An Erratum to this article was published on 26 July 2014
Mucinous neoplasms of the appendix (MNA) are rare tumors which may progress from benign to malignant disease with an aggressive biological behavior. MNA is often diagnosed after metastasis to the peritoneal surfaces resulting in mucinous carcinomatosis peritonei (MCP). Genetic alterations in MNA are poorly characterized due to its low incidence, the hypo-cellularity of MCPs, and a lack of relevant pre-clinical models. As such, application of targeted therapies to this disease is limited to those developed for colorectal cancer and not based on molecular rationale.
We sequenced the whole exomes of 10 MCPs of appendiceal origin to identify genome-wide somatic mutations and copy number aberrations and validated significant findings in 19 additional cases.
Our study demonstrates that MNA has a different molecular makeup than colorectal cancer. Most tumors have co-existing oncogenic mutations in KRAS (26/29) and GNAS (20/29) and are characterized by downstream PKA activation. High-grade tumors are GNAS wild-type (5/6), suggesting they do not progress from low-grade tumors. MNAs do share some genetic alterations with colorectal cancer including gain of 1q (5/10), Wnt, and TGFβ pathway alterations. In contrast, mutations in TP53 (1/10) and APC (0/10), common in colorectal cancer, are rare in MNA. Concurrent activation of the KRAS and GNAS mediated signaling pathways appears to be shared with pancreatic intraductal papillary mucinous neoplasm.
MNA genome-wide mutational analysis reveals genetic alterations distinct from colorectal cancer, in support of its unique pathophysiology and suggests new targeted therapeutic opportunities.
Mucinous neoplasms of the appendix (MNA), though rare, represent a common subtype of appendiceal tumors with an incidence of one per million in the US . Primary MNAs are classified histologically as either low-grade appendiceal mucinous neoplasm (LAMN) showing no classic infiltrative invasion or mucinous adenocarcinoma  which reflects a high-grade, invasive form of the disease associated with a worse prognosis. MNAs are often diagnosed after primary tumor rupture and metastasis to the peritoneal cavity and designated as high or low histological grade. The metastatic tumor cells often secrete large quantities of extracellular mucin resulting in the clinical syndrome known as mucinous carcinomatosis peritonei (MCP) or pseudomyxoma peritonei (PMP). Due to its location in the peritoneal cavity, the organ of origin of MCP has been debated for a long time , but a more systematic histology assessment  as well as molecular characterization  has concluded that the vast majority of MCP originates from the appendix. Once peritoneal metastasis has occurred, disease progression, though relatively indolent, is frequently fatal [2, 6].
The primary treatment of low-grade MCP is surgical. Patients with high-grade MCP and those with inoperable disease typically receive therapies approved for colorectal cancer (CRC), although there is a limited understanding of their efficacy. Furthermore, the genome-wide mutational landscape of MNAs remains uncharted and its genetic relationship to CRC has not been thoroughly studied. As a consequence, targeted therapies, which have dramatically improved the outcome in many cancer types, including CRC, have not yet impacted MNA treatment. A few focused studies of MNAs have reported activated KRAS in 50% to 100% of the cases [5, 7–10], loss of heterozygosity of APC in one patient [11, 12], and p53 over-expression in 44% of the cases . A recent study identified frequent mutations in GNAS in LAMN, which were associated with high mucin production . However, the molecular study of MNA remains technically challenging due to: (1) its very low incidence; (2) the poor quality of available MCP samples which have low cellularity (often <5%) and an abundance of extracellular mucin; and (3) the absence of relevant preclinical model systems such as cell lines or xenografts. Notably, none of the molecular alterations identified so far have directly impacted patient care and all resulted from candidate gene approaches.
