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Next generation sequencing of exceptional responders with BRAF-mutant melanoma: implications for sensitivity and resistance

BMC Cancer volume 15, Article number: 61 (2015) Cite this article

Abstract

Background

Patients with BRAF mutation-positive advanced melanoma respond well to matched therapy with BRAF or MEK inhibitors, but often quickly develop resistance.

Methods

Tumor tissue from ten patients with advanced BRAF mutation-positive melanoma who achieved partial response (PR) or complete response (CR) on BRAF and/or MEK inhibitors was analyzed using next generation sequencing (NGS) assay. Genomic libraries were captured for 3230 exons in 182 cancer-related genes plus 37 introns from 14 genes often rearranged in cancer and sequenced to average median depth of 734X with 99% of bases covered >100X.

Results

Three of the ten patients (median number of prior therapies = 2) attained prolonged CR (duration = 23.6+ to 28.7+ months); seven patients achieved either a PR or a short-lived CR. One patient who achieved CR ongoing at 28.7+ months and had tissue available close to the time of initiating BRAF inhibitor therapy had only a BRAF mutation. Abnormalities in addition to BRAF mutation found in other patients included: mutations in NRAS, APC and NF1; amplifications in BRAF, aurora kinase A, MYC, MITF and MET; deletions in CDKN2A/B and PAX5; and, alterations in RB1 and ATM. Heterogeneity between patients and molecular evolution within patients was noted.

Conclusion

NGS identified potentially actionable DNA alterations that could account for resistance in patients with BRAF mutation-positive advanced melanoma who achieved a PR or CR but whose tumors later progressed. A subset of patients with advanced melanoma may harbor only a BRAF mutation and achieve a durable CR on BRAF pathway inhibitors.

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Background

Over 50% of melanomas are characterized by the presence of a BRAF mutation [1]. The most common BRAF mutation (BRAF V600E) leads to constitutive activation of the mitogen-activated protein kinase (MAPK) pathway. Targeting BRAF with RAF-selective inhibitors has demonstrated remarkable tumor shrinkage in those tumors with BRAF mutations [2-4]. Despite these remarkable results, response to BRAF inhibitors is transient for most patients with advanced melanoma.

Previous pre-clinical studies have shown that retreatment with a second BRAF inhibitor in cells that have become resistant to another BRAF inhibitor is unlikely to be an effective strategy [5]. Nor are secondary BRAF mutations believed to play a large role after development of resistance [6,7]. However, reactivation of MAPK pathway through various mechanisms may be in part responsible for the development of acquired resistance [6]. Combination strategies may help to overcome resistance. For example, combining a BRAF inhibitor with agents that target insulin-like growth factor 1 receptor (IGF1R), downstream phosphatidylinositol 3-kinase (PI3K)/AKT signaling and/or MEK pathways may serve to enhance therapeutic effects [5,8]. Identification of molecular alterations in addition to BRAF may help explain why resistance develops more quickly in some patients, and suggest rationale strategies to overcome resistance.

In this pilot study, we investigated patients with advanced melanoma who were responders on clinical trials using BRAF and/or MEK inhibitors.

Methods

Patients

Patients with BRAF-mutant, advanced melanoma who experienced treatment failure with standard therapy, and subsequent partial response (PR) or complete response (CR) on BRAF, MEK, and BRAF/MEK combination targeted trials, and who had tissue available for molecular analysis were eligible. The study was carried out by collaboration between the Department of Investigational Cancer Therapeutics (Phase I Clinical Trials Program) at The University of Texas MD Anderson Cancer Center (MD Anderson) and Foundation Medicine (Boston, MA). The registration of patients in the database, pathology assessment, and preliminary limited mutation analysis (see below) were performed at MD Anderson. Subsequent molecular evaluation with NGS was performed at Foundation Medicine. The study was reviewed and approved by the MD Anderson Institutional Review Board (IRB 5 IRB00006023) with a waiver of authorization to use and disclose protected health information. All patients consented for experimental therapeutic interventions according to institutional guidelines, and all patients had consented to anonymized assessments and analysis of data and outcome of therapy.

