Olfactory neuroblastoma (ONB) is a rare malignant neoplasm arising in the upper portion of the sinonasal cavity. To better understand the genetic bases for ONB, here we perform whole exome and whole genome sequencing as well as single nucleotide polymorphism array analyses in a series of ONB patient samples. Deletions involving the dystrophin (DMD) locus are found in 12 of 14 (86%) tumors. Interestingly, one of the remaining tumors has a deletion in LAMA2, bringing the number of ONBs with deletions of genes involved in the development of muscular dystrophies to 13 or 93%. This high prevalence implicates an unexpected functional role for genes causing hereditary muscular dystrophies in ONB.


Olfactory neuroblastoma (ONB), also known as esthesioneuroblastoma (ENB), is a rare malignant neoplasm of the sinonasal cavity first described in 19241. It has an incidence of 0.4 cases per million and accounts for ~6% of all sinonasal malignancies2,3. ONB is thought to arise in the olfactory epithelium at the anterior skull base and superior aspect of the sinonasal cavity4. These locally aggressive neoplasms invade the nasal cavity, paranasal sinuses, cribriform plate, intracranial space, and orbit and can metastasize to the neck, central nervous system, and bone4,5. In cases amenable to surgery, resection followed by postoperative radiotherapy is the most commonly used treatment; for patients with unresectable or metastatic disease, chemotherapy and radiation are used4. Despite multi-modality therapy, the 10-year overall survival rate for patients with ONB is ~50%4,6. Therefore, there is a great need for a better understanding of the pathogenesis of this tumor type, which could inform improved diagnostic and therapeutic strategies.

There are limited data on the biological basis and genomic constitution of ONB and, to date, no recurrent genetic alterations have been identified7,8,9,10,11,12,13,14. To examine the genomic landscape of ONB, here we perform whole-exome sequencing (WES), whole-genome sequencing (WGS), and single nucleotide polymorphism (SNP) array analyses on a series of clinically well-characterized ONB patient samples. These studies demonstrate that ONB has frequent somatic deletions involving the DMD locus and implicates a central role for genes causing hereditary muscular dystrophies in ONB pathogenesis.


Genomic characterization of ONB by WES and WGS

Initially, DNA from 11 matched ONB tumor and normal samples (nine male and two female; Supplementary Table 1) underwent WES. The average number of reads per targeted base was 140.0 ± 23.1 for tumor samples and 157.6 ± 18.9 for matched normal DNA derived from peripheral blood, with over 90% of targeted bases having at least 10 distinct reads (Supplementary Table 2). On average, each tumor harbored 13.2 ± 5.6 (range 4–21) somatic mutations. The only recurrent intragenic mutation seen in this cohort was in TTN, which was observed in two cases (ENB01PT and ENB05PT) (Supplementary Data 1). Given the lack of shared genetic drivers discovered via WES, we reasoned that other genetic alterations, like re-arrangements, that cannot be readily detected by WES could be present in these tumors. To determine this, we performed WGS on 6 of the 11 cases. The average number of reads per targeted base with WGS was 29.0 ± 5.3 for the six tumor specimens and 35.0 ± 4.6 for the matched normal samples, with over 93% of bases represented by at least 10 reads (Supplementary Table 3). We identified large deletions involving the X chromosome in five of these six samples. In each case, the deletion spanned the DMD locus (Supplementary Figure 1), which prompted further evaluation of this region.

SNP array analyses confirm recurrent loss of Xp21.1

To investigate global genomic losses or gains that are common in ONB, we next used a SNP array approach. Initially, SNP array studies with an Illumina Beadchip containing 300,000 markers were performed on 10 ONB tumor samples and multiple abnormalities were observed. Most abnormalities involved copy number changes (loss or gain) of entire copies of chromosomes. Given the extent of copy number alterations, it was not possible to precisely determine tumor cell ploidy status based on the SNP array. Therefore, we focused our analysis on structural changes, such as deletions and duplications, within chromosomes. Similar to the WGS data, we observed recurrent deletions in chromosome Xp21.1. Deletions were observed in 9 of the 10 tumors (Table 1). In seven of the eight tumors from male patients, these deletions involved the DMD coding region and in five of these seven tumors, the deletion extended into the 5′ UTR. In the tumor from an additional male patient (ENB7PT2), the deletion was 102 kb upstream to the DMD gene but encompassed three CTCF-binding motifs that could affect transcriptional activity. One tumor from a female patient (ENB09PT1) showed loss of one allele of chromosome X (Fig. 1a). Only one of the 10 tumors (from the other female patient, ENB03PT2) did not show any detectable structural abnormality in the X chromosomes. Interestingly, this patient did have a homozygous deletion in LAMA2, the gene encoding the alpha 2 chain of laminin (Supplementary Figure 2).

