1
|
Sumransub N, Murugan P, Marette S, Clohisy DR, Skubitz KM. Multiple malignant tumors in a patient with familial chordoma, a case report. BMC Med Genomics 2021; 14:213. [PMID: 34465320 PMCID: PMC8406958 DOI: 10.1186/s12920-021-01064-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Accepted: 08/23/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Chordoma is a rare bone tumor that is typically resistant to chemotherapy and is associated with genetic abnormalities of the T-box transcription factor T (TBXT) gene, which encodes the transcription factor brachyury. Brachyury is felt to be a major contributor to the development of chordomas. CASE PRESENTATION We describe a 67-year-old woman who developed an undifferentiated pleomorphic sarcoma in her thigh. Despite treatment with standard chemotherapy regimens, she had a rapidly progressive course of disease with pulmonary metastases and passed away 8 months from diagnosis with pulmonary complications. Her medical history was remarkable in that she had a spheno-occipital chordoma at age 39 and later developed multiple other tumors throughout her life including Hodgkin lymphoma and squamous cell carcinoma and basal cell carcinoma of the skin. She had a family history of chordoma and her family underwent extensive genetic study in the past and were found to have a duplication of the TBXT gene. CONCLUSIONS Brachyury has been found to associate with tumor progression, treatment resistance, and metastasis in various epithelial cancers, and it might play roles in tumorigenesis and aggressiveness in this patient with multiple rare tumors and germ line duplication of the TBXT gene. Targeting this molecule may be useful for some malignancies.
Collapse
Affiliation(s)
- Nuttavut Sumransub
- Department of Medicine, University of Minnesota, 420 Delaware St SE, Minneapolis, MN, 55455, USA
| | - Paari Murugan
- Department of Laboratory Medicine and Pathology, University of Minnesota, 420 Delaware St SE, Minneapolis, MN, 55455, USA
- The Masonic Cancer Center, 425 E River Pkwy, Minneapolis, MN, 55455, USA
| | - Shelly Marette
- The Masonic Cancer Center, 425 E River Pkwy, Minneapolis, MN, 55455, USA
- Department of Radiology, 420 Delaware St SE, Minneapolis, MN, 55455, USA
| | - Denis R Clohisy
- The Masonic Cancer Center, 425 E River Pkwy, Minneapolis, MN, 55455, USA
- Department of Orthopaedic Surgery, 2450 Riverside Ave Suite R200, Minneapolis, MN, 55454, USA
| | - Keith M Skubitz
- Department of Medicine, University of Minnesota, 420 Delaware St SE, Minneapolis, MN, 55455, USA.
- The Masonic Cancer Center, 425 E River Pkwy, Minneapolis, MN, 55455, USA.
- Department of Hematology, Oncology, and Transplantation, Department of Medicine, University of Minnesota, 420 Delaware St. SE MMC 480, Minneapolis, MN, 55455, USA.
| |
Collapse
|
2
|
Miallot R, Galland F, Millet V, Blay JY, Naquet P. Metabolic landscapes in sarcomas. J Hematol Oncol 2021; 14:114. [PMID: 34294128 PMCID: PMC8296645 DOI: 10.1186/s13045-021-01125-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Accepted: 07/08/2021] [Indexed: 12/15/2022] Open
Abstract
Metabolic rewiring offers novel therapeutic opportunities in cancer. Until recently, there was scant information regarding soft tissue sarcomas, due to their heterogeneous tissue origin, histological definition and underlying genetic history. Novel large-scale genomic and metabolomics approaches are now helping stratify their physiopathology. In this review, we show how various genetic alterations skew activation pathways and orient metabolic rewiring in sarcomas. We provide an update on the contribution of newly described mechanisms of metabolic regulation. We underscore mechanisms that are relevant to sarcomagenesis or shared with other cancers. We then discuss how diverse metabolic landscapes condition the tumor microenvironment, anti-sarcoma immune responses and prognosis. Finally, we review current attempts to control sarcoma growth using metabolite-targeting drugs.