Tissue samples and molecular analyses

Mutation analysis at MD Anderson: Archival formalin-fixed, paraffin-embedded tissue blocks or material from fine-needle aspiration biopsy obtained from diagnostic and/or therapeutic procedures was used to test for BRAF mutations. BRAF mutation testing was performed in the CLIA–certified Molecular Diagnostic Laboratory within the Division of Pathology and Laboratory Medicine at MD Anderson. DNA was extracted from micro-dissected paraffin-embedded tumor sections and analyzed using a polymerase chain reaction (PCR)-based DNA sequencing method for BRAF codons 595–600 mutations of exon 15 by pyrosequencing as previously described [9]. Whenever possible, testing for other mutations such as Kirsten rat sarcoma viral oncogene homolog (KRAS) and neuroblastoma rat sarcoma viral oncogene homolog (NRAS), PIK3CA [10], and TP53 was performed. Phosphatase and tensin homolog (PTEN) deletion was assessed using immunohistochemistry and the DAKO antibody (Carpinteria, Ca.) [11].

NGS analysis at Foundation Medicine: Genomic libraries were captured for 3230 exons in 182 cancer-related genes plus 37 introns from 14 genes often rearranged in cancer and sequenced to average median depth of 734X with 99% of bases covered >100X [12] (Additional file 1). The molecular alterations were reported as somatic alterations of known significance and somatic alterations of unclear significance based on the impact of these molecular alterations on tumorigenesis as stated in the scientific literature.

Treatment and evaluation

Starting in July 2010, consecutive patients with melanoma and available tissue who achieved a PR or CR while on a BRAF and/or MEK inhibitor were studied. Treatment continued until disease progression or unacceptable toxicity occurred.

Assessments were performed as specified in each protocol at the beginning of each new treatment cycle. Efficacy was assessed using computed tomography and/or positron emission tomography scan at baseline and then every two cycles (eight weeks). All radiographs were read in the Department of Radiology at MD Anderson. Responses were categorized per Response Evaluation Criteria in Solid Tumors (RECIST) version 1.0 or 1.1 depending on the study the patient was enrolled in (Additional file 2) and were reported as best response [13,14].

Statistical analysis

This is a pilot study with descriptive analyses used to summarize patient characteristics. Time to treatment failure (TTF) was defined as the time interval from the start of therapy to the first observation of disease progression per RECIST version 1.0 or 1.1 depending on the study, or death, or removal from study for any reason.

Results

Patients

A total of ten patients with BRAF-mutant, advanced melanoma who had achieved a PR or CR on a BRAF and/or MEK targeted drug were analyzed for molecular alterations. The median age was 52 years (range, 23 to 60 years) and all ten patients were Caucasian (100%). These patients had received a median of two prior therapies in the metastatic setting. Five patients had an Eastern Cooperative Oncology Group (ECOG) performance status [15] of 0 and five patients had an ECOG of 1. The patient characteristics are summarized in Table 1.

Table 1 Demographics and clinical characteristics of 10 patients with BRAF mutation- positive melanoma
Full size table

Nine of ten patients with BRAF mutations were treated with BRAF inhibitors, either as a single agent (7 patients) or in combination with a MEK inhibitor (2 patients). The remaining one patient was treated with a single-agent MEK inhibitor. The clinical trials are summarized in Additional file 2. Four of ten patients (40%) had a CR, three of which are ongoing for about two years or longer (TTF = 5.6, 23.6+, 27.4+, and 28.7+ months). Six patients (60%) attained a PR (TTF = 3.0, 4.2, 5.7, 7.0, 7.9, and 11.2 months) (Figures 1 and 2).

Figure 1
figure 1

3-D waterfall plot. Best response by RECIST, of ten patients with BRAF-positive melanoma. Time to treatment failure in months is represented by solid lines and the arrow indicates that the patient was still on study when the data was censored.

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Figure 2
figure 2

Time- to-treatment failure and additional molecular alterations in ten patients withBRAF-mutant melanoma. Arrow indicates that the patient was still on study when the data was censored. A comprehensive list of alterations and their timing is found in Table 2 and Additional file 3. Red text refers to alterations seen in post-treatment biopsies.

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Somatic genomic alterations

Eight of ten patients had results of NGS analysis performed on tissues biopsied prior to treatment (range, 2 to 53 months) (Table 2). In two patients, NGS analyses were done on tissues biopsied after treatment initiation; in one case (case #4), the tissue for NGS analysis was obtained six months after treatment initiation from a continuously progressive lesion; in another case (case #5), NGS analyses was performed on three different tissue samples from progressive lesions (at 6, 9 and 26 months after treatment initiation).