Systematic genome-wide sequencing of many cancer types has recently revealed an extensive repertoire of cancer-driving genes and pathways. Such studies have led to an increased understanding of tumor biology offering new opportunities for therapy and prognosis. Many cancers including CRC have been initially explored genome-wide by analyzing a small number of samples , with findings later borne out by larger-scale studies . Here, we present the first comprehensive molecular profiling of MCP from appendiceal origin, an advanced stage of MNA with limited treatment options. We performed whole exome sequencing of 10 cases, nine low-grade and one high-grade, and validated the results in 19 additional cases including three primary LAMN. Our findings have immediate implications for clinical care and suggest opportunities to develop novel therapies targeting pathways driving both tumor growth and mucin production.
Research on specimen from human MNA was approved by the Institutional Review Board of the University of California, San Diego. Before enrolling in the study, all patients gave informed consent. DNA was obtained from matched blood (normal DNA) or fresh frozen tumor tissue (tumor DNA) isolated by laser-capture micro-dissection (LCM) of tumor cells from MCP of appendiceal origin (nine low grade, one high grade samples from the discovery group - Additional file 1: Figure S1) or directly from the formalin fixed paraffin embedded (FFPE) slides (five high-grade MCP, 11 low-grade MCP, and three LAMN samples from the validation group).
For the discovery group, we performed whole exome capture on 2.5 μg of genomic DNA from 10 normal samples or 500 ng of DNA from 10 matching LCM tumor samples using the Agilent SureSelect Human All Exon v4 capture kit. Each resulting library was sequenced using one-quarter of a lane of Illumina HiSeq 2000 for 2 × 100 cycles. The resulting reads were aligned to the human genome with BWA, refined with GATK, the somatic variants and copy numbers were called using Varscan. The raw sequencing reads are available at the NCBI short read archive (SRA067608). For the validation group, we detected the presence of low frequency mutations using ultra deep targeted sequencing of PCR amplicons from KRAS codons 12/13/146, GNAS codon 201/227, and SMAD2 codon 465 on the Illumina HiSeq 2000. We also confirmed the presence of KRAS and GNAS mutations by digital droplet PCR assays specific to KRAS G12A/V/D and GNAS R201C/H (RainDance Technologies’ RainDrop dPCR system).
Adjacent slides from FFPE blocks were stained for H&E or incubated with primary antibodies against Phospho-p44/42 MAPK (Erk1/2) (Thr202/Tyr204) or Phospho-(Ser/Thr) PKA Substrate (Cell Signaling Inc.). All staining was compared to normal appendix. The signal was scored by staining intensity (0 to 3+) and fraction of stained tumor cells (0% to 100%). The enzyme was considered active at a signal greater than 2 in more than 25% of tumor cells.
Complete material and methods are available as Supplemental Information (Additional file 2).
Results and discussion
Global mutational landscape
We identified 2,173 somatic mutations located in the sequenced regions across all 10 tumors (Additional file 3: Table S1) with a median of 54 non-silent mutations per tumor, a number similar to non-hypermutated colorectal cancers (CRC) . Not surprisingly, the high-grade sample had the highest mutation rate (4.9 per Mbp). The median allelic fraction observed at somatically mutated positions was 0.43 (Additional file 1: Figure S2). Therefore the laser-capture microdissection successfully enriched for tumor cells up to 86%, ensuring sensitive mutation identification. The profile of substitutions showed a majority (55%) of C > T transitions, a common characteristic of CRCs, which suggests that similar mechanisms are involved in DNA mutagenesis and repair (Additional file 3: Table S2).