Table 1 SNP array evaluation of chromosome X in ONB
Fig. 1
Fig. 1

SNP array analysis of X chromosomes in representative ONB tumor samples. a An ONB, from a female patient, with mosaic loss of the X chromosome (ENB09PT1, Table 1) as indicated by the left shift of Log R and change of B allele frequencies. b An ONB, from a male patient, with no evidence of deletion in DMD (ENB1506T, Table 1). c An ONB, from a male patient, harboring a deletion in DMD (ENB1328T, Table 1). d An ONB, from a female patient, harboring a deletion in DMD (ENB2012-13T, Table 1); the right shift of Log R and change of B allele frequencies indicate the presence of mosaicism with relative gain of the X chromosome and deletion in DMD in a percentage of the tumor cells

Intrigued by these findings, we extended our SNP array analyses by using the Affymetrix SNP 6.0 chip to investigate ONB tumor samples and normal tissue from an additional four patients (samples 11T–14B, Table 1, Supplementary Table 1). Deletions in Xp21.1 were detected in tumor samples from two male patients (ENB1328T, Fig. 1c and ENBBG-T, Fig. 2) and from one female patient (ENB2012-013T, Fig. 1d); one male patient did not show a deletion in DMD (ENB1506T, Fig. 1b). The female patient showed evidence of relative gain of chromosome X and also a deletion in Xp21.1. All three deletions spanned the DMD locus. Two of the DMD deletions were large (751 kb and 2.4 Mb) and the other (in sample ENBBG-T) was small. We applied a high density Illumina Beadchip containing 850,000 markers to further verify the small deletion in ENBBG-T and confirmed the presence of a 27 kb deletion within the DMD gene (Fig. 2). In all cases harboring deletions, evaluation of DNA from the matched peripheral blood, using the same analytic methods, showed that the deletions were somatic rather than germline. Taken together, abnormalities of Xp21.1 involving the DMD locus were found in 12 of 14 tumors (86%) (Supplementary Figure 3).

Fig. 2
Fig. 2

Detection of a 27 kb deletion in DMD. High density SNP array (850k chip) detected a 27 kb deletion of the DMD gene in an ONB from a male patient (ENBBG-T, Table 1). The panel on the left (a) shows the array profile of the entire chromosome X, with indicated deletion in Xp21.1. The panel on the right (b) focuses on the region of Xp21.1 containing the DMD gene. The deletion is within the DMD gene, from genomic position 32,814,846–32,842,232 (hg19)

Verification of DMD deletion status in tissue specimens

To verify the DMD deletions by an additional orthogonal in situ approach, we generated custom fluorescent in situ hybridization (FISH) probes covering a deletion interval common to several tumors containing DMD deletions (Supplementary Figure 4). Tissue was of sufficient quality to obtain FISH signals in four tumors. Two cases with deletions involving DMD and one case with an intact DMD locus were validated using FISH (Supplementary Figure 4). The fourth case tested (ENB7PT2) had a deletion outside of the region targeted by the FISH probe. This case showed maintained FISH signals, further demonstrating the specificity of the assay.

Examination of non-ONB tumors for DMD deletions

Next, in order to demonstrate that the deletions in the DMD locus were not stochastic, we analyzed WGS data from 12 additional non-ONB tumors that were sequenced in a similar fashion to the ONB samples. This cohort of tumors included five malignant peripheral nerve sheath tumors, four gastric cancers, and three pancreatic neuroendocrine tumors. None of these 12 non-ONB tumors harbored alterations in the DMD locus and, when compared to the prevalence of deletions in ONBs, this difference was statistically significant (p < 0.01; Fisher’s Exact Test). We next interrogated the COSMIC database which lists copy number analysis on 1093 central nervous system neoplasms, 34 (~3%) of which were reported to have a deletion involving DMD15. Upon closer inspection, each case involved a large segment chromosomal loss and none demonstrated focal deletions involving the DMD locus.


