
Abstract
Adenoid cystic carcinoma (ACC) has been reported as the second most common carcinoma of the salivary glands. Few studies have associated miRNA expression with ACC aggressiveness. In this study, we evaluated the miRNA profile of formalin-fixed, paraffin-embedded (FFPE) samples of salivary gland ACC patients using the NanoString platform. We studied the miRNA expression levels associated with the solid growth pattern, the more aggressive histologic feature of ACCs, compared with the tubular and cribriform growth patterns. Moreover, the perineural invasion status, a common clinicopathological feature of the disease that is frequently associated with the clinical progression of ACC, was investigated. The miRNAs showing significant differences between the study groups were selected for target prediction and functional enrichment, which included associations with the disease according to dedicated databases. We observed decreased expression of miR-181d, miR-23b, miR-455, miR-154-5p, and miR-409 in the solid growth pattern compared with tubular and cribriform growth patterns. In contrast, miR-29c, miR-140, miR-195, miR-24, miR-143, and miR-21 were overexpressed in patients with perineural invasion. Several target genes of the miRNAs identified have been associated with molecular processes involved in cell proliferation, apoptosis, and tumor progression. Together, these findings allowed the characterization of miRNAs potentially associated with aggressiveness in salivary gland adenoid cystic carcinoma. Our results highlight important new miRNA expression profiles involved in ACC carcinogenesis that could be associated with the aggressive behavior of this tumor type.
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Affiliation(s)
- Maicon Fernando Zanon
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, Brazil
| | | | - Ricardo Ribeiro Gama
- Department of Head and Neck Surgery, Barretos Cancer Hospital, Barretos 14784-400, Brazil
| | | | - Rui Manuel Reis
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, Brazil
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, 4710-057 Braga, Portugal
- ICVS/3B's-PT Government Associate Laboratory, 4710-057 Braga, Portugal
| | - Adriane Feijó Evangelista
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, Brazil
- Sergio Arouca National School of Public Health, Oswaldo Cruz Foundation, Manguinhos, Rio de Janeiro 21040-361, Brazil
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22
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Brayer KJ, Hanson JA, Cingam S, Martinez C, Ness SA, Rabinowitz I. The immune response to a fungus in pancreatic cancer samples. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.03.28.534606. [PMID: 37034706 PMCID: PMC10081247 DOI: 10.1101/2023.03.28.534606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is a poor prognosis cancer with an .aggressive growth profile that is often diagnosed at late stage and that has few curative or therapeutic options. PDAC growth has been linked to alterations in the pancreas microbiome, which could include the presence of the fungus Malassezia. We used RNA-sequencing to compare 14 paired tumor and normal (tumor adjacent) pancreatic cancer samples and found Malassezia RNA in both the PDAC and normal tissues. Although the presence of Malassezia was not correlated with tumor growth, a set of immune- and inflammatory-related genes were up-regulated in the PDAC compared to the normal samples, suggesting that they are involved in tumor progression. Gene set enrichment analysis suggests that activation of the complement cascade pathway and inflammation could be involved in pro PDAC growth.
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Affiliation(s)
- KJ Brayer
- Department of Internal Medicine / Molecular Medicine, University of New Mexico, Albuquerque, NM
| | - JA Hanson
- Department of Pathology, University of New Mexico, Albuquerque, NM
| | - S Cingam
- Department of Internal Medicine/ Division of Hematology- Oncology, University of New Mexico, Albuquerque, NM
| | - C Martinez
- Department of Pathology, University of New Mexico, Albuquerque, NM
| | - SA Ness
- Department of Internal Medicine / Molecular Medicine, University of New Mexico, Albuquerque, NM
| | - I Rabinowitz
- Department of Internal Medicine/ Division of Hematology- Oncology, University of New Mexico, Albuquerque, NM
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23
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Zupancic M, Näsman A, Berglund A, Dalianis T, Friesland S. Adenoid Cystic Carcinoma (AdCC): A Clinical Survey of a Large Patient Cohort. Cancers (Basel) 2023; 15:cancers15051499. [PMID: 36900288 PMCID: PMC10000643 DOI: 10.3390/cancers15051499] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 02/23/2023] [Accepted: 02/24/2023] [Indexed: 03/04/2023] Open
Abstract
Adenoid cystic carcinoma (AdCC), a rare heterogenous disease, presents diagnostic, prognostic, and therapeutic challenges. To obtain more knowledge, we conducted a retrospective study on a cohort of 155 patients diagnosed in 2000-2022 with AdCC of the head and neck in Stockholm and investigated several clinical parameters in correlation to treatment and prognosis in the 142/155 patients treated with curative intent. The strongest favourable prognostic factors were early disease stage (stage I and II) as compared to late disease (stage III and IV) and major salivary gland subsite as compared to other subsites, with the best prognosis in the parotid gland, irrespective of the stage of the disease. Notably, in contrast to some studies, a significant correlation to survival was not found for perineural invasion or radical surgery. However, similar to others, we confirmed that other common prognostic factors, e.g., smoking, age, and gender, did not correlate to survival and should not be used for prognostication of AdCC of the head and neck. To conclude, in AdCC early disease stage, major salivary gland subsite and multimodal treatment were the strongest favourable prognostic factors, while this was not the case for age, gender and smoking nor perineural invasion and radical surgery.
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Affiliation(s)
- Mark Zupancic
- Department of Oncology-Pathology, Karolinska Institutet, 171 64 Stockholm, Sweden
- Department of Head-, Neck-, Lung- and Skin Cancer, Theme Cancer, Karolinska University Hospital, 171 64 Stockholm, Sweden
| | - Anders Näsman
- Department of Oncology-Pathology, Karolinska Institutet, 171 64 Stockholm, Sweden
- Department of Clinical Pathology, Karolinska University Hospital, 171 76 Stockholm, Sweden
| | | | - Tina Dalianis
- Department of Oncology-Pathology, Karolinska Institutet, 171 64 Stockholm, Sweden
- Correspondence: (T.D.); (S.F.)
| | - Signe Friesland
- Department of Oncology-Pathology, Karolinska Institutet, 171 64 Stockholm, Sweden
- Department of Head-, Neck-, Lung- and Skin Cancer, Theme Cancer, Karolinska University Hospital, 171 64 Stockholm, Sweden
- Correspondence: (T.D.); (S.F.)
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24
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Brayer KJ, Kang H, El-Naggar AK, Andreasen S, Homøe P, Kiss K, Mikkelsen L, Heegaard S, Pelaez D, Moeyersoms A, Tse DT, Guo Y, Lee DY, Ness SA. Dominant Gene Expression Profiles Define Adenoid Cystic Carcinoma (ACC) from Different Tissues: Validation of a Gene Signature Classifier for Poor Survival in Salivary Gland ACC. Cancers (Basel) 2023; 15:1390. [PMID: 36900183 PMCID: PMC10000625 DOI: 10.3390/cancers15051390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 02/11/2023] [Accepted: 02/17/2023] [Indexed: 02/25/2023] Open
Abstract
Adenoid cystic carcinoma (ACC) is an aggressive malignancy that most often arises in salivary or lacrimal glands but can also occur in other tissues. We used optimized RNA-sequencing to analyze the transcriptomes of 113 ACC tumor samples from salivary gland, lacrimal gland, breast or skin. ACC tumors from different organs displayed remarkedly similar transcription profiles, and most harbored translocations in the MYB or MYBL1 genes, which encode oncogenic transcription factors that may induce dramatic genetic and epigenetic changes leading to a dominant 'ACC phenotype'. Further analysis of the 56 salivary gland ACC tumors led to the identification of three distinct groups of patients, based on gene expression profiles, including one group with worse survival. We tested whether this new cohort could be used to validate a biomarker developed previously with a different set of 68 ACC tumor samples. Indeed, a 49-gene classifier developed with the earlier cohort correctly identified 98% of the poor survival patients from the new set, and a 14-gene classifier was almost as accurate. These validated biomarkers form a platform to identify and stratify high-risk ACC patients into clinical trials of targeted therapies for sustained clinical response.