Of the somatic mutations identified, 693 predicted an altered protein sequence in 642 unique genes (Additional file 3: Table S3 and S4) of which 36 are mutated in two or more tumors. The altered genes significantly affected 20 known pathways (corrected P <0.01 - Additional file 3: Table S5), most of which represent common signaling pathways mutated in cancer, overlapping with Ras-PI3K-Akt, Wnt, TGFβ, or cAMP-PKA pathways. To determine the significance of each recurrently mutated gene, we measured their false recurrence rate (FRR) (Additional file 2). Of the 36 recurrently mutated genes, 25 were considered significant (FRR <0.05, Table 1). The non-significant genes contained expected false positives such as TTN and MUC16 or CSMD1, highlighting the specificity of the FRR estimation. The significant genes included genes frequently mutated in CRC such as KRAS (mutated in N = 10/10), SMAD2 (2/10), and FAT4 (3/10), as well as genes mutated in other cancers such as GNAS (9/10). Ten of the 25 remaining genes could be linked to oncogenesis, however with a lesser degree of certainty. Surprisingly, the most frequently mutated genes in CRC, APC and TP53, were not recurrently mutated in the 10 MNAs analyzed, suggesting distinct oncogenic processes.
Using the differences in coverage depth between tumor and normal DNA, as well as evidence of loss of heterozygosity, we were able to identify large (>1 Mb) copy number aberrations (CNAs) (Figure 1). CNAs in the low-grade MCPs represented a smaller portion of the genome than for the high-grade MCP (median 138 Mb vs. 1.1 Gb - Additional file 3: Table S6), suggesting a greater chromosomal instability in high-grade tumors. An analysis at the level of the chromosome arm and cytobands revealed several recurrent CNAs (Additional file 3: Table S7 to S9) among which the gain of 1q (amplified in N = 5 tumors), 20q (N = 2), 12p13 (N = 2), and 19p12 (N = 3) as well as the loss of 1p36 (N = 3), 20p12 (N = 2), or 16q24 (N = 3). Gain of 1q, 20q or 12p13 as well as loss of 1q36 or 20p12 are also frequent in CRC . In contrast, CNAs present in more than 50% of CRC tumors, such as amplification of chromosomes 7, 8, or 13, loss of 8p or 18, were absent or only seen once in MNA. Notably, none of the amplified large chromosomal segments showed a ploidy higher than 4, and we identified only two focal deletions and one focal amplification, spanning ST14, p15/p16, and CCND1 genes, respectively, in three independent samples (Additional file 3: Table S10). This suggests that high and recurrent copy number aberrations are uncommon and unlikely to drive MNA progression. Therefore both the sequencing and the copy number analysis demonstrate that while MNAs may share some somatic mutations with CRC, there are clear genetic differences between these cancer types.
GNAS and KRAS mutations in low-grade MCP
The most striking genetic alterations identified were the presence of both GNAS and KRAS mutations in every low-grade MCP. KRAS was mutated in all nine low-grade MCP samples, with three different missense alterations: G12V (N = 7), G12D (N = 1), and A146T (N = 1). The analysis of 14 additional samples, including three primary LAMN, by ultra-deep targeted sequencing revealed that KRAS was mutated in 91% (21/23) of low-grade MNAs (Figure 2 and Additional file 3: Table S11a). This incidence is significantly higher than observed in CRC  or in previous reports on MNA [5, 7–10, 13]. The less frequent KRAS-A146T mutation has been observed in approximately 5% of CRC  and increases RAS activity, mediating resistance to EGFR inhibitor gefitinib . Immunostaining of 14 specimens (both low-grade MCP and LAMN), revealed frequent phosphorylation of Erk and Akt (Figures 2 and 3) as expected from constitutive RAS signaling predicted by oncogenic KRAS mutations. Finally, we observe, in one sample, the co-occurence of two KRAS mutations (G12V and G12D - Additional file 3: Table S17), indicating that different populations of KRAS-mutated cells can co-exist within one specimen, as previously observed in CRC .