Table 2 NGS-based molecular alterations in BRAF -positive melanoma responders
Full size table

All patients harbored a BRAF V600E mutation. One patient (case #2) had an additional BRAF T599S mutation in exon 15. Seven of ten patients (70%) had somatic alterations of known significance in addition to BRAF mutations (Table 2). In addition, seven out of ten patients (70%) had somatic alterations of unclear significance (Additional file 3).

Molecular alterations in responding patients

Two of three patients (66%) with long term CR (28.7+ and 23.6+ months) (cases #1 and 3) had a BRAF mutation as the only molecular alteration of known significance and one of seven patients (14%) with transient CR/PR had only a BRAF mutation (case #6). Alterations of known significance found in other patients included NRAS mutation (n = 2 patients), PTEN deletion (n = 1 patient), adenomatous polyposis coli (APC) mutation (n = 1 patient), cyclin-dependent kinase inhibitor (CDKN)2A or 2B deletion (n = 3 patients), PAX5 deletion (n = 1 patient), neurofibromin 1(NF1) mutation (n = 1 patient), BRAF amplification (n = 2 patients), Aurora kinase A amplification (n = 1), MET amplification (n = 1 patient), microphthalmia-associated transcription factor (MITF) amplification (n = 1 patient), and, v-myc avian myelocytomatosis viral oncogene homolog (MYC) amplification (n = 1 patient) (Table 2). New mutations within the BRAF gene itself were not observed except in one case (case #2) who attained a prolonged CR and had a T599S in addition to a V600E mutation.

Responses in patients with simultaneous NRAS mutations on treatment

NRAS mutations (Q61R and Q61K in codon 61) were detected in two of ten patients (20%). One patient (case #4) attained a PR (TTF = 11.2 months) and had an NRAS mutation on NGS analysis from tissue taken from a continuously progressing lesion 6 months after treatment initiation; adequate tissue sample for testing before treatment was not available. The other patient achieved a CR (case #8; TTF = 5.6 months) and had an NRAS mutation detected in a single PCR assay from a biopsy of the solitary hepatic lesion that progressed after a brief period of initial response (3.8 months after treatment initiation; Figure 3), while the pre-treatment NGS analysis on this patient failed to show an NRAS mutation (17 months before treatment).

Figure 3
figure 3

Computed tomography scans. A) at baseline, B) 2 months, and, C) 3.8 months after treatment initiation with a combination of a MEK and BRAF inhibitor, of a patient (case #8) with short-lived CR (TTF = 5.6 months), who demonstrated an NRAS mutation in a biopsy obtained 3.8 months after treatment initiation. At 2 months, the liver lesion has regressed; at 3.8 months it recurred.

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Molecular evolution with progression

Several patients had more than one biopsy performed, and molecular evolution was demonstrated in their results of molecular analysis. One patient with a CR (case #8; TTF = 5.6 months) had NGS analysis performed on a pre-treatment biopsy (17 months before treatment) that showed a BRAF and an NF1 mutation. Subsequently, a second biopsy 3.8 months after treatment initiation showed an NRAS mutation (Q61K) by single PCR-based analysis (Table 2). One patient (case #5) had three different results on three different biopsy samples from progressive lesions (6, 9 and 26 months after treatment initiation) by NGS analysis. The first, at 6 months after treatment initiation, showed CDKN2A, CDKN2B and PAX5 deletion (in addition to a BRAF mutation), while the second at 9 months after treatment started, showed an additional NF1 truncation. A third NGS analysis obtained 26 months after treatment initiation demonstrated only alterations of unclear significance (Additional file 3). Of interest, this patient was having a mixed response to BRAF-targeted treatment at the time of the third biopsy. That biopsy, which no longer showed the BRAF mutation, was obtained from a tumor that was enlarging; other tumors that had shown the BRAF mutation were regressing on BRAF-targeted therapy.