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Affiliation(s)
- Kathryn J. Brayer
- Department of Internal Medicine, Division of Molecular Medicine, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA
- University of New Mexico Comprehensive Cancer Center, Albuquerque, NM 87131, USA
| | - Huining Kang
- University of New Mexico Comprehensive Cancer Center, Albuquerque, NM 87131, USA
- Department of Internal Medicine, Division of Epidemiology, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA
| | - Adel K. El-Naggar
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Simon Andreasen
- Department of Otorhinolaryngology and Maxillofacial Surgery, Zealand University Hospital, 4600 Køge, Denmark
| | - Preben Homøe
- Department of Otorhinolaryngology and Maxillofacial Surgery, Zealand University Hospital, 4600 Køge, Denmark
| | - Katalin Kiss
- Department of Pathology, Rigshospitalet, University of Copenhagen, 1165 Copenhagen, Denmark
| | - Lauge Mikkelsen
- Department of Pathology, Rigshospitalet, University of Copenhagen, 1165 Copenhagen, Denmark
- Department of Ophthalmology, Rigshospitalet-Glostrup, University of Copenhagen, 1165 Copenhagen, Denmark
| | - Steffen Heegaard
- Department of Ophthalmology, Rigshospitalet-Glostrup, University of Copenhagen, 1165 Copenhagen, Denmark
| | - Daniel Pelaez
- Dr. Nasser Al-Rashid Orbital Vision Research Center, Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - Acadia Moeyersoms
- Dr. Nasser Al-Rashid Orbital Vision Research Center, Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- The Sheila and David Fuente Graduate Program in Cancer Biology, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - David T. Tse
- Dr. Nasser Al-Rashid Orbital Vision Research Center, Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - Yan Guo
- Department of Internal Medicine, Division of Molecular Medicine, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA
- University of New Mexico Comprehensive Cancer Center, Albuquerque, NM 87131, USA
| | - David Y. Lee
- University of New Mexico Comprehensive Cancer Center, Albuquerque, NM 87131, USA
- Department of Internal Medicine, Division of Hematology/Oncology, Section of Radiation Oncology, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA
| | - Scott A. Ness
- Department of Internal Medicine, Division of Molecular Medicine, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA
- University of New Mexico Comprehensive Cancer Center, Albuquerque, NM 87131, USA
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25
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Guimarães LDA, Webber LP, Gaio EJ, Junior DSP, Gonçalves P, Wick MJ, Burr NS, Squarize CH, Castilho RM. Using PDX animal models to identify and stratify adenoid cystic carcinoma patients presenting an enhanced response to HDAC inhibitors. Am J Cancer Res 2023; 13:143-160. [PMID: 36777521 PMCID: PMC9906074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 12/13/2022] [Indexed: 02/14/2023] Open
Abstract
Adenoid cystic carcinoma (ACC) patients face a highly infiltrative and metastatic disease characterized by poor survival rates and suboptimal response to available therapies. We have previously shown that sensitization of ACC tumors to chemotherapy using histone deacetylase inhibitors (HDACi) constitutes a promising therapeutic strategy to manage tumor growth. Here, we used patient-derived xenografts (PDX) from ACC tumors to evaluate the effects of in vivo administration of the HDAC inhibitor Entinostat combined with Cisplatin over tumor growth. RNA from PDX tumor samples receiving the proposed therapy were analyzed using NanoString technology to identify molecular signatures capable of predicting ACC response to the therapy. We also used an RNAseq dataset from 68 ACC patients to validate the molecular signature identified by the NanoString platform. We found that the administration of Entinostat combined with Cisplatin resulted in a potent tumor growth inhibition (TGI) ranging from 38% to 106% of the original tumor mass. Enhanced response to therapy is consistent with the reactivation of tumor suppressor genes, including SFRP1, and the downregulation of oncogenes like FGF8 and CCR7. Nanostring data from PDX tumors identified a genetic signature capable of predicting tumor response to therapy. We further stratified 68 ACC patients containing RNAseq data accordingly to the activity levels of the identified genetic signature. We found that 23% of all patients exhibit a genetic signature consistent with a high ACC tumor response rate to Entinostat and Cisplatin. Our study provides compelling preclinical data supporting the deployment of a powerful systemic anticancer therapy crafted and explicitly tested for ACC tumors.
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Affiliation(s)
- Leticia DA Guimarães
- Laboratory of Epithelial Biology, University of Michigan School of DentistryAnn Arbor, MI, USA,Department of Stomatology, University of São PauloSão Paulo, SP, Brazil
| | - Liana P Webber
- Laboratory of Epithelial Biology, University of Michigan School of DentistryAnn Arbor, MI, USA
| | - Eduardo J Gaio
- Laboratory of Epithelial Biology, University of Michigan School of DentistryAnn Arbor, MI, USA,Department of Periodontology, Federal University of Rio Grande do SulPorto Alegre, RS, Brazil
| | - Decio SP Junior
- Department of Stomatology, University of São PauloSão Paulo, SP, Brazil
| | - Priscila Gonçalves
- Zucker School of Medicine at Hofstra/Northwell, Monter Cancer CenterLake Success, NY, USA
| | - Michael J Wick
- South Texas Accelerated Research TherapeuticsSan Antonio, TX, USA
| | - Nicole S Burr
- Adenoid Cystic Carcinoma Research FoundationNeedham, MA, USA
| | - Cristiane H Squarize
- Laboratory of Epithelial Biology, University of Michigan School of DentistryAnn Arbor, MI, USA,University of Michigan Rogel Cancer Center, University of MichiganAnn Arbor, MI, USA
| | - Rogerio M Castilho
- Laboratory of Epithelial Biology, University of Michigan School of DentistryAnn Arbor, MI, USA,University of Michigan Rogel Cancer Center, University of MichiganAnn Arbor, MI, USA
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26
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Bowley TY, Lagutina IV, Francis C, Sivakumar S, Selwyn RG, Taylor E, Guo Y, Fahy BN, Tawfik B, Marchetti D. The RPL/RPS gene signature of melanoma CTCs associates with brain metastasis. CANCER RESEARCH COMMUNICATIONS 2022; 2:1436-1448. [PMID: 36407834 PMCID: PMC9668078 DOI: 10.1158/2767-9764.crc-22-0337] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 10/07/2022] [Accepted: 10/31/2022] [Indexed: 11/17/2022]
Abstract
Melanoma brain metastasis (MBM) is linked to poor prognosis and low overall survival. We hypothesized that melanoma circulating tumor cells (CTCs) possess a gene signature significantly expressed and associated with MBM. Employing a multi-pronged approach, we provide first-time evidence identifying a common CTC gene signature for ribosomal protein large/small subunits (RPL/RPS) which associate with MBM onset and progression. Experimental strategies involved capturing, transcriptional profiling and interrogating CTCs, either directly isolated from blood of melanoma patients at distinct stages of MBM progression or from CTC-driven MBM in experimental animals. Second, we developed the first Magnetic Resonance Imaging (MRI) CTC-derived MBM xenograft model (MRI-MBM CDX) to discriminate MBM spatial and temporal growth, recreating MBM clinical presentation and progression. Third, we performed the comprehensive transcriptional profiling of MRI-MBM CDXs, along with longitudinal monitoring of CTCs from CDXs possessing/not possessing MBM. Our findings suggest that enhanced ribosomal protein content/ribogenesis may contribute to MBM onset. Since ribosome modifications drive tumor progression and metastatic development by remodeling CTC translational events, overexpression of the CTC RPL/RPS gene signature could be implicated in MBM development. Collectively, this study provides important insights for relevance of the CTC RPL/RPS gene signature in MBM, and identify potential targets for therapeutic intervention to improve patient care for melanoma patients diagnosed with or at high-risk of developing MBM.