GNAS encodes for the stimulatory G protein alpha subunit (Gαs). It was originally found to be mutated in pituitary tumors  and more recently in intraductal papillary mucinous neoplasms of the pancreas (IPMN), gastric, and intestinal adenomas, as well as CRC and low-grade mucinous neoplasm of the appendix (LAMN) [13, 20–23]. We observed three types of GNAS mutations at two sites, R201C (N = 7), R201H (N = 1), and Q227H (N = 1), all of which are known to activate Gαs , resulting in increased cAMP levels and PKA activity. The analysis of 14 additional cases indicates that GNAS was mutated in 82% (19/23) of low-grade MCP or LAMN and immunostaining of phosphorylated PKA substrates in 14 low-grade samples reveals strong PKA activation in all cases (Figures 2 and 3), Finally, both KRAS and GNAS mutations detected in one low-grade MCP specimen were also identified in the matched primary LAMN and associated with the activation of Akt and PKA (Additional file 1: Figure S3) indicating, for this patient, the lack of major phenotypic evolution during the metastasis.
PKA activity in high-grade MCP
The high-grade MCP analyzed by whole exome sequencing differs notably from low-grade MCPs by the larger number of chromosomal rearrangements, the presence of a TP53 mutation and the absence of GNAS mutation. Using ultra deep targeted sequencing in five additional high-grade MCPs, we were able to detect a GNAS mutation only in one sample, suggesting that the GNAS mutational status is significantly different between low-grade and high-grade (21/23 vs. 1/6; P = 0.005; Additional file 3: Table S11 and Figure 2). This observation is consistent with the recent observation of GNAS mutations in LAMN but not in primary mucinous adenocarcinoma of the appendix . By immuno-histology, we were able to observe the strong activation of PKA in 3/3 high-grade MCPs, even in absence of GNAS mutations (Figures 2 and 3). A close inspection of the mutations identified in the high-grade MCP sample from the discovery group revealed a W197S mutation in the catalytic subunit of PKA (encoded by PRKACA). A different substitution at the same residue is known to result in PKA constitutive activation .
Additional mutated cancer genes
Other cancer genes were recurrently mutated in MNAs. Members of the TGFβ pathway SMAD2, SMAD3, SMAD4, TGFBR1, and TGFBR2 were mutated in seven samples (Figure 2). All mutations are predicted to be loss of function (Additional file 3: Table S4). Interestingly both SMAD2 mutations identified occur at Ser465 residue, thereby abolishing a phosphorylation site essential for Smad4 binding and propagation of TGFβ signaling . Furthermore, both SMAD2 mutations are homozygous due to a loss of heterozygosity of chromosome 18 (Additional file 1: Figure S4), suggesting a complete loss of function. The ultra deep targeted sequencing of 19 additional samples reveals deleterious mutations at Ser464 and Ser467 in two samples (Additional file 3: Table S11a), suggesting that overall, Smad2 activity is impaired in approximately 13% of MNAs. Similarly, both TGFBR1/2 mutations are homozygous and TGFBR1-S241L has been identified in inherited diseases [27, 28], suggesting a loss of function. Therefore, our analysis indicates that 7/10 MNAs may have impaired TGFβ signaling, a higher incidence than that observed in non-hypermutated CRC (24%). Genes in the Hippo pathway were also altered, affecting 4/10 MNAs through mutations in FAT4, FAT3, and DSCH1. Hippo pathway inactivation has been observed in cancer  including CRC in which both FAT4 and FAT2, putative Hippo pathway receptors , are significantly mutated in 24% of the cases . FAT4 has been recently established as a tumor suppressor , generally mutated in less than 10% of epithelial cancers (Additional file 3: Table S12). Our results therefore suggest that the inactivation of genes in the Hippo pathway may contribute to MNA development in ways similar to CRC. Genes belonging to the Wnt pathway were mutated in 3/10 MNAs. Mutations in WNT7A and WNT10A are predicted to be deleterious (Additional file 3: Table S4) while CTNNB1-D32N is known to affect the ubiquitination recognition motif of beta-catenin resulting in increased protein stability . This suggests that Wnt activation may promote oncogenesis in a subset of MNAs, despite the notable absence of APC alterations frequently observed in CRC. Finally, we observed non-synonymous mutations in other cancer-related genes such as ATR, TP53 (DNA repair), PIK3CA (Akt signaling), c-FOS (Immediate early oncogene), GRIN2B/2C (Glutamate receptors) or PKCB/D (PKC subunits). These results, together with the recurrent mutated gene analysis (Table 1) suggest that several pathways may contribute to MNA oncogenesis. Importantly both mutations in DNA repair pathway genes ATR and TP53 - with loss of heterozygosity - were identified in the high-grade MCP sample consistent with its higher mutation rate.