Timing of molecular analysis

One patient with an ongoing CR of 23.6+ months duration (case #3) had NGS analysis performed on a biopsy obtained 53 months prior to treatment; no alterations of known significance were demonstrated. A second biopsy performed 15 months prior to treatment showed a V600E BRAF mutation in a single PCR-based assay. This patient illustrates a phenomenon of interest, i.e., patients without BRAF mutations can acquire the mutation with progression, and they can be sensitive to cognate targeted inhibitors.

Another patient (case #6) with a biopsy 31 months prior to treatment had only a BRAF mutation among the alterations of known significance. This patient achieved a PR lasting 7.0 months. All other patients with biopsies performed 2 to 17 months prior to treatment had additional alterations of known significance, except for one individual (case #1) who had only a BRAF mutation and achieved a CR that is ongoing at 28.7+ months.

Discussion

In order to better understand response and resistance, we analyzed patients with BRAF -mutant, advanced melanoma who achieved a PR or CR on a BRAF and/or MEK targeted agent. Previous reports [16] provide proof of principal for this next generation sequencing (NGS) platform. NGS identified a broad range of molecular alterations (Table 2; Additional file 3).

Most patients (n = 7) had multiple additional alterations of known oncogenic significance (Table 2). Pathways commonly affected, either directly or indirectly, included the PI3K/AKT/mammalian target of rapamycin (mTOR) axis (via PTEN alterations), the MAPK pathway (via NRAS mutations or NF1 alterations), as well as tumor suppressor signals (via CDKN2A or CDKN2B deletion or RB1 truncation). Other abnormalities included deletion in PAX5 (a paired box transcription factor), and amplifications in MET, BRAF and aurora kinase A. The adenomatous polyposis coli (APC) gene responsible for familial adenomatous polyposis, was mutated in one patient; this gene, when aberrant, activates the Wnt signaling pathway and induces chromosomal instability [17,18]. Loss of its function also triggers the adenoma-carcinoma transition in colorectal cancer [19]. Additional mutations within the BRAF gene itself were not observed except for patient #2 who attained a prolonged CR and had a T599S in addition to a V600E mutation. BRAF amplification was seen in two patients.

These additional molecular abnormalities were at times evident long before treatment including, in one case, 17 months prior to starting targeted therapy (case #8). Only three patients (cases #1, 3 and 6) had no additional alterations of known significance as discerned by NGS, and two of these individuals achieved a prolonged CR with response ongoing 23.6+ months (case #3) and 28.7+ months (case #1), respectively, after starting treatment with a BRAF inhibitor. The third patient (case #6) achieved a transient PR (TTF = 7 months). In case #1, the tissue sample was obtained only 4 months prior to treatment. However, in cases 3 and 6, the tissue samples were acquired 53 and 31 months, respectively, prior to treatment; it is therefore unclear whether or not other biologically-significant alterations might have emerged closer to the time of treatment. One additional patient with a prolonged CR (TTF = 27.4+ months; case #2) demonstrated BRAF and aurora kinase A amplification in addition to a BRAF mutation in a tissue sample obtained 9 months before treatment.

Several observations herein warrant further exploration. First, it is conceivable that NGS analysis may reveal a subset of advanced disease that can achieve prolonged CR on a BRAF inhibitor alone. It is plausible that these patients are the ones that have only a BRAF alteration, or only alterations that influence a redundant signal. For most patients with melanoma, the emergence of resistance is expected. It is somewhat surprising that certain individuals can achieve a CR while harboring numerous potential driving alterations. For instance, the patient with a CR of 27.4+ months (case #2) had an NGS profile demonstrating several possible driver alterations (BRAF and aurora kinase A amplification) in addition to a BRAF mutation. Amplifications in these genes are known to confer resistance to treatment with BRAF inhibitors, though it has been suggested that the resistance driven by BRAF amplification can be overcome by higher doses of a BRAF inhibitor [20] or by combining MEK and BRAF inhibition [21]. The concept of oncogenic addiction may explain response in such individuals [22].