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Affiliation(s)
- Tetiana Y. Bowley
- Division of Molecular Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, New Mexico
| | - Irina V. Lagutina
- Animal Models Shared Resource, The University of New Mexico Comprehensive Cancer Center, Albuquerque, New Mexico
| | - Carol Francis
- Division of Molecular Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, New Mexico
| | - Sinduja Sivakumar
- Division of Molecular Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, New Mexico
| | - Reed G. Selwyn
- Department of Radiology, University of New Mexico Health Sciences Center, Albuquerque, New Mexico
| | - Erik Taylor
- Department of Radiology, University of New Mexico Health Sciences Center, Albuquerque, New Mexico
| | - Yan Guo
- Division of Molecular Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, New Mexico
| | - Bridget N. Fahy
- Division of Surgical Oncology and Palliative Medicine, University of New Mexico Comprehensive Cancer Center, Albuquerque, New Mexico
| | - Bernard Tawfik
- Division of Hematology and Oncology, Department of Internal Medicine, University of New Mexico Comprehensive Cancer Center, Albuquerque, New Mexico
| | - Dario Marchetti
- Division of Molecular Medicine, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, New Mexico
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27
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de Sousa LG, Jovanovic K, Ferrarotto R. Metastatic Adenoid Cystic Carcinoma: Genomic Landscape and Emerging Treatments. Curr Treat Options Oncol 2022; 23:1135-1150. [PMID: 35854180 DOI: 10.1007/s11864-022-01001-y] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/29/2022] [Indexed: 11/03/2022]
Abstract
OPINION STATEMENT Adenoid cystic carcinoma (ACC) is a heterogeneous cancer that commonly develops in the salivary glands. Approximately 40 to 50% of patients with ACC develop recurrence and/or metastasis. Although most patients with ACC have slow-growing disease, a subset experiences aggressive disease with early visceral and/or bone metastasis. Thus far, there is no consensus on the best time to start palliative treatment in patients with indolent disease. The only systemic therapies available for recurrent or metastatic ACC are cytotoxic agents and multikinase inhibitors targeting vascular endothelial growth factor receptor, and both types of therapy have modest activity. Studies integrating proteomics, genomics, and clinical data have revealed distinct molecular ACC subtypes, ACC-I and ACC-II, with ACC-I generally associated with more aggressive disease biology. ACC-I tumors were enriched for NOTCH1-activating mutation and upregulation of MYC and MYC targets, while ACC-II tumors exhibited upregulation of TP63 and receptor tyrosine kinases. These findings highlight the importance of patient selection for surveillance and targeted therapy development in ACC. In recent clinical trials of targeted therapy in ACC, patients are being selected according to tumor molecular profile (e.g., presence of NOTCH-activating mutations), which represents a major advance in the field. Ongoing collaborative research focusing on the development of novel therapeutic strategies for ACC patients based on disease biology will increase the drug armamentarium and improve survival outcomes for these patients in dire need.
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Affiliation(s)
- Luana Guimaraes de Sousa
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, PO Box 432, Houston, TX, 77030, USA
| | - Katarina Jovanovic
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, PO Box 432, Houston, TX, 77030, USA
| | - Renata Ferrarotto
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, PO Box 432, Houston, TX, 77030, USA.
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28
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de Sousa LG, Neto FL, Lin J, Ferrarotto R. Treatment of Recurrent or Metastatic Adenoid Cystic Carcinoma. Curr Oncol Rep 2022; 24:621-631. [PMID: 35212920 DOI: 10.1007/s11912-022-01233-z] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/27/2021] [Indexed: 12/24/2022]
Abstract
PURPOSE OF REVIEW Adenoid cystic carcinoma (ACC) is a rare and heterogeneous malignancy of secretory glands. Recurrence after curative-intent treatment is common, and approximately 40% of patients develop metastatic disease, for which consensus is lacking regarding therapeutic approaches. Here, we review the available therapies for recurrent/metastatic (R/M) ACC and offer our perspectives on future treatment options. RECENT FINDINGS Proteogenomic studies of ACC revealed two molecular subtypes with therapeutic implications: ACC-I (37% of cases) and ACC-II (63%); each has distinct disease biology and prognosis. Molecular drivers, such as NOTCH1, have emerged as potential therapeutic targets for ACC-I and are being explored in clinical trials. Despite its biological heterogeneity, treatment for R/M ACC is not personalized and limited to cytotoxic agents and VEGFR inhibitors, which produce modest responses and significant toxicity. The increasing understanding of ACC's molecular biology might guide the development of biomarkers for patient selection and new therapies development.
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Affiliation(s)
- Luana Guimaraes de Sousa
- Departments of a Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, PO Box 432, Houston, TX, 77030, USA
| | - Felippe Lazar Neto
- Departments of a Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, PO Box 432, Houston, TX, 77030, USA
| | - Jessica Lin
- Departments of a Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, PO Box 432, Houston, TX, 77030, USA
| | - Renata Ferrarotto
- Departments of a Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, PO Box 432, Houston, TX, 77030, USA.
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29
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Wang J, Ness S, Brown R, Yu H, Oyebamiji O, Jiang L, Sheng Q, Samuels DC, Zhao YY, Tang J, Guo Y. EditPredict: Prediction of RNA editable sites with convolutional neural network. Genomics 2021; 113:3864-3871. [PMID: 34562567 PMCID: PMC8671215 DOI: 10.1016/j.ygeno.2021.09.016] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 08/17/2021] [Accepted: 09/18/2021] [Indexed: 11/20/2022]
Abstract
RNA editing exerts critical impacts on numerous biological processes. While millions of RNA editings have been identified in humans, much more are expected to be discovered. In this work, we constructed Convolutional Neural Network (CNN) models to predict human RNA editing events in both Alu regions and non-Alu regions. With a validation dataset resulting from CRISPR/Cas9 knockout of the ADAR1 enzyme, the validation accuracies reached 99.5% and 93.6% for Alu and non-Alu regions, respectively. We ported our CNN models in a web service named EditPredict. EditPredict not only works on reference genome sequences but can also take into consideration single nucleotide variants in personal genomes. In addition to the human genome, EditPredict tackles other model organisms including bumblebee, fruitfly, mouse, and squid genomes. EditPredict can be used stand-alone to predict novel RNA editing and it can be used to assist in filtering for candidate RNA editing detected from RNA-Seq data.
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Affiliation(s)
- Jiandong Wang
- Department of Computer Science, University of South Carolina, Columbia, SC 29205, USA
| | - Scott Ness
- Comprehensive Cancer Center, Department of Internal Medicine, University of New Mexico, Albuquerque, NM 87109, USA
| | - Roger Brown
- Comprehensive Cancer Center, Department of Internal Medicine, University of New Mexico, Albuquerque, NM 87109, USA
| | - Hui Yu
- Comprehensive Cancer Center, Department of Internal Medicine, University of New Mexico, Albuquerque, NM 87109, USA
| | - Olufunmilola Oyebamiji
- Comprehensive Cancer Center, Department of Internal Medicine, University of New Mexico, Albuquerque, NM 87109, USA
| | - Limin Jiang
- Comprehensive Cancer Center, Department of Internal Medicine, University of New Mexico, Albuquerque, NM 87109, USA
| | - Quanhu Sheng
- Department of Biostatistics, Vanderbilt University Medical Center, TN 37232, USA
| | - David C Samuels
- Department of Molecular Physiology & Biophysics, Vanderbilt University, TN 37232, USA
| | - Ying-Yong Zhao
- Key Laboratory of Resource Biology and Biotechnology in Western China, School of Life Sciences, Northwest University, Xi'an, Shaanxi 710069, China
| | - Jijun Tang
- Department of Computer Science, University of South Carolina, Columbia, SC 29205, USA
| | - Yan Guo
- Comprehensive Cancer Center, Department of Internal Medicine, University of New Mexico, Albuquerque, NM 87109, USA.
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30
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Heterogeneity of Circulating Tumor Cell Neoplastic Subpopulations Outlined by Single-Cell Transcriptomics. Cancers (Basel) 2021; 13:cancers13194885. [PMID: 34638368 PMCID: PMC8508335 DOI: 10.3390/cancers13194885] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 09/16/2021] [Accepted: 09/23/2021] [Indexed: 12/12/2022] Open
Abstract
Simple Summary Over 12% of women in the United States will be diagnosed with breast cancer in their lifetime. The overall 5-year survival rate for breast cancer is 90%, but the 5-year survival rate for women diagnosed with metastatic breast cancer is 28.1%. This study aims to characterize the cancerous cells that have left the primary tumor site and entered the blood, known as circulating tumor cells (CTCs). These cells could adhere to a site distant from the tumor and initiate metastasis. CTCs in breast cancer patients’ blood samples were enumerated and imaged. Cells from the blood were collected, RNA extracted, and the gene expression patterns of CTCs and other cell populations in the blood were investigated at the population and single cell level. This is a crucial step in characterizing CTCs as seeds of metastasis in breast cancer and for developing methods of detection to intercept metastasis before it localizes to distant regions of the body. Abstract Fatal metastasis occurs when circulating tumor cells (CTCs) disperse through the blood to initiate a new tumor at specific sites distant from the primary tumor. CTCs have been classically defined as nucleated cells positive for epithelial cell adhesion molecule and select cytokeratins (EpCAM/CK/DAPI), while negative for the common lymphocyte marker CD45. The enumeration of CTCs allows an estimation of the overall metastatic burden in breast cancer patients, but challenges regarding CTC heterogeneity and metastatic propensities persist, and their decryption could improve therapies. CTCs from metastatic breast cancer (mBC) patients were captured using the RareCyteTM Cytefinder II platform. The Lin− and Lin+ (CD45+) cell populations isolated from the blood of three of these mBC patients were analyzed by single-cell transcriptomic methods, which identified a variety of immune cell populations and a cluster of cells with a distinct gene expression signature, which includes both cells expressing EpCAM/CK (“classic” CTCs) and cells possessing an array of genes not previously associated with CTCs. This study put forward notions that the identification of these genes and their interactions will promote novel areas of analysis by dissecting properties underlying CTC survival, proliferation, and interaction with circulatory immune cells. It improves upon capabilities to measure and interfere with CTCs for impactful therapeutic interventions.