MNA molecular relationship to colorectal cancer
Since it was first described in 1842 by Rokitansky, the site of origin and the underlying pathophysiology of tumors that most commonly give rise to MCP and PMP have been much debated. The disease classification has proven difficult owing to the varying histologic appearance and clinical behavior of MNA that metastasize to the peritoneal surfaces . We present for the first time, a genome-wide mutational analysis of MCPs of appendiceal origin, which provides the genetic basis of this unusual disease. Our analysis reveals some genetic similarities between MNA and CRC, but many striking differences. Altered in less than half of CRC, KRAS mutations are present in 90% of MNAs. Other CRC-related genetic alterations include frequent amplification at chromosome 1q and loss at the 1q36 locus. This result suggests that MCL1, located on 1q21 and recently reported as amplified in MCP of appendiceal origin , is part of larger chromosomal gain. Its oncogenic role in MCP or MNA remains to be established. Mutations in the Wnt pathway, common in CRC, are also seen in MNA, but with the remarkable absence of APC mutations. Similarly, TGFβ is impaired in two cases by the SMAD2 mutations at Serine 465, never observed in CRC . Another striking difference between MNA and CRC is the absence of TP53 mutations, except for a high-grade sample, consistent with the association of high-grade histology with increased chromosomal instability. In complement to our study, we also ordered the clinical sequencing of a 236-genes panel (Foundation One - Foundation Medicine, Cambridge, MA, USA) for seven additional patients diagnosed with high-grade MCP. The test includes genes such as APC, TP53, KRAS, GNAS, CTNNB1, TGFBR2, SMAD2, SMAD4, and PKAR1A. While no mutations were reported in APC, SMAD2, CTNNB1, or PKAR1A, the majority of patients carried mutations in KRAS (N = 4), GNAS (N = 1), TP53 (N = 3), TGFBR2 (N = 1), and SMAD4 (N = 1), thus showing consistency with our initial findings. One explanation for the lower fraction of KRAS-mutated samples is the greater sensitivity of our research assay, involving laser capture microdissection, inclusion of a matched germline control and analytical optimization for low cellularity specimen. Owing to the rarity of MNA and the technical challenges with tissue collection and sample preparation, our study was conducted with a relatively limited number of samples and the investigation of additional samples will be important to determine the potential role TGFβ and Wnt signaling pathways in appendiceal tumorigenesis.
Perspective on Ras and PKA pathway crosstalk
In contrast to a previous report which lacked sensitivity and did not assess downstream pathway activity , our work formally establishes the universal activation of the PKA pathway in most MNAs, most often through activating mutations in GNAS. We observed that activating mutations in GNAS and KRAS co-exist in neoplasms at high frequency only in MNAs and pancreatic IPMN (Figure 4a). Interestingly, both IPMN and low-grade MNA are benign tumors that share important common clinico-pathologic characteristics such as slow-growth, invasiveness, and high production of mucin. In addition, when clinically localized to the organ of origin, they each have a favorable prognosis when treated with surgical resection. It is possible that the common clinico-pathological features are the direct consequence of the simultaneous activation of KRAS and GNAS within two major signaling pathways (Ras-PI3K-Akt and cAMP-PKA). The activation of these two pathways can be symbiotic and sustain cell growth (Figure 4b). Indeed, although KRAS-mutated cells are susceptible to apoptosis in low-glucose condition, this effect can be countered by high cAMP levels, increasing proliferation . In addition, GNAS- mutated cells may not have proliferative advantage over normal cells  but are predicted to be more invasive by triggering regulated exocytosis of multiple MMPs, VEGF and mucins [37–40] and transcriptional upregulation of MUC1 oncogene . Thus, this suggests that each mutation depends on the other to gain some advantageous phenotype, balancing proliferation, and invasive capacity. Additional interactions in the two pathways may explain the relatively indolent course observed in both MNA and IPMN. Indeed the Ras-PI3K-Akt pathway activates