DMD is the largest known human gene, spanning greater than 2 Mb, in the genome and encodes the protein dystrophin16. By interacting with other proteins including dystroglycan, sarcoglycan, dysferlin, and others in cardiac and skeletal muscle, dystrophin forms a bridge across the sarcolemma connecting the cytoskeleton with the extracellular matrix16. Genomic alterations of DMD are well-known causes of dystrophinopathies including Duchene muscular dystrophy (DMD), Becker muscular dystrophy (BMD), and X-linked dilated cardiomyopathy (XLDC)16. In this study, we demonstrated somatic alterations in the DMD locus occurring in 12 of 14 ONBs.

One of the two tumors in this study with no change in Xp21.1 had a somatic homozygous deletion in LAMA2 and, interestingly, mutations in this gene have been identified as the cause of merosin-deficient congenital muscular dystrophy17. LAMA2 has also been implicated in a number of other cancers and mutations in this gene have been identified in 14% of hepatocellular carcinomas and aberrant methylation in 80% of colorectal cancers18,19. In sum, 13 of our 14 ONBs had a somatic deletion in the genes that are involved in muscular dystrophies, perhaps providing new insights into the pathophysiology of these tumors.

In addition, two tumors had non-synonymous point mutations in TTN, a gene that encodes titin, a protein central to muscle structure and function. Mutations in this gene have been reported in numerous cardiac and skeletal muscle disorders including limb-girdle muscular dystrophy type 2J and tibial muscular dystrophy20. However, both cases with mutations in the TTN gene also had deletions in DMD suggesting that it is not a driver of ONB pathogenesis. In addition, unlike DMD and LAMA2 which were deleted, only missense mutations were seen in TTN, as has been reported in a number of other tumor types and is not unexpected given the large size of the TTN gene21,22.

Interestingly, mice lacking dystrophin or dystrophin-associated proteins including dysferlin, α sarcoglycan, calpain-3, and Large form spontaneous malignant tumors with muscle differentiation23,24,25,26. DMD deletions have also been identified in human malignancies. DMD deletions were reported in 3 of 55 (5.5%) melanoma cell lines27. More recently, DMD deletions were demonstrated in 25 of 40 (63%) high-grade myogenic cancers using SNP analysis, including 19 of 29 (66%) gastrointestinal stromal tumors, 3 of 4 (75%) rhabdomyosarcomas (RMS), and 3 of 7 (43%) leiomyosarcomas28. In contrast, DMD deletions were not seen in 58 non-myogenic sarcomas and were only reported in 4.3% of non-sarcoma human cancer cell lines in the Cancer Cell Line Encyclopedia28. Another recent study found DMD alterations in 3.4% of 8052 samples in the cBioPortal database, although interestingly, DMD alterations were not seen in RMS29. In our study, we found somatic alterations that affect the DMD locus in 86% of ONBs. Although loss of the entire X chromosome, as well as Xp21.1 have been reported in prior cytogenetic studies of ONB9,13, our report demonstrates that these deletions target DMD and that they occur in a very high fraction of these malignancies.

The DMD gene encodes various dystrophin isoforms16. In our ONB cohort, DMD deletions were concentrated in the 5′ end of the gene, with eight tumors harboring deletions eliminating exons 1 and/or 2. An additional tumor had a deletion involving exons 5–7, another involving exons 8–79, and a third that deleted regulatory elements in the 5′ UTR. We predict this mutation profile would affect transcription of the full-length 427-kDa isoform, while preserving transcription of smaller isoforms, such as p71 (encoded by exons 63–79) in most tumors. Similarly, in the study by Wang et al. using a multiplex ligation-dependent probe amplification assay, deletions were found in 24 of 56 (43%) high-grade myogenic cancers, all of which were predicted to abrogate transcription of full length DMD and p71 was found to be preserved in cancers with DMD deletion28.

From a functional standpoint, dystrophin is best known for its structural role in skeletal and cardiac muscle cells16, but there are burgeoning data, from both melanocytic and myogenic model systems, that dystrophin functions as a tumor suppressor27,28. The high rate of DMD deletions found in ONBs coupled with the emerging tumor suppressor activity of dystrophin suggests a central role for DMD in the pathogenesis of this tumor type.