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31
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Bubola J, MacMillan CM, Demicco EG, Chami RA, Chung CTS, Leong I, Marrano P, Onkal Z, Swanson D, Veremis BM, Weinreb I, Zhang L, Antonescu CR, Dickson BC. Targeted RNA sequencing in the routine clinical detection of fusion genes in salivary gland tumors. Genes Chromosomes Cancer 2021; 60:695-708. [PMID: 34176176 DOI: 10.1002/gcc.22979] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 06/12/2021] [Accepted: 06/16/2021] [Indexed: 01/16/2023] Open
Abstract
Salivary gland tumors represent a diverse group of neoplasms that occasionally pose a diagnostic challenge for pathologists, particularly with limited sampling. Gene fusions, which may reflect genetic drivers, are increasingly recognized in a subset of these neoplasms, and can be leveraged for diagnostic purposes. We performed a retrospective analysis on a cohort of 80 benign and malignant salivary gland tumors, enriched for subtypes known to harbor recurrent fusion events, to validate the diagnostic use of a targeted RNA sequencing assay to detect fusion transcripts. Testing identified fusion genes in 71% (24/34) of pleomorphic adenoma and carcinoma-ex-pleomorphic adenoma, with 56% of cases showing rearrangement of PLAG1 and 15% HMGA2. In addition to confirming known partners for these genes, novel PLAG1 fusion partners were identified, including DSTN, NTF3, and MEG3; CNOT2 was identified as a novel fusion partner for HMGA2. In adenoid cystic carcinoma, 95% of cases (19/20) were positive for a fusion event. MYB was rearranged in 60% (12/20), MYBL1 in 30% (6/20), and NFIB in 5% (1/20); two tumors exhibited novel fusion products, including NFIB-TBPL1 and MYBL1-VCPIP1. Fusion genes were identified in 64% (9/14) of cases of mucoepidermoid carcinoma; MAML2 was confirmed to partner with either CRTC1 (43%) or CRTC3 (21%). One salivary duct carcinoma was found to harbor a novel RAPGEF6-ACSL6 fusion gene. Finally, as anticipated, gene fusions were not detected in any of the five acinic cell carcinomas included in the cohort. In summary, targeted RNA sequencing represents a diagnostically useful ancillary technique for identifying a variety of existing, and novel, fusion transcripts in the classification of salivary gland neoplasms.
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Affiliation(s)
- Justin Bubola
- Department of Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, Ontario, Canada
- Faculty of Dentistry, University of Toronto, Toronto, Ontario, Canada
| | - Christina M MacMillan
- Department of Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Elizabeth G Demicco
- Department of Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Rose A Chami
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
- Division of Pathology, Department of Pediatric Laboratory Medicine, The Hospital for Sick Children and University of Toronto, Toronto, Ontario, Canada
| | - Catherine T-S Chung
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
- Division of Pathology, Department of Pediatric Laboratory Medicine, The Hospital for Sick Children and University of Toronto, Toronto, Ontario, Canada
| | - Iona Leong
- Department of Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, Ontario, Canada
- Faculty of Dentistry, University of Toronto, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Paula Marrano
- Division of Pathology, Department of Pediatric Laboratory Medicine, The Hospital for Sick Children and University of Toronto, Toronto, Ontario, Canada
| | - Zeynep Onkal
- Department of Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - David Swanson
- Department of Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Brandon M Veremis
- Department of Pathology, Mount Sinai Hospital, New York, New York, USA
| | - Ilan Weinreb
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
- Department of Pathology, University Health Network, Toronto, Ontario, Canada
| | - Lei Zhang
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Cristina R Antonescu
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Brendan C Dickson
- Department of Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
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32
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MYB RNA In Situ Hybridization Facilitates Sensitive and Specific Diagnosis of Adenoid Cystic Carcinoma Regardless of Translocation Status. Am J Surg Pathol 2021; 45:488-497. [PMID: 33165092 DOI: 10.1097/pas.0000000000001616] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Adenoid cystic carcinoma (AdCC) can demonstrate histologic and immunohistochemical (IHC) overlap with a wide range of salivary and nonsalivary tumors, especially in small biopsy specimens. While MYB fluorescence in situ hybridization (FISH) frequently is used to confirm the diagnosis of AdCC, the pathognomonic MYB-NFIB fusion is only present in 40% to 70% of cases. Likewise, although MYB RNA overexpression is seen in the vast majority of AdCC regardless of translocation status, MYB IHC has shown suboptimal specificity for this diagnosis. In this study, we sought to determine whether a novel chromogenic RNA in situ hybridization (ISH) platform could directly detect MYB RNA overexpression and offer a rapid diagnostic adjunct for AdCC. We performed MYB RNA ISH on 84 cases of AdCC as well as 128 other salivary tumors and 108 basaloid and sinonasal carcinomas that mimic AdCC. MYB RNA ISH was 92% sensitive for AdCC, including 97% of cases with MYB rearrangement and 83% without MYB rearrangement by FISH. It was also 89% specific for AdCC overall, with 95% specificity among other salivary tumors and 81% specificity in basaloid and sinonasal carcinomas. In contrast, MYB IHC was 94% sensitive but just 54% specific for AdCC. Overall, MYB RNA ISH provides superior sensitivity for the diagnosis of AdCC compared with MYB FISH and superior specificity compared with MYB IHC. This assay could provide a useful tool for rapidly confirming the diagnosis of AdCC in formalin-fixed, paraffin-embedded specimens.
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33
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Palsgrove D, Allahabadi S, Khan SA. Genomic Analysis of Salivary Gland Cancer and Treatment of Salivary Gland Cancers. Surg Pathol Clin 2021; 14:151-163. [PMID: 33526219 DOI: 10.1016/j.path.2020.10.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Salivary gland cancer is a heterogenous group of tumors that presents challenges with both diagnosis and therapy. Recent advances in the classification of salivary gland cancers have led to distinct histologic and genomic criteria that successfully differentiate between cancers with similar clinical behavior and appearance. Genomic abnormalities have led to the emergence of targeted therapies being used in their therapy with drastic improvements in outcomes as well as reductions in treatment-related toxicity. Dramatic results seen with molecular targets, such as HER2, TRK, and others, indicate that this approach has the potential to yield even better treatments for the future.
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Affiliation(s)
- Doreen Palsgrove
- Department of Pathology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX 75390, USA
| | - Sameer Allahabadi
- Texas Christian University, University of North Texas Health Science Center School of Medicine, 3500 Camp Bowie Boulevard, Fort Worth, TX 76107, USA
| | - Saad A Khan
- Stanford Cancer Institute and Stanford University, Stanford, CA, USA.
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34
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Lorini L, Ardighieri L, Bozzola A, Romani C, Bignotti E, Buglione M, Guerini A, Lombardi D, Deganello A, Tomasoni M, Bonini SA, Sigala S, Farina D, Ravanelli M, Bossi P. Prognosis and management of recurrent and/or metastatic head and neck adenoid cystic carcinoma. Oral Oncol 2021; 115:105213. [PMID: 33578204 DOI: 10.1016/j.oraloncology.2021.105213] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Revised: 01/10/2021] [Accepted: 01/25/2021] [Indexed: 02/07/2023]
Abstract
Adenoid cystic carcinoma (ACC) is a rare tumor, usually arising in the salivary gland, accounting for 1% of all head and neck cancers. ACC may have a long-term poor prognosis, as about 40% of radically treated patients will recur locoregionally and up to 60% will develop distant metastasis. Factors influencing risk of recurrence have been well studied, but few data exist about prognostic factors in Recurrent/Metastatic (RM) setting. Moreover, treatment of RM ACC is often a challenge for clinicians, in the context of a rare disease, which may have an indolent clinical behavior or less frequently a quicker growth and with a paucity of available clinical trials. This review critically analyzes pathological and molecular prognostic factors in RM ACC and make an overview on actual therapeutic choices and future direction of therapy. Recognized prognostic factors in RM ACC are the presence and site of distant metastasis (lung vs other), the presence of nodal metastasis and of extranodal extension, skull base recurrence, disease free interval, lymphovascular invasion, solid histotypes and grading of disease, and the presence of mutation of NOTCH1 family, PI3K, and TP53. Due to disappointing results with chemotherapy, new approaches are under study, also on the basis of biomolecular research. Ongoing clinical trials are evaluating treatment targeting MYB and NOTCH1 alterations, immunotherapy or combination of targeted treatments and immune checkpoint inhibitors.