Collapse
Affiliation(s)
- Richard Miallot
- Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Centre d'Immunologie de Marseille Luminy, Aix Marseille Univ, Marseille, France.
| | - Franck Galland
- Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Centre d'Immunologie de Marseille Luminy, Aix Marseille Univ, Marseille, France
| | - Virginie Millet
- Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Centre d'Immunologie de Marseille Luminy, Aix Marseille Univ, Marseille, France
| | - Jean-Yves Blay
- Centre Léon Bérard, Lyon 1, Lyon Recherche Innovation contre le Cancer, Université Claude Bernard, Lyon, France
| | - Philippe Naquet
- Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Centre d'Immunologie de Marseille Luminy, Aix Marseille Univ, Marseille, France.
| |
Collapse
|
3
|
Martín-Broto J, Moura DS, Van Tine BA. Facts and Hopes in Immunotherapy of Soft-Tissue Sarcomas. Clin Cancer Res 2020; 26:5801-5808. [PMID: 32601077 DOI: 10.1158/1078-0432.ccr-19-3335] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Revised: 05/04/2020] [Accepted: 06/24/2020] [Indexed: 12/12/2022]
Abstract
Sarcomas are mesenchymal tumors, encompassing more than 175 subtypes, each one with their own genetic complexities. As a result, immunotherapy approaches have not been universally successful across the wide range of diverse subtypes. The actual state of science and the current clinical data utilizing immunotherapy within the soft-tissue sarcomas (STS) will be detailed in this review. More precisely, the review will focus on: (i) the role of the immune microenvironment in the development and activity of new therapeutic approaches; (ii) the recent identification of the sarcoma immune class (SIC) groups, especially group SIC E with its B-cell signature that predicts immunotherapy response; (iii) the clinical trials using PD-1 and/or CTLA-4 inhibitors, which serves as reference for response data, (iv) the promising clinical activity from the combination of anti-angiogenics agents with PD-1 inhibitors, (v) the adapted T-cell therapies for synovial sarcoma that target either NY-ESO or MAGEA4; and (vi) the role for localized therapy using the virotherapy T-VEC with PD-1 inhibitors. Herein, we present the facts and the hopes for the patients with sarcoma, as the field is rapidly advancing its understanding of what and where to use the various types of immunotherapies.
Collapse
Affiliation(s)
- Javier Martín-Broto
- University Hospital Virgen del Rocio, Seville, Spain.,Institute of Biomedicine of Seville (HUVR; CSIC; US), Seville, Spain
| | - David S Moura
- Institute of Biomedicine of Seville (HUVR; CSIC; US), Seville, Spain
| | - Brian A Van Tine
- Alvin J Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri. .,Division of Medical Oncology, Washington University in St. Louis, St. Louis, Missouri
| |
Collapse
|
4
|
Smolle MA, Schaffler A, Leithner A, Van Praag VM, Bergovec M, Szkandera J, Liegl‐Atzwanger B, Niethard M, Tunn P, Van De Sande M, Andreou D. Incidence, treatment and outcome of abdominal metastases in extremity soft tissue sarcoma: Results from a multi-centre study. J Surg Oncol 2020; 121:605-611. [PMID: 32003475 PMCID: PMC7065201 DOI: 10.1002/jso.25856] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Accepted: 01/16/2020] [Indexed: 01/12/2023]
Abstract
BACKGROUND AND OBJECTIVES Abdominal metastases (AM) from soft tissue sarcoma (STS) are rare and prognosis is poor. The aims of the study were to (a) identify risk factors for the development of AM and to (b) investigate the outcome of AM-patients. METHODS Seven-hundred-sixty-nine STS-patients with localised disease at diagnosis treated at three tumour centres (2000-2016) were retrospectively included (409 males; mean age, 55.6 years [range, 8-96 years]; median follow-up, 4.1 years [interquartile-range, 2.5-6.6 years]). RESULTS Two-hundred-two patients (26.3%) developed secondary metastases, and 24 of them AM (3.1%). Ten patients developed first AM (FAM) after a mean of 2.4 years and 14 patients late AM (LAM, after being diagnosed with metastases to other sites) after a mean of 2.0 years. Patients with liposarcoma had a significantly higher risk of developing AM (P = .007), irrespective of grading. There was no difference in post-metastasis-survival (PMS) between patients with AM at any time point and those with metastases to other sites (P = .585). Patients with LAM or FAM showed no difference in post-abdominal-metastasis-survival (P = .884). CONCLUSIONS Survival in patients with AM is poor, irrespective of whether they develop secondarily to other metastases or not. Patients at high-risk of AM (ie, liposarcoma) may be followed-up regularly by abdominal-ultrasound/CT.