Tumor and matched normal sample preparation

Fresh-frozen tumor samples and matched blood were obtained from patients under Intuitional Review Board-approved protocols at the Johns Hopkins Hospital after informed consent. A board certified head and neck pathologist verified the diagnosis. Tumor tissue was macrodissected to remove normal tissue and enhance neoplastic content, as confirmed by serial frozen sections. All tumor specimens utilized for analysis had an estimated neoplastic content >70%.

Whole-exome and WGS

Genomic DNA libraries were prepared and captured following Illumina’s suggested protocol. The SureSelectXT Human All Exon V6 kit was used to capture the coding sequences from individual libraries for each sample (Agilent). The libraries were sequenced using the Illumina HiSeq Genome Analyzer, yielding 100 base pairs of sequencing information that was used for whole-genome and whole-exome analyses30,31. Following the completion of sequencing, the data were retrieved and analyzed in silico to determine overall coverage and read quality. Sequencing reads were analyzed and aligned to human genome hg18 with the Eland algorithm in CASAVA 1.7 software (Illumina). All low-quality, poorly aligned, or dbSNP-containing reads were removed from further analysis. Reads were mapped using the default seed-and-extend algorithm, which allowed a maximum of two mismatched bases in the first 32 bp of sequence. Identification of somatic alterations was performed as previously described32. Briefly, a mismatched based was identified as a mutation after meeting the following criteria: (i) it was present in more than five distinct reads; (ii) the number of distinct reads containing the mismatched base was at least 10% of the total distinct reads; and (iii) it was present in <0.5% of the reads in the matched normal sample. “Distinct reads” were defined as fragments that had different sequences at either the 5′ or 3′ end, thereby indicating that they originated from different template molecules.

SNP array studies

SNP array analysis was performed using Illumina Human CytoSNP12 Beadchip containing over 300,000 markers. Allele ratios and signal intensity were analyzed with the copy number variation (CNV) Partition algorithm in KaryoStudio (v. and GenomeStudio (v.2010.3) (Illumina). SNP array studies were repeated on Affymetrix SNP 6.0 chip for 4 tumor samples, in parallel with their matched peripheral blood samples. The raw Affymetrix CEL files were converted to allele-specific signals and genotype calls using Affymetrix Power Tools and BirdSeed algorithm to calculate log R ratio and B allele frequency values. The raw data were analyzed with the Genotyping Console software 4.2 (Affymetrix). One sample with <30 kb deletion was further verified using Illumina Human Infinium CytoSNP-850K v1.1 Beadchip containing over 850,000 markers. Genomic positions are based on the Human Genome Build 37 (hg19).

DMD locus-specific and X centromere FISH

Custom fluorescein-labeled FISH probe made from BAC RPCI-11 clone 98K7 was ordered from Empire Genomics. This BAC contains sequences within the DMD locus on the X chromosome covering a deletion interval common to several of the cases identified in this study. Spectrum Orange labeled probe specific for the X centromere was obtained from Abbott Molecular. Tissue pre-treatment was conducted as follows: 5 µm sections were cut to charged slides from FFPE tissue blocks, deparafinized in xylenes, rehydrated through graded alcohols, treated with 0.2 N HCl for 15 min at room temperature, immersed in citrate buffer at 80 °C, and incubated for 40 min. Following heat treatment, slides were immersed in 2X SSC, then in distilled water followed by application of 0.2 N HCl at room temperature for 2 min. Slides then underwent protease pretreatment on an automated slide handling platform (Roche/Ventana). Digestion was set between 24 and 28 min, depending on assessment of optimal digestion time uniquely determined for each case. Following digestion, slides were rinsed in water, immersed in 10% neutral buffered formalin for 5 min at room temperature, washed with water, dehydrated through increasing alcohols and air dried. Hybridization was conducted as follows: pre-treated slides were heated to 45 °C on a Thermobrite slide hybridization platform (Thermofisher Scientific). DMD locus probe and X centromere probe were applied in hybridization buffer (Empire Genomics) to the tissue, cover slip was applied and sealed with rubber cement. Co-denaturation was conducted by increasing temperature to 95 °C for 5 min, followed by hybridization at 37 °C for 20 h. Cover slips were removed and slides washed in 2X SSC/0.3% Igepal for exactly 2 min at 72 °C, then transferred to a 2x SSC/0.1% Igepal for 60 s at room temperature. Slides were then air dried, counterstained with DAPI, and washed in water. Anti-fade solution (Prolong Gold, Thermofisher Scientific) was applied, followed by cover slipping. Slides were visualized by fluorescence microscopy using a Nikon 50i epifluorescence microscope and monochrome greyscale images captured using a ×100 oil immersion objective and digital camera (Photometrics). Captured images were pseudocolored and merged in Nikon Elements software. Probes were validated by hybridizing onto control normal donor metaphase slides (Abbott Vysis) and confirming expected localization to the X chromosome.