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Affiliation(s)
- Luigi Lorini
- Medical Oncology Unit, Department of Medical and Surgical Specialties, Radiological Sciences and Public Health, ASST Spedali Civili of Brescia, University of Brescia, Brescia, Italy
| | - Laura Ardighieri
- Department of Pathology, ASST Spedali Civili of Brescia, Brescia, Italy
| | - Anna Bozzola
- Department of Pathology, ASST Spedali Civili of Brescia, Brescia, Italy
| | - Chiara Romani
- Angelo Nocivelli Institute of Molecular Medicine, University of Brescia and ASST-Spedali Civili of Brescia, 25123 Brescia, Italy
| | - Eliana Bignotti
- Angelo Nocivelli Institute of Molecular Medicine, University of Brescia and ASST-Spedali Civili of Brescia, 25123 Brescia, Italy
| | - Michela Buglione
- Radiation Oncology Unit, Department of Medical and Surgical Specialties, Radiological Science and Public Health, ASST Spedali Civili of Brescia, University of Brescia, Brescia, Italy
| | - Andrea Guerini
- Radiation Oncology Unit, Department of Medical and Surgical Specialties, Radiological Science and Public Health, ASST Spedali Civili of Brescia, University of Brescia, Brescia, Italy
| | - Davide Lombardi
- Unit of Otorhinolaryngology-Head and Neck Surgery, ASST Spedali Civili of Brescia, Department of Medical and Surgical Specialties, Radiologic Sciences, and Public Health, University of Brescia, Brescia, Italy
| | - Alberto Deganello
- Unit of Otorhinolaryngology-Head and Neck Surgery, ASST Spedali Civili of Brescia, Department of Medical and Surgical Specialties, Radiologic Sciences, and Public Health, University of Brescia, Brescia, Italy
| | - Michele Tomasoni
- Unit of Otorhinolaryngology-Head and Neck Surgery, ASST Spedali Civili of Brescia, Department of Medical and Surgical Specialties, Radiologic Sciences, and Public Health, University of Brescia, Brescia, Italy
| | - Sara Anna Bonini
- Section of Pharmacology, Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Sandra Sigala
- Section of Pharmacology, Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Davide Farina
- Department of Radiology, University of Brescia, Italy
| | | | - Paolo Bossi
- Medical Oncology Unit, Department of Medical and Surgical Specialties, Radiological Sciences and Public Health, ASST Spedali Civili of Brescia, University of Brescia, Brescia, Italy.
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35
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Tasoulas J, Divaris K, Theocharis S, Farquhar D, Shen C, Hackman T, Amelio AL. Impact of Tumor Site and Adjuvant Radiotherapy on Survival of Patients with Adenoid Cystic Carcinoma: A SEER Database Analysis. Cancers (Basel) 2021; 13:cancers13040589. [PMID: 33546179 PMCID: PMC7913220 DOI: 10.3390/cancers13040589] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 01/21/2021] [Accepted: 01/29/2021] [Indexed: 11/16/2022] Open
Abstract
Adenoid cystic carcinoma (ACC) is a rare salivary gland tumor, displaying aggressive behavior with frequent recurrence and metastasis. Little information exists regarding the impact of clinicopathological parameters and adjuvant radiotherapy (aRT) on ACC disease specific (DSS) and overall survival (OS). We extracted demographic, treatment, and survival information of 1439 patients with major or minor intraoral salivary gland ACC from the Surveillance, Epidemiology, and End Results (SEER) database. The associations between tumor characteristics and aRT with OS and DSS were estimated using hazard ratios (HR) and 95% confidence intervals (CI). Submandibular gland ACCs had the worst prognosis (adjusted DSS HR = 1.48; 95% CI = 0.99-2.20, compared to parotid), and this difference was more pronounced among patients with advanced-stage tumors (adjusted DSS HR = 1.93; 95% CI = 1.13-3.30). aRT was associated with increased overall survival only among stage III submandibular ACC patients (HR = 0.64; 95% CI = 0.42-0.98) and had no benefit in any other group. In conclusion, submandibular gland ACC carries a worse prognosis than other gland subsites and may benefit from aRT. The different outcomes between submandibular gland and other major or minor gland ACCs warrant further mechanistic investigation.
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Affiliation(s)
- Jason Tasoulas
- First Department of Pathology, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece; (J.T.); (S.T.)
- Lineberger Comprehensive Cancer Center, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7455, USA
| | - Kimon Divaris
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA;
- Division of Pediatric and Public Health, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7455, USA
| | - Stamatios Theocharis
- First Department of Pathology, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece; (J.T.); (S.T.)
| | - Douglas Farquhar
- Department of Otolaryngology/Head and Neck Surgery, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; (D.F.); (T.H.)
| | - Colette Shen
- Department of Radiation Oncology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA;
| | - Trevor Hackman
- Department of Otolaryngology/Head and Neck Surgery, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; (D.F.); (T.H.)
| | - Antonio L. Amelio
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7455, USA
- Department of Cell Biology and Physiology, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- Cancer Cell Biology Program, Lineberger Comprehensive Cancer Center, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- Correspondence: ; Tel.: +1-919-537-3309; Fax: +1-919-966-3633
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36
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Baba S, Akashi T, Kayamori K, Ohuchi T, Ogawa I, Kubota N, Nakano K, Nagatsuka H, Hasegawa H, Matsuzaka K, Tomii S, Uchida K, Katsuta N, Sekiya T, Ando N, Miura K, Ishibashi H, Ariizumi Y, Asakage T, Michi Y, Harada H, Sakamoto K, Eishi Y, Okubo K, Ikeda T. Homeobox transcription factor engrailed homeobox 1 is a possible diagnostic marker for adenoid cystic carcinoma and polymorphous adenocarcinoma. Pathol Int 2020; 71:113-123. [PMID: 33333616 DOI: 10.1111/pin.13050] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Accepted: 11/06/2020] [Indexed: 10/22/2022]
Abstract
Diagnostic utility of a homeobox transcription factor, engrailed homeobox 1 (En1) in the histopathology of salivary gland neoplasms was studied. The expression of En1 was immunohistochemically examined in 51 cases of adenoid cystic carcinoma (AdCC) and 143 cases of other salivary gland neoplasms. In all 51 AdCCs, En1 was expressed in 30-100% of tumor cells. In eight of nine polymorphous adenocarcinomas (PACs), En1 was expressed in 40-100% of tumor cells. Less than 5% of tumor cells expressed En1 in three of 12 epithelial-myoepithelial carcinomas, one of 17 basal cell adenomas (BCAs), and one of 34 pleomorphic adenomas (PAs). Among 55 other carcinoma cases, 1-30% of tumor cells expressed En1 in three salivary duct carcinomas (SDCs) ex PA. None of the myoepitheliomas and Warthin tumors expressed En1. When the cut-off value of the percentage of En1-expressing cells was set to 25%, all 51 AdCCs, eight of nine PACs and one SDC ex PA were En1-positive and the others were En1-negative. En1 is expressed consistently in AdCCs, frequently in PACs, but rarely in other salivary gland neoplasms. En1 is a possible diagnostic marker for AdCC and PAC in the histopathology of salivary gland neoplasms.