NGS analysis may also provide information that can be exploited to devise optimal combinations of targeted agents for patients at the time of their initial therapy or when resistance emerges. One patient who achieved a CR, albeit of short duration (TTF = 5.6 months; case #8), may have done so because he was treated with a combination of a MEK and BRAF inhibitor. NGS revealed a mutation in NF1 in addition to a V600E BRAF mutation. NF1 is an upstream suppressor that can modulate MEK signaling [23]. Such alterations confirm the need for strategies that incorporate combinations including BRAF and MEK inhibitors. In this patient, an NRAS mutation (Q61K) emerged 3.8 months after treatment initiation, which was demonstrated by a single PCR assay of the tissue sampled from the solitary liver lesion that progressed after treatment. This might have accounted for the patient’s relapse. The second patient (case #4) treated with a MEK and BRAF inhibitor combination demonstrated remarkable response (−34%; PR); a cystic lesion in the chest wall eventually showed progression. Fine needle aspiration cytology of the lesion revealed a Q61R mutation in the NRAS gene and other molecular aberrations in addition to the BRAF mutation.

Altogether two patients developed NRAS mutations after treatment (Figure 2) (cases #4 and #8). The emergence of an NRAS mutation is known to confer resistance to BRAF inhibitors [7], and may therefore explain the failure to achieve a durable response in these patients (n = 1 with PR and n =1 with transient CR) [24,25]. The presence of an NRAS mutation in addition to a BRAF mutation in patients treated with BRAF inhibitors may reactivate the MAP kinase (MAPK) pathway through CRAF [7]. Although MEK inhibitors might seem a rational choice for patients bearing NRAS alterations as anti-tumor activity has been reported in NRAS-mutant cutaneous melanoma patients on MEK 162 [26], experience suggests limited efficacy in such patients with other MEK inhibitors [27]. It is unclear whether this is due to the fact that NRAS signaling is incompletely extinguished by MEK inhibitors or if these tumors bear additional alterations that confer resistance.

One patient had a PTEN deletion (case #4). Alterations in the PI3K/AKT/mTOR pathway have been shown to be operative in multiple tumors including melanoma [28]. For instance, PTEN loss is found in 30-50% of melanomas [29], PIK3CA mutation in 3% [30], and changes in AKT expression in some melanomas [31]. These are actionable alterations in that multiple PIK3CA, AKT and mTOR inhibitors are in clinical trials or are already approved.

Recently, molecular evolution with progression and to some degree heterogeneity between tumors in individual patients has been described [32]. For instance, Wilmott and colleagues [33] reported different subclones in tumor tissue from a single metastatic site in a BRAF-mutant melanoma patient, following progression of disease after seven months of treatment with the BRAF inhibitor vemurafenib; one clone had an additional NRAS mutation. Our data supports such heterogeneity and demonstrates the role that advanced molecular technology may play in understanding and addressing mixed responses. For instance, a patient (case #5) with a PR for 7.9 months had three different biopsies from progressive lesions performed at 6, 9 and 26 months after treatment initiation. Each of these biopsies was analyzed using NGS and each demonstrated different results. The first two analyses, at 6 and 9 months, showed CDKN2A, CDKN2B and PAX5 deletions, but the sample obtained 9 month after treatment initiation also showed an NF1 truncation, probably indicating accumulation of additional changes with disease progression. The results from a sample obtained 26 months after treatment initiation, however, showed no BRAF mutation, or other molecular alterations of known significance. Of interest, the latter biopsy was taken from a tumor that was increasing in size on a BRAF inhibitor, while the other tumors had regressed.

There were several important limitations of this study. First, it is a retrospective study and as such tissue samples were not collected at a uniform time. Second the small number of patients in this pilot study precludes statistical assessments. Third, we focused on responders. Data on non-responders may be equally informative in identifying the mechanisms that confer resistance.

This study demonstrates multiple additional molecular alterations amongst BRAF mutation-positive patients with advanced melanoma who achieved a CR or PR on BRAF targeted agents. These alterations may be responsible for the development of resistance to treatment with BRAF and/or MEK inhibitors. We did not observe frequent new mutations in the BRAF gene itself correlating with resistance, consistent with the reported stability of the BRAF mutation in melanoma [34]; unlike the situation with other kinases such as BCR-ABL or epidermal growth factor receptor (EGFR), where resistance is often mediated by acquisition of additional mutations within the same gene. Given that some BRAF-mutant melanoma patients fail to respond to BRAF inhibitors, and that the majority of patients who do respond to BRAF/MEK inhibitors eventually develop resistance, there is an urgent need to identify possible combination treatments that may be effective. Of interest, some patients with advanced melanoma can achieve prolonged CR, and our investigation suggests that some of these individuals may harbor only a BRAF mutation despite the advanced state of their disease. Further, patients can achieve CR while still harboring aberrations other than those targeted by the agent given. (In our study, 2 of the 4 patients who achieved CRs harbored additional aberrations: aurora kinase and BRAF amplification in one patient, and an NF1 and NRAS mutation in one patient). Therefore tumor complexity does not preclude a complete response. Finally, while obtaining biopsies close to the time of treatment may be ideal, our study illustrates that data obtained from biopsies distant to the time of treatment may still demonstrate aberrations that could be responsible for response and/or resistance. A concern that has been raised is whether patients with multiple aberrations can respond to targeted treatment of one of those aberrations, or whether such treatment is futile.