Data availability

Whole exome and genome sequencing data generated during this study are available in the European Genome-Phenome Archive (http://www.ebi.ac.uk/ega; accession number EGAS00001003225).

Additional information

Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.


  1. 1.

    Berger, L., Luc, R. & Richard, D. L’esthesioneuroepitheliome olfactif. Bull. Assoc. Fr. Etude Cancer 13, 410–421 (1924).

  2. 2.

    Theilgaard, S. A. et al. Esthesioneuroblastoma: a Danish demographic study of 40 patients registered between 1978 and 2000. Acta Otolaryngol. 123, 433–439 (2003).

  3. 3.

    Turner, J. H. & Reh, D. D. Incidence and survival in patients with sinonasal cancer: a historical analysis of population-based data. Head Neck 34, 877–885 (2012).

  4. 4.

    Dulguerov, P., Allal, A. S. & Calcaterra, T. C. Esthesioneuroblastoma: a meta-analysis and review. Lancet Oncol. 2, 683–690 (2001).

  5. 5.

    Banuchi, V. E. et al. Patterns of regional and distant metastasis in esthesioneuroblastoma. Laryngoscope 126, 1556–1561 (2016).

  6. 6.

    Jethanamest, D., Morris, L. G., Sikora, A. G. & Kutler, D. I. Esthesioneuroblastoma: a population-based analysis of survival and prognostic factors. Arch. Otolaryngol. Head Neck Surg. 133, 276–280 (2007).

  7. 7.

    Bockmuhl, U. et al. CGH pattern of esthesioneuroblastoma and their metastases. Brain Pathol. 14, 158–163 (2004).

  8. 8.

    Czapiewski, P., Kunc, M. & Haybaeck, J. Genetic and molecular alterations in olfactory neuroblastoma: implications for pathogenesis, prognosis and treatment. Oncotarget 7, 52584–52596 (2016).

  9. 9.

    Guled, M. et al. Array comparative genomic hybridization analysis of olfactory neuroblastoma. Mod. Pathol. 21, 770–778 (2008).

  10. 10.

    Holland, H. et al. Comprehensive cytogenetic characterization of an esthesioneuroblastoma. Cancer Genet. Cytogenet. 173, 89–96 (2007).

  11. 11.

    Riazimand, S. H., Brieger, J., Jacob, R., Welkoborsky, H. J. & Mann, W. J. Analysis of cytogenetic aberrations in esthesioneuroblastomas by comparative genomic hybridization. Cancer Genet. Cytogenet. 136, 53–57 (2002).

  12. 12.

    Valli, R. et al. Comparative genomic hybridization on microarray (a-CGH) in olfactory neuroblastoma: Analysis of ten cases and review of the literature. Genes Chromosomes Cancer 54, 771–775 (2015).

  13. 13.

    Szymas, J., Wolf, G., Kowalczyk, D., Nowak, S. & Petersen, I. Olfactory neuroblastoma: detection of genomic imbalances by comparative genomic hybridization. Acta Neurochir. 139, 839–844 (1997).

  14. 14.

    Weiss, G. J. et al. Paired tumor and normal whole genome sequencing of metastatic olfactory neuroblastoma. PLoS One 7, e37029 (2012).

  15. 15.

    Forbes, S. A. et al. COSMIC: somatic cancer genetics at high-resolution. Nucleic Acids Res. 45, D777–D783 (2017).

  16. 16.

    Muntoni, F., Torelli, S. & Ferlini, A. Dystrophin and mutations: one gene, several proteins, multiple phenotypes. Lancet Neurol. 2, 731–740 (2003).

  17. 17.