Collapse
Affiliation(s)
- Maria A. Smolle
- Department of Orthopaedics and TraumaMedical University of GrazGrazAustria
| | | | - Andreas Leithner
- Department of Orthopaedics and TraumaMedical University of GrazGrazAustria
| | | | - Marko Bergovec
- Department of Orthopaedics and TraumaMedical University of GrazGrazAustria
| | - Joanna Szkandera
- Division of Clinical Oncology, Internal MedicineMedical University of GrazGrazAustria
| | | | - Maya Niethard
- Department of Orthopaedic OncologyHELIOS‐Klinikum Berlin‐BuchBerlinGermany
| | - Per‐Ulf Tunn
- Department of Orthopaedic OncologyHELIOS‐Klinikum Berlin‐BuchBerlinGermany
| | - Michiel Van De Sande
- Department of OrthopaedicsLeiden University Medical CentreZA LeidenThe Netherlands
| | - Dimosthenis Andreou
- Tumour Orthopaedics and Sarcoma SurgeryHELIOS Klinikum Bad SaarowBad SaarowGermany
| |
Collapse
|
5
|
Kim SH, Park WS, Chung J. Tumour heterogeneity in triplet-paired metastatic tumour tissues in metastatic renal cell carcinoma: concordance analysis of target gene sequencing data. J Clin Pathol 2018; 72:152-156. [PMID: 30409839 DOI: 10.1136/jclinpath-2018-205456] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2018] [Revised: 10/13/2018] [Accepted: 10/16/2018] [Indexed: 11/04/2022]
Abstract
AIMS The aim of the present study was to determine the concordant correlation in the expression of 88 target genes from triple-paired metastatic tissues in individual patients with metastatic renal carcinoma (mRCC) using a target gene sequencing (TGS) approach. METHODS Between 2002 and 2017, a total of 350 triple-paired metastatic tissue samples from 262 patients with mRCC obtained from either nephrectomy or metastasectomy were used for TGS of 88 candidate genes. After quality check, 243 tissue samples from 81 patients were finally applied to TGS. The concordance of triple-paired tissues was analysed with the 88 TGS panels using bioinformatics tools. RESULTS Among 81 patients, alterations were observed in 42 (51.9%) for any of the 88 mRCC panel genes; however, no pathogenic gene was detected in 38 (39.5%) . Concordance >95% for altered gene expression among the three tissues was reported in 12 (28.6%) patients, while concordance >95% within two tissues was reported in 30 (71.4%); concordance <50% was reported in the remaining eight patients. Considering several types of genetic alterations, including deletions, insertions, missense and nonsense mutations, and splice variants, genes most frequently detected with genetic alterations in the patients with mRCC were PTEN loss, followed by FLCN, BCR, SMARCA2, AKAP9, MLH1, MYH11, APC and TP53. CONCLUSIONS The study provides reference information on the genetic alterations at various organ sites and the multi-heterogeneity of mRCC tissues. The concordance of pathogenic gene alterations within tissues was not high, and approximately half of the patients showed no pathogenic gene alterations at all.