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Affiliation(s)
- Shunichi Baba
- Department of Diagnostic Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan.,Department of Thoracic Surgery, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Takumi Akashi
- Department of Diagnostic Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan.,Division of Surgical Pathology, Tokyo Medical and Dental University Hospital, Tokyo, Japan
| | - Kou Kayamori
- Department of Oral Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Tomoyuki Ohuchi
- Division of Diagnostic Pathology, Keiyukai Sapporo Hospital, Hokkaido, Japan
| | - Ikuko Ogawa
- Center of Oral Clinical Examination, Hiroshima University Hospital, Hiroshima, Japan
| | - Nobuhisa Kubota
- Division of Environmental Pathology, Graduate School of Dentistry, Kanagawa Dental University, Kanagawa, Japan
| | - Keisuke Nakano
- Department of Oral Pathology and Medicine, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama, Japan
| | - Hitoshi Nagatsuka
- Department of Oral Pathology and Medicine, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama, Japan
| | - Hiromasa Hasegawa
- Hard Tissue Pathology Unit, Graduate School of Oral Medicine, Matsumoto Dental University, Nagano, Japan
| | | | - Shohei Tomii
- Division of Surgical Pathology, Tokyo Medical and Dental University Hospital, Tokyo, Japan
| | - Keisuke Uchida
- Division of Surgical Pathology, Tokyo Medical and Dental University Hospital, Tokyo, Japan
| | - Noriko Katsuta
- Division of Surgical Pathology, Tokyo Medical and Dental University Hospital, Tokyo, Japan
| | - Takahiro Sekiya
- Division of Surgical Pathology, Tokyo Medical and Dental University Hospital, Tokyo, Japan
| | - Noboru Ando
- Division of Surgical Pathology, Tokyo Medical and Dental University Hospital, Tokyo, Japan
| | - Keiko Miura
- Division of Surgical Pathology, Tokyo Medical and Dental University Hospital, Tokyo, Japan
| | - Hironori Ishibashi
- Department of Thoracic Surgery, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Yousuke Ariizumi
- Department of Head and Neck Surgery, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Takahiro Asakage
- Department of Head and Neck Surgery, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Yasuyuki Michi
- Department of Oral and Maxillofacial Surgery, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Hiroyuki Harada
- Department of Oral and Maxillofacial Surgery, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Kei Sakamoto
- Department of Oral Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Yoshinobu Eishi
- Department of Human Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Kenichi Okubo
- Department of Thoracic Surgery, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Tohru Ikeda
- Department of Oral Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
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37
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Ferrarotto R, Mitani Y, McGrail DJ, Li K, Karpinets TV, Bell D, Frank SJ, Song X, Kupferman ME, Liu B, Lee JJ, Glisson BS, Zhang J, Aster JC, Lin SY, Futreal PA, Heymach JV, El-Naggar AK. Proteogenomic Analysis of Salivary Adenoid Cystic Carcinomas Defines Molecular Subtypes and Identifies Therapeutic Targets. Clin Cancer Res 2020; 27:852-864. [PMID: 33172898 DOI: 10.1158/1078-0432.ccr-20-1192] [Citation(s) in RCA: 75] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 08/10/2020] [Accepted: 11/04/2020] [Indexed: 11/16/2022]
Abstract
PURPOSE Salivary gland adenoid cystic carcinoma (ACC) has heterogeneous clinical behavior. Currently, all patients are treated uniformly, and no standard-of-care systemic therapy exists for metastatic ACC. We conducted an integrated proteogenomic analyses of ACC tumors to identify dysregulated pathways and propose a classification with therapeutic implications. EXPERIMENTAL DESIGN RNA/DNA sequencing of 54 flash-frozen salivary ACCs and reverse phase protein array (RPPA) in 38 specimens were performed, with validation by Western blotting and/or IHC. Three independent ACC cohorts were used for validation. RESULTS Both unbiased RNA sequencing (RNA-seq) and RPPA analysis revealed two molecular subtypes: ACC-I (37%) and ACC-II (63%). ACC-I had strong upregulation of MYC, MYC target genes, and mRNA splicing, enrichment of NOTCH-activating mutations, and dramatically worse prognosis. ACC-II exhibited upregulation of TP63 and receptor tyrosine kinases (AXL, MET, and EGFR) and less aggressive clinical course. TP63 and MYC were sufficient to assign tumors to ACC subtypes, which was validated in one independent cohort by IHC and two additional independent cohorts by RNA-seq. Furthermore, IHC staining for MYC and P63 protein levels can be used to identify ACC subtypes, enabling rapid clinical deployment to guide therapeutic decisions. Our data suggest a model in which ACC-I is driven by MYC signaling through either NOTCH mutations or direct amplification, which in turn suppress P63 signaling observed in ACC-II, producing unique therapeutic vulnerabilities for each subtype. CONCLUSIONS Cooccurrence of multiple actionable protein/pathways alterations in each subtype indicates unique therapeutic vulnerabilities and opportunities for optimal combination therapy for this understudied and heterogeneous disease.
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Affiliation(s)
- Renata Ferrarotto
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
| | - Yoshitsugu Mitani
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Daniel J McGrail
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Kaiyi Li
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Tatiana V Karpinets
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Diana Bell
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Steven J Frank
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Xingzhi Song
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Michael E Kupferman
- Department of Head and Neck Surgery, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Bin Liu
- Department of Epigenetics and Molecular Carcinogenesis, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - J Jack Lee
- Department of Statistics, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Bonnie S Glisson
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jianhua Zhang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jon C Aster
- Department of Pathology, Harvard Medical School and Brigham and Women's Hospital, Boston, Massachusetts
| | - Shiaw-Yih Lin
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - P Andrew Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - John V Heymach
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Adel K El-Naggar
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
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38
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Lee DY, Brayer KJ, Mitani Y, Burns EA, Rao PH, Bell D, Williams MD, Ferrarotto R, Pytynia KB, El-Naggar AK, Ness SA. Oncogenic Orphan Nuclear Receptor NR4A3 Interacts and Cooperates with MYB in Acinic Cell Carcinoma. Cancers (Basel) 2020; 12:E2433. [PMID: 32867110 PMCID: PMC7565926 DOI: 10.3390/cancers12092433] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Accepted: 08/24/2020] [Indexed: 12/23/2022] Open
Abstract
Acinic cell carcinoma (AcCC) is a morphologically distinctive salivary gland malignancy often associated with chromosome rearrangements leading to overexpression of the NR4A3 transcription factor. However, little is known about how NR4A3 contributes to AcCC biology. Detailed RNA-sequencing of 21 archived AcCC samples revealed fusion reads arising from recurrent t(4;9), t(9;12), t(8;9) or t(2;4) chromosomal translocations, which positioned highly active enhancers adjacent to the promoter of the NR4A3 gene or the closely related NR4A2 gene, resulting in their aberrant overexpression. Transcriptome analyses revealed several distinct subgroups of AcCC tumors, including a subgroup that overexpressed both NR4A3 and MSANTD3. A poor survival subset of the tumors with high-grade transformation expressed NR4A3 and POMC as well as MYB, an oncogene that is the major driver in a different type of salivary gland tumor, adenoid cystic carcinoma. The combination of NR4A3 and MYB showed cooperativity in regulating a distinct set of genes. In addition, the ligand binding domain of NR4A3 directly bound the Myb DNA binding domain. Transformation assays indicated that, while overexpressed NR4A3 was sufficient to generate transformed colonies, the combination of NR4A3 plus Myb was more potent, leading to anchorage-independent growth and increased cellular invasiveness. The results confirm that NR4A3 and NR4A2 are the main driver genes of AcCC and suggest that concurrent overexpression of NR4A3 and MYB defines a subset of AcCC patients with high-grade transformation that display exceptionally poor outcome.
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Affiliation(s)
- David Y. Lee
- Department of Internal Medicine, Division of Hematology/Oncology, Section of Radiation Oncology, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA; (D.Y.L.); (E.A.B.)
| | - Kathryn J. Brayer
- Department of Internal Medicine, Division of Molecular Medicine, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA;
| | - Yoshitsugu Mitani
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (Y.M.); (D.B.); (M.D.W.)
| | - Eric A. Burns
- Department of Internal Medicine, Division of Hematology/Oncology, Section of Radiation Oncology, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA; (D.Y.L.); (E.A.B.)
| | - Pulivarthi H. Rao
- Department of Pediatrics, Texas Children’s Cancer and Hematology Center, Texas Children’s Hospital, Baylor College of Medicine, Houston, TX 77030, USA;
| | - Diana Bell
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (Y.M.); (D.B.); (M.D.W.)
| | - Michelle D. Williams
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (Y.M.); (D.B.); (M.D.W.)
| | - Renata Ferrarotto
- Department of Thoracic and Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Kristen B. Pytynia
- Department of Head and Neck Surgery, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Adel K. El-Naggar
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (Y.M.); (D.B.); (M.D.W.)