    Helbling-Leclerc, A. et al. Mutations in the laminin alpha 2-chain gene (LAMA2) cause merosin-deficient congenital muscular dystrophy. Nat. Genet. 11, 216–218 (1995).

  18. 18.

    Jhunjhunwala, S. et al. Diverse modes of genomic alteration in hepatocellular carcinoma. Genome Biol. 15, 436 (2014).

  19. 19.

    Lee, S. et al. Identification of GABRA1 and LAMA2 as new DNA methylation markers in colorectal cancer. Int. J. Oncol. 40, 889–898 (2012).

  20. 20.

    Chauveau, C., Rowell, J. & Ferreiro, A. A rising titan: TTN review and mutation update. Hum. Mutat. 35, 1046–1059 (2014).

  21. 21.

    Tan, H., Bao, J. & Zhou, X. Genome-wide mutational spectra analysis reveals significant cancer-specific heterogeneity. Sci. Rep. 5, 12566 (2015).

  22. 22.

    Greenman, C. et al. Patterns of somatic mutation in human cancer genomes. Nature 446, 153–158 (2007).

  23. 23.

    Chamberlain, J. S., Metzger, J., Reyes, M., Townsend, D. & Faulkner, J. A. Dystrophin-deficient mdx mice display a reduced life span and are susceptible to spontaneous rhabdomyosarcoma. FASEB J. 21, 2195–2204 (2007).

  24. 24.

    Fernandez, K., Serinagaoglu, Y., Hammond, S., Martin, L. T. & Martin, P. T. Mice lacking dystrophin or alpha sarcoglycan spontaneously develop embryonal rhabdomyosarcoma with cancer-associated p53 mutations and alternatively spliced or mutant Mdm2 transcripts. Am. J. Pathol. 176, 416–434 (2010).

  25. 25.

    Hosur, V. et al. Dystrophin and dysferlin double mutant mice: a novel model for rhabdomyosarcoma. Cancer Genet. 205, 232–241 (2012).

  26. 26.

    Schmidt, W. M. et al. DNA damage, somatic aneuploidy, and malignant sarcoma susceptibility in muscular dystrophies. PLoS Genet. 7, e1002042 (2011).

  27. 27.

    Korner, H. et al. Digital karyotyping reveals frequent inactivation of the dystrophin/DMD gene in malignant melanoma. Cell Cycle 6, 189–198 (2007).

  28. 28.

    Wang, Y. et al. Dystrophin is a tumor suppressor in human cancers with myogenic programs. Nat. Genet. 46, 601–606 (2014).

  29. 29.

    Luce, L. N., Abbate, M., Cotignola, J. & Giliberto, F. Non-myogenic tumors display altered expression of dystrophin (DMD) and a high frequency of genetic alterations. Oncotarget 8, 145–155 (2017).

  30. 30.

    Sausen, M. et al. Integrated genomic analyses identify ARID1A and ARID1B alterations in the childhood cancer neuroblastoma. Nat. Genet. 45, 12–17 (2013).

  31. 31.

    Zhang, M. et al. Somatic mutations of SUZ12 in malignant peripheral nerve sheath tumors. Nat. Genet. 46, 1170–1172 (2014).

  32. 32.

    Bettegowda, C. et al. Exomic sequencing of four rare central nervous system tumor types. Oncotarget 4, 572–583 (2013).

Download references


We thank our patients for their courage and generosity. The research was supported by the Virginia and D.K. Ludwig Fund for Cancer Reserach, the Sol Goldman Sequencing Facility at Johns Hopkins, the Johns Hopkins Clinician Scientist Award, the Burroughs Wellcome Career Award for Medical Scientists, the Doris Duke Charitable Foundation (2014107), the Department of Neurosurgery, and SPORE grant P50 CA062924. We thank past and present members of the Skull Base and Brain Tumor Laboratories and the Department of Neurosurgery at Johns Hopkins Hospital.