Collapse
Affiliation(s)
- Sung Han Kim
- Department of Urology, Center for Prostate Cancer, Research Institute and Hospital of National Cancer Center, Goyang, South Korea
| | - Weon Seo Park
- Department of Pathology, Center for Prostate Cancer, Hospital of National Cancer Center, Goyang, South Korea
| | - Jinsoo Chung
- Department of Urology, Center for Prostate Cancer, Research Institute and Hospital of National Cancer Center, Goyang, South Korea
| |
Collapse
|
6
|
Oncopig Soft-Tissue Sarcomas Recapitulate Key Transcriptional Features of Human Sarcomas. Sci Rep 2017; 7:2624. [PMID: 28572589 PMCID: PMC5453942 DOI: 10.1038/s41598-017-02912-9] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2017] [Accepted: 04/20/2017] [Indexed: 01/03/2023] Open
Abstract
Human soft-tissue sarcomas (STS) are rare mesenchymal tumors with a 5-year survival rate of 50%, highlighting the need for further STS research. Research has been hampered by limited human sarcoma cell line availability and the large number of STS subtypes, making development of STS cell lines and animal models representative of the diverse human STS subtypes critical. Pigs represent ideal human disease models due to their similar size, anatomy, metabolism, and genetics compared to humans. The Oncopig encodes inducible KRASG12D and TP53R167H transgenes, allowing for STS modeling in a spatial and temporal manner. This study utilized Oncopig STS cell line (fibroblast) and tumor (leiomyosarcoma) RNA-seq data to compare Oncopig and human STS expression profiles. Altered expression of 3,360 and 7,652 genes was identified in Oncopig STS cell lines and leiomyosarcomas, respectively. Transcriptional hallmarks of human STS were observed in Oncopig STS, including altered TP53 signaling, Wnt signaling activation, and evidence of epigenetic reprogramming. Furthermore, master regulators of Oncopig STS expression were identified, including FOSL1, which was previously identified as a potential human STS therapeutic target. These results demonstrate the Oncopig STS model’s ability to mimic human STS transcriptional profiles, providing a valuable resource for sarcoma research and cell line development.
Collapse
|
7
|
Skubitz KM. Biology and Treatment of Aggressive Fibromatosis or Desmoid Tumor. Mayo Clin Proc 2017; 92:947-964. [PMID: 28578783 DOI: 10.1016/j.mayocp.2017.02.012] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2016] [Revised: 01/24/2017] [Accepted: 02/16/2017] [Indexed: 12/14/2022]
Abstract
Aggressive fibromatosis, also known as desmoid-type fibromatosis (DTF) or desmoid tumor, is an uncommon locally invasive tumor. Because of its low incidence and variable behavior, DTF is often first seen by physicians who are not familiar with it, and recent advances in understanding this disease have led to changes in treatment approaches. The Wnt (β-catenin) pathway appears to play a key role in DTF pathogenesis, and recent studies of DTF biology suggest a possible model of DTF pathogenesis. Histologically, DTF shows a poorly circumscribed proliferation of myofibroblast-like cells with variable collagen deposition, similar to the proliferative phase of wound healing, and DTF has been associated with trauma and pregnancy. Desmoid-type fibromatosis may be a useful model of the tumor stroma in carcinomas as well as other fibrosing diseases such as progressive pulmonary fibrosis. The clinical course of DTF can vary greatly among patients, complicating the determination of the optimal treatment approach. Treatment options include surgery, nonsteroidal anti-inflammatory drugs with or without hormonal manipulation, chemotherapy, radiation therapy, and other forms of local therapy. Many treatments have been used, but these are not without toxicities. Because of the variable nature of the disease and the potential morbidity of treatment, some cases of DTF may do better without treatment; simple observation is often the best initial treatment. This review used a PubMed search from January 1, 1980, through October 31, 2016, using the terms fibromatosis and desmoid and discusses DTF disease characteristics, pathophysiology, and treatment options as well as examines several cases illustrating key points in the biology and treatment of this heterogeneous disease.