PDE4B, a potent scavenger of cAMP , thus mitigating the effect of GNAS mutations located upstream in the pathway. Interestingly, we found that a high-grade MCP lacking GNAS mutations carries instead an activating mutation in PKA. Such tumors would be insensitive to Ras-PI3K-Akt mediated activation of PDE4B and degradation of cAMP. This effect would allow the synergy between RAS and cAMP pathways to impart a higher-grade histology. Furthermore, cAMP is known to inhibit Ras-Raf-Erk signaling . This antagonism can be observed in our IHC experiment (Figure 2) where 11/19 and 19/19 MNAs display activated Erk and Akt, respectively, suggesting that the Ras- PI3K-Akt pathway is more consistently activated than the Ras-Raf-Erk pathway. We identified additional potential crosstalk between the two pathways, both synergetic and antagonistic (Figure 4b), suggesting areas of future investigation to determine their importance in MNA etiology. The absence of recurrent GNAS mutations in high-grade tumors also suggests that, in most cases, they do not progress from a low-grade lesion. The only high grade MCP case also mutated for GNAS showed additional low-grade lesions in different areas of the peritoneal cavity. The specimen studied may have contained a portion of low grade MCP not seen in the diagnostic section, or alternatively, both types of lesions may have a putative common origin in this patient. The presence of KRAS alterations in both high-grade and low-grade tumors suggests that the KRAS mutation occurs earlier in the course of tumorigenesis. Finally, lesions acquiring GNAS mutations seem to ultimately result in low-grade tumors, while activation of the PKA signaling via alternative mechanisms, accompanied by additional mutations such as TP53, seems to be characteristic of high-grade tumors.
GNAS mutations have also been recently reported in precancerous/benign lesions of the digestive tract: villous adenomas in the stomach and in the colon [20, 23]. Interestingly, villous architecture and high mucin secretion are a common characteristic of these tumor types. The malignant potential of villous adenomas of the appendix is well-documented and it is estimated that approximately 40% to 66% of non-invasive adenomas may eventually transform into carcinoma in situ . Thus, it is tempting to speculate that MNAs may originate from villous adenomas of the appendix. In contrast to colorectal villous adenomas, mucin generated by MNA would accumulate locally in the small lumen of the appendix, leading to rupture into the peritoneal cavity and increased risk of MCP.
Our findings also have some immediate implications for the management of patients with MCP secondary to MNA that is not amenable to surgical cytoreduction. KRAS testing done via CLIA approved methods has yielded mutation rates in the range of 50% to 60%, considerably lower than what we observed in this study. It is not surprising that current diagnostic assays underestimate the incidence of KRAS mutations given the hypocellular nature of metastatic lesions from MCP. False negative results have profound clinical implications as many MNA patients are subject to therapy with EGFR monoclonal antibodies which are ineffective and potentially harmful in the presence of mutant KRAS. Our findings also raise the potential for novel targeted approaches to MNA. The universal presence of oncogenic KRAS mutations leading to phosphorylation of Erk, as well as the fact that MEK-ERK signaling can activate transcription of MUC2, suggests that MEK inhibitors would be logical agents to explore in this disease. Similarly, given the consistent activation of Akt in MNA, targeting PI3K/AKT signaling may also have clinical benefits . Agents targeting the cAMP-PKA pathway would also be sensible choices given the deregulation of this pathway in nearly all samples. Given that the production and secretion of mucin accounts for much of the morbidity from this tumor type, even therapies that act solely to reduce mucin production and secretion alone could have profound clinical value. Finally, agents targeting TGFβ and Wnt signaling may provide therapeutic opportunities in selected cases. The current lack of suitable preclinical models of MNA make proof of concept studies challenging, but the information gained here may guide development of such models and encourage further research on MNAs.