Conclusion

Our study demonstrates that most of our excellent responders had multiple aberrations. Having these aberrations may (or may not) preclude “cure”, but they do not preclude an excellent response. Our study suggests that further investigation of NGS for identification of actionable molecular alterations before treatment and at the time of resistance is warranted.

Abbreviations

PR:

Partial response

CLIA:

Certified molecular diagnostic laboratory

CR:

Complete response

DNA:

Deoxyribonucleic acid

ECOG:

Eastern Cooperative Oncology Group

NGS:

Next generation sequencing

PCR:

Polymerase chain reaction

RECIST:

Response evaluation criteria in solid tumors

TTF:

Time to treatment failure

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Acknowledgments

Support was provided in part by a grant from Foundation Medicine. We thank the patients and their families. The authors thank Hemwattie Ramnauth, and, Bettzy Stephen in the Department of Investigational Cancer Therapeutics at MD Anderson Cancer Center for their role in data collection.

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Authors and Affiliations

  1. Department of Investigational Cancer Therapeutics – a Phase I Clinical Trials Program, Unit 455, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX, 77030, USA

    Jennifer Wheler, Gerald Falchook, Apostolia M Tsimberidou & David Hong

  2. Foundation Medicine, 150 Second Street, Cambridge, MA, 02141, USA

    Roman Yelensky, Philip J Stephens & Maureen T Cronin

  3. Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX, 77030, USA

    Kevin B Kim & Patrick Hwu

  4. Center for Personalized Cancer Therapy, Moores Cancer Center, The University of California San Diego, 3855 Health Sciences Drive, La Jolla, CA, 92093, USA

    Razelle Kurzrock

Authors
  1. Jennifer Wheler
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  2. Roman Yelensky
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  3. Gerald Falchook
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  4. Kevin B Kim
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  5. Patrick Hwu
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  6. Apostolia M Tsimberidou
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  7. Philip J Stephens
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  8. David Hong
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  9. Maureen T Cronin
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  10. Razelle Kurzrock
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Corresponding author

Correspondence to Jennifer Wheler.

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Competing interests

RY, PS and, MC are employees and stock holders in Foundation Medicine Inc. GF received research funding and travel reimbursement for ESMO 2010 from Glaxo Smithkline. KK received honoraria from Genentech and served as consultant to Roche and Genentech. RK received research funding from Hoffman-LaRoche and Genentech. All remaining authors have declared no conflicts of interest.

Authors’ contributions

JW, RY, PH, PS, MC and RK designed the study and analyzed the results. JW performed the literature search; JW, GF, AT, and, DH collected the data. Data was analyzed by JW, RY, PS, MC and RK and interpreted by JW, RY, GF, KK, AT, PS, DH, MC and RK. All authors contributed to writing. All authors reviewed and approved the final manuscript.

Additional files

Additional file 1:

182 cancer-related genes and 37 introns of 14 genes involved in rearrangements sequenced by NGS.

Additional file 2:

Clinical trials and response assessment of 10 patients with BRAF mutation- positive melanoma.

Additional file 3:

Other NGS alterations of unclear significance a .

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This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.

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Wheler, J., Yelensky, R., Falchook, G. et al. Next generation sequencing of exceptional responders with BRAF-mutant melanoma: implications for sensitivity and resistance. BMC Cancer 15, 61 (2015). https://doi.org/10.1186/s12885-015-1029-z

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  • DOI: https://doi.org/10.1186/s12885-015-1029-z

Keywords

BMC Cancer

ISSN: 1471-2407

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