Collapse
Affiliation(s)
- Keith M Skubitz
- Department of Medicine, University of Minnesota Medical School, Minneapolis.
| |
Collapse
|
8
|
Rimondi E, Benassi MS, Bazzocchi A, Balladelli A, Facchini G, Rossi G, Taieb S, Vanel D. Translational research in diagnosis and management of soft tissue tumours. Cancer Imaging 2016; 16:13. [PMID: 27266712 PMCID: PMC4897899 DOI: 10.1186/s40644-016-0071-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2016] [Accepted: 05/21/2016] [Indexed: 02/08/2023] Open
Abstract
Finding a soft tissue mass in the superficial regions is a common event in daily clinical practice. Correct management of the diagnostic process is crucial to avoid blunders. Diagnosis is posed by pathology, although both imaging and a better understanding of the cellular and molecular mechanisms play an important a role in the characterization, staging and follow-up of soft tissue masses. Cellular and molecular mechanisms can explain either the development of chemo-resistance and the underlying pre- and post-surgery metastasis formation. These are mandatory to improve prognosis and unveil novel parameters predicting therapeutic response. Imaging mainly involves ultrasound and MR and is fundamental not only in diagnosis but also in the first step of therapy: the biopsy. Novel imaging techniques like Ultrasound Elastosonography, Dynamic Contrast-Enhanced MR imaging (DCE), Diffusion Weighted MR imaging (DWI) and MR Spectroscopy (MRS) are discussed. This paper aims at reviewing and discussing pathological methods and imaging in the diagnosis of soft tissue masses underscoring that the most appropriate treatment depends on advanced molecular and radiological studies.
Collapse
Affiliation(s)
- Eugenio Rimondi
- Diagnostic and Interventional Radiology, Istituto Ortopedico Rizzoli, Bologna, Italy
| | - Maria Serena Benassi
- Laboratory of Experimental Oncology, Istituto Ortopedico Rizzoli, Bologna, Italy
| | - Alberto Bazzocchi
- Diagnostic and Interventional Radiology, Istituto Ortopedico Rizzoli, Bologna, Italy
| | - Alba Balladelli
- Laboratory of Experimental Oncology, Istituto Ortopedico Rizzoli, Bologna, Italy
| | - Giancarlo Facchini
- Diagnostic and Interventional Radiology, Istituto Ortopedico Rizzoli, Bologna, Italy
| | - Giuseppe Rossi
- Interventional Angiographic Radiology, Istituto Ortopedico Rizzoli, Bologna, Italy
| | | | - Daniel Vanel
- Research Department, Istituto Ortopedico Rizzoli, Bologna, Italy.
| |
Collapse
|
9
|
Skubitz KM, Geschwind K, Xu WW, Koopmeiners JS, Skubitz APN. Gene expression identifies heterogeneity of metastatic behavior among gastrointestinal stromal tumors. J Transl Med 2016; 14:51. [PMID: 26873324 PMCID: PMC4752787 DOI: 10.1186/s12967-016-0802-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Accepted: 01/26/2016] [Indexed: 01/26/2023] Open
Abstract
BACKGROUND Adjuvant imatinib is useful in patients with gastrointestinal stromal tumors (GIST) at high risk of recurrence. At present, the risk of recurrence is determined based on tumor size, mitotic rate, tumor site, and tumor rupture. Previous studies using various biochemical pathways identified gene expression patterns that distinguish two subsets of aggressive fibromatosis (AF), serous ovarian carcinoma (OVCA), and clear cell renal cell carcinoma (RCC). These gene sets separated soft tissue sarcomas into two groups with different probabilities of developing metastatic disease. The present study used these gene sets to identify GIST subgroups with different probabilities of developing metastatic disease. METHODS We utilized these three gene sets, hierarchical clustering, and Kaplan-Meier analysis, to examine 60 primary resected GIST samples using Agilent chip expression profiling. RESULTS Hierarchical clustering using both the combined and individual AF-, OVCA-, and RCC- gene sets identified differences in probabilities of developing metastatic disease between the clusters defined by the first branch point of the clustering dendrograms (p = 0.029 for the combined gene set, p = 0.003 for the AF-gene set, p < 0.001 for the OVCA-gene set, and p = 0.003 for the RCC-gene set). CONCLUSIONS Hierarchical clustering using these gene sets identified at least two subsets of GIST with distinct clinical behavior and risk of metastatic disease. The use of gene expression analysis along with other known prognostic factors may better predict the long-term outcome following surgery, and thus restrict the use of adjuvant therapy to high-risk GIST, and reduce heterogeneity among groups in clinical trials of new drugs.