| | - Scott A. Ness
- Department of Internal Medicine, Division of Molecular Medicine, University of New Mexico School of Medicine, Albuquerque, NM 87131, USA;
- Comprehensive Cancer Center, University of New Mexico, Albuquerque, NM 87131, USA
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39
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Ho AS, Ochoa A, Jayakumaran G, Zehir A, Valero Mayor C, Tepe J, Makarov V, Dalin MG, He J, Bailey M, Montesion M, Ross JS, Miller VA, Chan L, Ganly I, Dogan S, Katabi N, Tsipouras P, Ha P, Agrawal N, Solit DB, Futreal PA, El Naggar AK, Reis-Filho JS, Weigelt B, Ho AL, Schultz N, Chan TA, Morris LG. Genetic hallmarks of recurrent/metastatic adenoid cystic carcinoma. J Clin Invest 2020; 129:4276-4289. [PMID: 31483290 DOI: 10.1172/jci128227] [Citation(s) in RCA: 156] [Impact Index Per Article: 31.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2019] [Accepted: 07/09/2019] [Indexed: 12/29/2022] Open
Abstract
BACKGROUNDAdenoid cystic carcinoma (ACC) is a rare malignancy arising in salivary glands and other sites, characterized by high rates of relapse and distant spread. Recurrent/metastatic (R/M) ACCs are generally incurable, due to a lack of active systemic therapies. To improve outcomes, deeper understanding of genetic alterations and vulnerabilities in R/M tumors is needed.METHODSAn integrated genomic analysis of 1,045 ACCs (177 primary, 868 R/M) was performed to identify alterations associated with advanced and metastatic tumors. Intratumoral genetic heterogeneity, germline mutations, and therapeutic actionability were assessed.RESULTSCompared with primary tumors, R/M tumors were enriched for alterations in key Notch (NOTCH1, 26.3% vs. 8.5%; NOTCH2, 4.6% vs. 2.3%; NOTCH3, 5.7% vs. 2.3%; NOTCH4, 3.6% vs. 0.6%) and chromatin-remodeling (KDM6A, 15.2% vs. 3.4%; KMT2C/MLL3, 14.3% vs. 4.0%; ARID1B, 14.1% vs. 4.0%) genes. TERT promoter mutations (13.1% of R/M cases) were mutually exclusive with both NOTCH1 mutations (q = 3.3 × 10-4) and MYB/MYBL1 fusions (q = 5.6 × 10-3), suggesting discrete, alternative mechanisms of tumorigenesis. This network of alterations defined 4 distinct ACC subgroups: MYB+NOTCH1+, MYB+/other, MYBWTNOTCH1+, and MYBWTTERT+. Despite low mutational load, we identified numerous samples with marked intratumoral genetic heterogeneity, including branching evolution across multiregion sequencing.CONCLUSIONThese observations collectively redefine the molecular underpinnings of ACC progression and identify further targets for precision therapies.FUNDINGAdenoid Cystic Carcinoma Research Foundation, Pershing Square Sohn Cancer Research grant, the PaineWebber Chair, Stand Up 2 Cancer, NIH R01 CA205426, the STARR Cancer Consortium, NCI R35 CA232097, the Frederick Adler Chair, Cycle for Survival, the Jayme Flowers Fund, The Sebastian Nativo Fund, NIH K08 DE024774 and R01 DE027738, and MSKCC through NIH/NCI Cancer Center Support Grant (P30 CA008748).
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Affiliation(s)
- Allen S Ho
- Department of Surgery and.,Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Angelica Ochoa
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology
| | | | | | | | - Justin Tepe
- Head and Neck Service, Department of Surgery, and
| | - Vladimir Makarov
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Martin G Dalin
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Jie He
- Foundation Medicine, Cambridge, Massachusetts, USA
| | - Mark Bailey
- Foundation Medicine, Cambridge, Massachusetts, USA
| | | | | | | | - Lindsay Chan
- Foundation Medicine, Cambridge, Massachusetts, USA
| | - Ian Ganly
- Head and Neck Service, Department of Surgery, and
| | | | | | - Petros Tsipouras
- Department of Genetics, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Patrick Ha
- Department of Otolaryngology-Head and Neck Surgery, UCSF, San Francisco, California, USA
| | - Nishant Agrawal
- Department of Surgery, University of Chicago, Chicago, Illinois, USA
| | - David B Solit
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology.,Head and Neck Service, Department of Surgery, and.,Department of Medicine
| | | | - Adel K El Naggar
- Department of Pathology, University of Texas MD Anderson Cancer Center (MDACC), Houston, Texas, USA
| | | | - Britta Weigelt
- Experimental Pathology Service, MSKCC, New York, New York, USA
| | | | - Nikolaus Schultz
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology.,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Timothy A Chan
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA.,Department of Radiation Oncology, and.,Immunogenomics and Precision Oncology Platform, MSKCC, New York, New York, USA
| | - Luc Gt Morris
- Head and Neck Service, Department of Surgery, and.,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA.,Immunogenomics and Precision Oncology Platform, MSKCC, New York, New York, USA
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40
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Floren M, Restrepo Cruz S, Termini CM, Marjon KD, Lidke KA, Gillette JM. Tetraspanin CD82 drives acute myeloid leukemia chemoresistance by modulating protein kinase C alpha and β1 integrin activation. Oncogene 2020; 39:3910-3925. [PMID: 32203165 PMCID: PMC7210072 DOI: 10.1038/s41388-020-1261-0] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 03/03/2020] [Accepted: 03/05/2020] [Indexed: 02/07/2023]
Abstract
A principal challenge in treating acute myeloid leukemia (AML) is chemotherapy refractory disease. As such, there remains a critical need to identify key regulators of chemotherapy resistance in AML. In this study, we demonstrate that the membrane scaffold, CD82, contributes to the chemoresistant phenotype of AML. Using an RNA-seq approach, we identified the increased expression of the tetraspanin family member, CD82, in response to the chemotherapeutic, daunorubicin. Analysis of the TARGET and BEAT AML databases identifies a correlation between CD82 expression and overall survival of AML patients. Moreover, using a combination of cell lines and patient samples, we find that CD82 overexpression results in significantly reduced cell death in response to chemotherapy. Investigation of the mechanism by which CD82 promotes AML survival in response to chemotherapy identified a crucial role for enhanced protein kinase c alpha (PKCα) signaling and downstream activation of the β1 integrin. In addition, analysis of β1 integrin clustering by super-resolution imaging demonstrates that CD82 expression promotes the formation of dense β1 integrin membrane clusters. Lastly, evaluation of survival signaling following daunorubicin treatment identified robust activation of p38 mitogen-activated protein kinase (MAPK) downstream of PKCα and β1 integrin signaling when CD82 is overexpressed. Together, these data propose a mechanism where CD82 promotes chemoresistance by increasing PKCα activation and downstream activation/clustering of β1 integrin, leading to AML cell survival via activation of p38 MAPK. These observations suggest that the CD82-PKCα signaling axis may be a potential therapeutic target for attenuating chemoresistance signaling in AML.
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Affiliation(s)
- Muskan Floren
- Department of Pathology, University of New Mexico Health Sciences Center, Albuquerque, NM, USA
| | - Sebastian Restrepo Cruz
- Department of Pathology, University of New Mexico Health Sciences Center, Albuquerque, NM, USA
| | - Christina M Termini
- Department of Pathology, University of New Mexico Health Sciences Center, Albuquerque, NM, USA
| | - Kristopher D Marjon
- Department of Pathology, University of New Mexico Health Sciences Center, Albuquerque, NM, USA
| | - Keith A Lidke
- Department of Physics and Astronomy, University of New Mexico, Albuquerque, NM, USA
- University of New Mexico Comprehensive Cancer Center, Albuquerque, NM, 87131, USA
| | - Jennifer M Gillette
- Department of Pathology, University of New Mexico Health Sciences Center, Albuquerque, NM, USA.
- University of New Mexico Comprehensive Cancer Center, Albuquerque, NM, 87131, USA.
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41
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Andersson MK, Mangiapane G, Nevado PT, Tsakaneli A, Carlsson T, Corda G, Nieddu V, Abrahamian C, Chayka O, Rai L, Wick M, Kedaigle A, Stenman G, Sala A. ATR is a MYB regulated gene and potential therapeutic target in adenoid cystic carcinoma. Oncogenesis 2020; 9:5. [PMID: 32001675 PMCID: PMC6992744 DOI: 10.1038/s41389-020-0194-3] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Revised: 12/09/2019] [Accepted: 01/16/2020] [Indexed: 12/12/2022] Open
Abstract
Adenoid cystic carcinoma (ACC) is a rare cancer that preferentially occurs in the head and neck, breast, as well as in other sites. It is an aggressive cancer with high rates of recurrence and distant metastasis. Patients with advanced disease are generally incurable due to the lack of effective systemic therapies. Activation of the master transcriptional regulator MYB is the genomic hallmark of ACC. MYB activation occurs through chromosomal translocation, copy number gain or enhancer hijacking, and is the key driving event in the pathogenesis of ACC. However, the functional consequences of alternative mechanisms of MYB activation are still uncertain. Here, we show that overexpression of MYB or MYB-NFIB fusions leads to transformation of human glandular epithelial cells in vitro and results in analogous cellular and molecular consequences. MYB and MYB-NFIB expression led to increased cell proliferation and upregulation of genes involved in cell cycle control, DNA replication, and DNA repair. Notably, we identified the DNA-damage sensor kinase ATR, as a MYB downstream therapeutic target that is overexpressed in primary ACCs and ACC patient-derived xenografts (PDXs). Treatment with the clinical ATR kinase inhibitor VX-970 induced apoptosis in MYB-positive ACC cells and growth inhibition in ACC PDXs. To our knowledge, ATR is the first example of an actionable target downstream of MYB that could be further exploited for therapeutic opportunities in ACC patients. Our findings may also have implications for other types of neoplasms with activation of the MYB oncogene.