The genome-wide mutational analysis of mucinous carcinomatosis peritonei of appendiceal origin reveals genetic alterations distinct from colorectal cancer. Mutations in both Ras and PKA pathways, which are tightly interacting, are consistent with the unique pathophysiology of the disease: a slow progressing neoplasm accompanied by important secretion of mucin. Additionally, the lower prevalence of GNAS mutations in high-grade lesions indicates that they do not progress from low-grade. Finally, the very frequent activation of Ras and PKA pathways, as well as sporadic alterations in TGFβ and Wnt signaling pathways suggest, for the first time, that targeted therapies may have important benefits for these patients, which are currently primarily treated with surgery and chemotherapy.
Formalin fixed paraffin embedded
False recurrence rate
Low-grade appendix mucinous neoplasm
Mucinous carcinomatosis peritonei
Mucinous neoplasm of the appendix
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We thank the many patients who consented to participate in this study without which this work would not have been possible. We thank Randy French, Dawn Jaquish, Jimmy Salinas, and Hiroko Matsui for technical assistance. We are grateful to Drs. Joshua Fierer and Janet Lau for the use of their Laser-Capture Microdissection Equipment. We thank Dr. P Fanta, Dr. M Choueiri, JP Shen, and Foundation Medicine for sharing the clinical assay results. This work was supported by grants from the National Cancer Institute (R21CA155615 and R21CA152613) to OH and KAF, from the National Center for Advancing Translational Research (UL1RR031980) to Dr. Gary Firestein, from the PMP Research Foundation via the National Organization of Rare Diseases to AML, from the UC San Diego School of Medicine Academic Senate to KAF, and by the Moores Cancer Clinical Translational Pilot Award via the National Cancer Institute CCT (P30CA023100) to OH and AML. HA is supported by a grant from the German Cancer Aid (#109790). MB was supported by a fellowship from the National Cancer Institute (T32-CA121938).
Authors and Affiliations
Division of Genome Information Sciences, Department of Pediatrics, Rady Children’s Hospital, University of California San Diego, La Jolla, CA, USA
Hakan Alakus, Kristen Jepsen, Yang Dai, Angelo Arias, Kelly A Frazer & Olivier Harismendy
Division of Surgical Oncology, Department of Surgery, University of California San Diego, La Jolla, CA, USA
Michele L Babicky, Evangeline S Mose & Andrew M Lowy
Department of Medicine, University of California San Diego, La Jolla, CA, USA
Pradipta Ghosh & Richard B Schwab
Bioinformatics Graduate Program, University of California San Diego, La Jolla, CA, USA
Moores UCSD Cancer Center, University of California San Diego, La Jolla, CA, USA
Pradipta Ghosh, Richard B Schwab, Andrew M Lowy, Kelly A Frazer & Olivier Harismendy
Department of Pathology, University of California San Diego, La Jolla, CA, USA
Michael R Peterson
Clinical and Translational Science Institute, University of California San Diego, La Jolla, CA, USA
Kelly A Frazer & Olivier Harismendy
Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
Kelly A Frazer
RainDance Technologies, Lexington, MA, USA
Michael L Samuels
Department of General, Visceral and Cancer Surgery, University of Cologne, Köln, Germany
MLS is an employee from RainDance Technologies. The remaining authors declare that they have no competing interests.
HA, MLB, KJ, YD, AA, and MLS generated the data. HA, SY, and OH analyzed the data. HA, MLB, ESM, RBS, MRP, and AML collected and analyzed the tissue specimen. HA, KAF, AML, and OH designed the study. HA, PG, KAF, AML, and OH wrote the manuscript. All authors read and approved the final manuscript.
Andrew M Lowy, Kelly A Frazer and Olivier Harismendy contributed equally to this work.