Collapse
Affiliation(s)
- Keith M Skubitz
- Department of Medicine, The University of Minnesota Medical School, Minneapolis, MN, USA. .,Masonic Cancer Center, The University of Minnesota Medical School, Minneapolis, MN, USA.
| | - Kate Geschwind
- Department of Medicine, The University of Minnesota Medical School, Minneapolis, MN, USA. .,Masonic Cancer Center, The University of Minnesota Medical School, Minneapolis, MN, USA.
| | - Wayne W Xu
- Department of Biochemistry and Medical Genetics, Faculty of Medicine, University of Manitoba, The Research Institute of Oncology and Hematology, Cancer Care, Winnipeg, MA, Canada.
| | - Joseph S Koopmeiners
- Masonic Cancer Center, The University of Minnesota Medical School, Minneapolis, MN, USA. .,Division of Biostatistics, University of Minnesota School of Public Health, Minneapolis, USA.
| | - Amy P N Skubitz
- Masonic Cancer Center, The University of Minnesota Medical School, Minneapolis, MN, USA. .,Department of Laboratory Medicine and Pathology, University of Minnesota Medical School, Minneapolis, MN, USA.
| |
Collapse
|
10
|
Rodenas-Cuadrado P, Chen XS, Wiegrebe L, Firzlaff U, Vernes SC. A novel approach identifies the first transcriptome networks in bats: a new genetic model for vocal communication. BMC Genomics 2015; 16:836. [PMID: 26490347 PMCID: PMC4618519 DOI: 10.1186/s12864-015-2068-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2015] [Accepted: 10/13/2015] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Bats are able to employ an astonishingly complex vocal repertoire for navigating their environment and conveying social information. A handful of species also show evidence for vocal learning, an extremely rare ability shared only with humans and few other animals. However, despite their potential for the study of vocal communication, bats remain severely understudied at a molecular level. To address this fundamental gap we performed the first transcriptome profiling and genetic interrogation of molecular networks in the brain of a highly vocal bat species, Phyllostomus discolor. RESULTS Gene network analysis typically needs large sample sizes for correct clustering, this can be prohibitive where samples are limited, such as in this study. To overcome this, we developed a novel bioinformatics methodology for identifying robust co-expression gene networks using few samples (N=6). Using this approach, we identified tissue-specific functional gene networks from the bat PAG, a brain region fundamental for mammalian vocalisation. The most highly connected network identified represented a cluster of genes involved in glutamatergic synaptic transmission. Glutamatergic receptors play a significant role in vocalisation from the PAG, suggesting that this gene network may be mechanistically important for vocal-motor control in mammals. CONCLUSION We have developed an innovative approach to cluster co-expressing gene networks and show that it is highly effective in detecting robust functional gene networks with limited sample sizes. Moreover, this work represents the first gene network analysis performed in a bat brain and establishes bats as a novel, tractable model system for understanding the genetics of vocal mammalian communication.
Collapse
Affiliation(s)
- Pedro Rodenas-Cuadrado
- Max Planck Institute for Psycholinguistics, Wundtlaan 1, Nijmegen, 6525 XD, The Netherlands.
| | - Xiaowei Sylvia Chen
- Max Planck Institute for Psycholinguistics, Wundtlaan 1, Nijmegen, 6525 XD, The Netherlands.
| | - Lutz Wiegrebe
- Ludwig-Maximilians-Universität, Division of Neurobiology, Department Biology II, Großhaderner Straße 2, Planegg-Martinsried, Munich, D-82152, Germany.
| | - Uwe Firzlaff
- Lehrstuhl für Zoologie, TU München, Liesel-Beckmann-Str. 4, Freising-Weihenstephan, Munich, 85350, Germany.
| | - Sonja C Vernes
- Max Planck Institute for Psycholinguistics, Wundtlaan 1, Nijmegen, 6525 XD, The Netherlands. .,Donders Centre for Cognitive Neuroimaging, Kapittelweg 29, Nijmegen, 6525 EN, The Netherlands.
| |
Collapse
|