Author information

Author notes

    • Zev A. Binder

    Present address: Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, 19104, USA

    • Justin A. Bishop

    Present address: Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, 75390, USA

    • Vafi Salmasi

    Present address: Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, 94305, USA

    • Nishant Agrawal

    Present address: Department of Surgery, Division of Otolaryngology and Head and Neck Surgery, University of Chicago, Chicago, IL, 60637, USA

  1. These authors contributed equally: Gary L. Gallia, Ming Zhang.


  1. Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA

    • Gary L. Gallia
    • , Zev A. Binder
    • , Masaru Ishii
    • , Douglas D. Reh
    • , Vafi Salmasi
    • , Rafael J. Tamargo
    • , Tara Williamson
    • , Tianna Zhao
    •  & Chetan Bettegowda
  2. Department of Otolaryngology – Head and Neck Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA

    • Gary L. Gallia
    • , Masaru Ishii
    • , Douglas D. Reh
    • , Rafael J. Tamargo
    •  & Nishant Agrawal
  3. Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA

    • Gary L. Gallia
    • , Christine L. Hann
    • , Alison P. Klein
    •  & Chetan Bettegowda
  4. Ludwig Center for Cancer Genetics and Therapeutics, Department of Oncology and Pathology and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA

    • Ming Zhang
    • , Qing Wang
    • , Bert Vogelstein
    • , Kenneth W. Kinzler
    • , Nickolas Papadopoulos
    •  & Chetan Bettegowda
  5. Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA

    • Yi Ning
    • , Michael C. Haffner
    • , Denise Batista
    • , Justin A. Bishop
    • , Ralph H. Hruban
    • , Alison P. Klein
    • , Lisa M. Rooper
    •  & Alan K. Meeker
  6. Department of Pathology, University of Maryland School of Medicine, Baltimore, MD, 21201, USA

    • Ying Zou
  7. Howard Hughes Medical Institutes, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA

    • Bert Vogelstein
  8. Department of Radiation Oncology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA

    • Chetan Bettegowda


  1. Search for Gary L. Gallia in:

  2. Search for Ming Zhang in:

  3. Search for Yi Ning in:

  4. Search for Michael C. Haffner in:

  5. Search for Denise Batista in:

  6. Search for Zev A. Binder in:

  7. Search for Justin A. Bishop in:

  8. Search for Christine L. Hann in:

  9. Search for Ralph H. Hruban in:

  10. Search for Masaru Ishii in:

  11. Search for Alison P. Klein in:

  12. Search for Douglas D. Reh in:

  13. Search for Lisa M. Rooper in:

  14. Search for Vafi Salmasi in:

  15. Search for Rafael J. Tamargo in:

  16. Search for Qing Wang in:

  17. Search for Tara Williamson in:

  18. Search for Tianna Zhao in:

  19. Search for Ying Zou in:

  20. Search for Alan K. Meeker in:

  21. Search for Nishant Agrawal in:

  22. Search for Bert Vogelstein in:

  23. Search for Kenneth W. Kinzler in:

  24. Search for Nickolas Papadopoulos in:

  25. Search for Chetan Bettegowda in:


G.L.G., C.L.H., N.A., B.V., K.W.K., N.P. and C.B. conceptualized the study and designed the experiments. M.Z. generated the libraries and with G.L.G., Q.W., N.A., B.V., K.W.K., N.P. and C.B. analyzed the next generation sequencing data. Y.N., D.B. and Y.Z. conducted the SNP array experiments. M.H. and A.M. performed the FISH analysis. A.K. provided statistical support and analysis. J.A.B., L.M.R. and R.H.H., performed pathological examination and dissection of tumor tissues. G.L.G., Z.A.B., M.I., D.D.R., V.S., R.J.T., T.W. and T.Z. assisted with patient recruitment and sample acquisition. G.L.G., C.L.H., B.V., K.W.K., N.P. and C.B. wrote the manuscript. All authors reviewed and edited the manuscript.

Competing interests

N.P., K.W.K., and B.V. are founders of Personal Genome Diagnostics, Inc. and PapGene, Inc. K.W.K. and B.V. are members of the Scientific Advisory Board of Sysmex-Inostics. B.V. is also a member of the Scientific Advisory Boards of Morphotek and Exelixis GP. These companies and others have licensed technologies from Johns Hopkins, and N.P., K.W.K, and B.V. receive equity or royalties from these licenses. The terms of these arrangements are being managed by the university in accordance with its conflict of interest policies. The remaining authors declare no competing interests.

Corresponding authors

Correspondence to Gary L. Gallia or Nickolas Papadopoulos or Chetan Bettegowda.

Electronic supplementary material

About this article

Publication history







By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.