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Affiliation(s)
- Mattias K Andersson
- Sahlgrenska Cancer Center, Department of Pathology, University of Gothenburg, Gothenburg, Sweden
| | - Giovanna Mangiapane
- Department of Life Sciences, Research Institute for the Environment, Health and Societies, Brunel University London, UB8 3PH, Uxbridge, UK
| | - Paloma Tejera Nevado
- Sahlgrenska Cancer Center, Department of Pathology, University of Gothenburg, Gothenburg, Sweden
| | - Alexia Tsakaneli
- Department of Life Sciences, Research Institute for the Environment, Health and Societies, Brunel University London, UB8 3PH, Uxbridge, UK
| | - Therese Carlsson
- Sahlgrenska Cancer Center, Department of Medical Chemistry and Cell Biology, University of Gothenburg, Gothenburg, Sweden
| | - Gabriele Corda
- Department of Life Sciences, Research Institute for the Environment, Health and Societies, Brunel University London, UB8 3PH, Uxbridge, UK
| | - Valentina Nieddu
- Department of Life Sciences, Research Institute for the Environment, Health and Societies, Brunel University London, UB8 3PH, Uxbridge, UK
| | - Carla Abrahamian
- Department of Life Sciences, Research Institute for the Environment, Health and Societies, Brunel University London, UB8 3PH, Uxbridge, UK
| | - Olesya Chayka
- Department of Life Sciences, Research Institute for the Environment, Health and Societies, Brunel University London, UB8 3PH, Uxbridge, UK
| | - Lilam Rai
- Department of Life Sciences, Research Institute for the Environment, Health and Societies, Brunel University London, UB8 3PH, Uxbridge, UK
| | - Michael Wick
- South Texas Accelerated Research Therapeutics (START), San Antonio, TX, 78229, USA
| | - Amanda Kedaigle
- Adenoid Cystic Carcinoma Research Foundation, Needham, MA, 02494, USA
| | - Göran Stenman
- Sahlgrenska Cancer Center, Department of Pathology, University of Gothenburg, Gothenburg, Sweden.
| | - Arturo Sala
- Department of Life Sciences, Research Institute for the Environment, Health and Societies, Brunel University London, UB8 3PH, Uxbridge, UK.
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42
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Abstract
Adenoid cystic carcinoma (ACC) is one of the most frequent malignancies of salivary glands. The objective of this study was to identify key genes and potential mechanisms during ACC samples.The gene expression profiles of GSE88804 data set were downloaded from Gene Expression Omnibus. The GSE88804 data set contained 22 samples, including 15 ACC samples and 7 normal salivary gland tissues. The gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were constructed, and protein-protein interaction network of differentially expressed genes (DEGs) was performed by Cytoscape. The top 10 hub genes were analyzed based on Gene Expression Profiling Interactive Analysis. Then, DEGs between ACC samples and normal salivary gland samples were analyzed by gene set enrichment analysis. Furthermore, miRTarBase and Cytoscape were used for visualization of miRNA-mRNA regulatory network. KEGG pathway analysis was undertaken using DIANA-miRPath v3.0.In total, 382 DEGs were identified, including 119 upregulated genes and 263 downregulated genes. GO analysis showed that DEGs were mainly enriched in extracellular matrix organization, extracellular matrix, and calcium ion binding. KEGG pathway analysis showed that DEGs were mainly enriched in p53 signaling pathway and salivary secretion. Expression analysis and survival analysis showed that ANLN, CCNB2, CDK1, CENPF, DTL, KIF11, and TOP2A are all highly expressed, which all may be related to poor overall survival. Predicted miRNAs of 7 hub DEGs mainly enriched in proteoglycans in cancer and pathways in cancer.This study indicated that identified DEGs and hub genes might promote our understanding of molecular mechanisms, which might be used as molecular targets or diagnostic biomarkers for ACC.
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Affiliation(s)
- Hong-Bing Liu
- Department of Otolaryngology-Head and Neck Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi
| | - Guan-Jiang Huang
- Department of Otorhinolaryngology, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang Province
| | - Meng-Si Luo
- Department of Anesthesiology, Zhongshan Hospital of Traditional Chinese Medicine, Affiliated to Guangzhou University of Chinese Medicine, Zhongshan, Guangdong Province, China
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43
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Frerich CA, Sedam HN, Kang H, Mitani Y, El-Naggar AK, Ness SA. N-Terminal Truncated Myb with New Transcriptional Activity Produced Through Use of an Alternative MYB Promoter in Salivary Gland Adenoid Cystic Carcinoma. Cancers (Basel) 2019; 12:E45. [PMID: 31877778 PMCID: PMC7016764 DOI: 10.3390/cancers12010045] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Revised: 12/09/2019] [Accepted: 12/19/2019] [Indexed: 11/16/2022] Open
Abstract
Adenoid cystic carcinoma (ACC) is an aggressive salivary gland tumor that frequently displays perineural invasion and is often associated with translocations or overexpression of the MYB oncogene. Detailed analyses of MYB transcripts from ACC patient samples revealed that ACC tumors utilize an alternative MYB promoter, which is rarely used in normal cells or other tumor types. The alternative promoter transcripts produce N-terminally truncated Myb proteins lacking a highly conserved and phosphorylated domain, which includes the pS11 epitope that is frequently used to detect Myb proteins. In RNA-seq assays, Myb isoforms lacking the N-terminal domain displayed unique transcriptional activities, regulating many genes differently than full-length Myb. Thus, a regulatory pathway unique to ACC activates the alternative MYB promoter, leading to the production of a truncated Myb protein with altered transcriptional activities. This could provide new therapeutic opportunities for ACC patients.
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Affiliation(s)
- Candace A. Frerich
- Department of Internal Medicine, Division of Molecular Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA
| | - Hailey N. Sedam
- Department of Internal Medicine, Division of Molecular Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA
- Myriad Women’s Health, South San Francisco, CA 94080, USA
| | - Huining Kang
- Department of Internal Medicine, Division of Epidemiology, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA
| | - Yoshitsugu Mitani
- Head and Neck Pathology, University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA (A.K.E.-N.)
| | - Adel K. El-Naggar
- Head and Neck Pathology, University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA (A.K.E.-N.)
| | - Scott A. Ness
- Department of Internal Medicine, Division of Molecular Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM 87131, USA
- UNM Comprehensive Cancer Center, Albuquerque, NM 87131, USA
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44
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Ho AS, Ochoa A, Jayakumaran G, Zehir A, Valero Mayor C, Tepe J, Makarov V, Dalin MG, He J, Bailey M, Montesion M, Ross JS, Miller VA, Chan L, Ganly I, Dogan S, Katabi N, Tsipouras P, Ha P, Agrawal N, Solit DB, Futreal PA, El Naggar AK, Reis-Filho JS, Weigelt B, Ho AL, Schultz N, Chan TA, Morris LG. Genetic hallmarks of recurrent/metastatic adenoid cystic carcinoma. J Clin Invest 2019. [DOI: 10.1172/jci128227 pmid:314832902019-10-01]] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
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45
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Andreasen S, Tan Q, Agander TK, Hansen TVO, Steiner P, Bjørndal K, Høgdall E, Larsen SR, Erentaite D, Olsen CH, Ulhøi BP, Heegaard S, Wessel I, Homøe P. MicroRNA dysregulation in adenoid cystic carcinoma of the salivary gland in relation to prognosis and gene fusion status: a cohort study. Virchows Arch 2018; 473:329-340. [DOI: 10.1007/s00428-018-2423-0] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2018] [Revised: 06/20/2018] [Accepted: 07/22/2018] [Indexed: 01/14/2023]
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46
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Andreasen S. Molecular features of adenoid cystic carcinoma with an emphasis on microRNA expression. APMIS 2018; 126 Suppl 140:7-57. [DOI: 10.1111/apm.12828] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Simon Andreasen
- Department of Otorhinolaryngology and Maxillofacial Surgery; Zealand University Hospital; Køge Denmark
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