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Emergence of RAS mutations in patients with metastatic colorectal cancer receiving cetuximab-based treatment: a study protocol



In the management of patients with RAS wild-type metastatic colorectal cancer (mCRC), anti-epidermal growth factor receptor (EGFR) therapies have demonstrated a clinical benefit, with longer survival. However, the correlation between the emergence of circulating RAS mutations and secondary resistance to anti-EGFR therapies requires further elucidation. In this study, we aim to examine evolutionary changes in RAS mutations through liquid biopsy in patients with mCRC during and after anti-EGFR therapy.


A total of 120 patients diagnosed with RAS wild-type mCRC will be enrolled in this study. Patients will receive a cetuximab-based infusional 5-fluorouracil regimen as first-line treatment. Cetuximab-based treatment is expected to continue until disease progression, intolerable toxic effects, or withdrawal of consent. Blood samples from enrolled patients will be collected before and then every 3 months during cetuximab-based treatment and also at disease progression. These blood samples will be evaluated for RAS resistance mutations by using the MassARRAY platform. The primary endpoint is the percentage of RAS mutations detected in circulating DNA from patients during cetuximab treatment. The correlation between the tumor response and survival outcomes of these patients and the emergence of circulating RAS mutations will be further analyzed.


Liquid biopsy is a powerful technology that can represent tumor heterogeneity in a relatively noninvasive manner. Because RAS mutations play a major role in resistance to anti-EGFR therapy for mCRC, examining evolutionary changes in these mutations during such treatment through liquid biopsy would be useful. After comprehensively analyzing the emergence of circulating RAS mutations and its clinical relevance in this study, our results should provide practical guidance on anti-EGFR therapy for mCRC.

Trial registration

The date of trial registration (NCT03401957) in this study was January 17, 2018.

Peer Review reports


Colorectal cancer (CRC), a neoplasm arising from the large bowel, is a common and lethal disease with approximately 1,100,000 new cases and 550,000 deaths worldwide in 2018 [1]. In Taiwan, CRC is the most commonly diagnosed cancer (15,579 new cases in 2015) and the third most common cause of cancer-related deaths (5687 deaths in 2015) [2]. Nearly 20% of newly diagnosed cases of CRC are metastatic at initial presentation; a certain proportion of patients in early stages would also develop metastases even after curative surgery [3]. Systemic treatment is generally recommended for metastatic CRC (mCRC). In addition to conventional chemotherapy drugs, several agents targeting the molecular drivers of CRC pathogenesis, including signaling pathways mediated by the epidermal growth factor receptor (EGFR) and vascular endothelial growth factor, have been applied in such patients, with increasing survival rates [4,5,6,7,8].

Cetuximab is an EGFR-targeted monoclonal antibody with established clinical benefits as a component of first-line treatment for patients with RAS wild-type mCRC [7, 8]. The predictive role of RAS mutations in the clinical responses of mCRC to anti-EGFR therapies has been demonstrated in several pivotal studies [7,8,9,10,11]. RAS belongs to a family of small G proteins, including HRAS, KRAS, and NRAS, which are responsible for ligand-dependent receptor activation. In general, KRAS mutations are found in approximately 40% of patients with CRC, NRAS mutations are about 3%, and HRAS mutations are relatively rare [11, 12]. Mutations at key sites within the RAS family cause constitutive activation of RAS-associated signaling, rendering anti-EGFR therapies ineffective for mCRC. Therefore, the identification of RAS mutations in tumor tissues to determine patients that are more likely to benefit from anti-EGFR therapies has become standard in the pretreatment management of patients with mCRC [12]. Moreover, acquired resistance inevitably appears in some patients after the initial response to cetuximab, thus limiting the clinical benefit of this anti-EGFR antibody. The emergence of RAS mutations is also potentially responsible for acquired resistance to cetuximab in patients with mCRC [13,14,15]. RAS mutations have been identified after anti-EGFR therapies in approximately 50% of patients with RAS wild-type mCRC [13, 14]. In addition, genetic alterations in BRAF, a downstream effector of the EGFR signaling pathway, have been found in around 5% of patients with CRC. Some meta-analyses have shown that BRAF-mutant CRCs are associated with the low clinical efficacy of anti-EGFR therapies [11, 12]. Accordingly, dynamic monitoring for the emergence of activation mutations of effectors downstream located in EGFR signaling pathway, especially RAS mutations in patients undergoing anti-EGFR therapies can be a useful tool to determine tumor response and ongoing patient care.

During cancer progression, circulating nucleic acids carrying specific genetic alterations of tumor cells (circulating tumor DNA, or ctDNA) from both primary and metastatic sites can enter the bloodstream [16]. Liquid biopsy is a newly developed technique capable of detecting these genetic alterations, especially specific base nucleotide substitutions from ctDNA, through blood sampling. Certain point mutations of tumor cells from circulating free DNA (cfDNA) in the plasma of patients with a given cancer type, including CRC, have been identified [17, 18]. An analysis of cfDNA through liquid biopsy avoids the limitations of tumor tissue-based mutation analysis. Therefore, this minimally invasive technique can offer the advantage of continuously monitoring the major genotype represented in tumor cells with a complex heterogeneity. Nevertheless, substantial challenges remain because ctDNA often represents only a small fraction of total cfDNA [19,20,21]. Standard sequencing approaches, such as the Sanger sequencing method, can only detect tumor-specific mutations in patients with a heavy tumor burden. A personalized approach using sensitive detection tools, such as next generation sequencing (NGS), is also not feasible in routine clinical practice due to the high cost and demand for qualified research personnel.

More recently, a mass spectrometry-based technique combined with a single-base extension polymerase chain reaction (PCR) has been used to investigate genotyping across a variety of human cancers [22, 23]. This high-throughput technique, called the MassARRAY platform (Sequenom, Brisbane, Australia), can access up to 40 single-nucleotide polymorphisms in a single reaction with satisfactory sensitivity and specificity. Results from other studies have verified the concordance of genotyping in CRC patient-matched plasma and tumor tissue samples using this mass spectrometry platform [23, 24]. Therefore, in this prospective study, we will use this platform to examine RAS mutations in serial blood samples collected from patients with mCRC undergoing cetuximab treatment. To determine a more effective anti-EGFR therapeutic strategy for mCRC, the correlation between the clinical response of tumors to cetuximab and the emergence of resistant mutations will also be analyzed.


Study design

This single-arm, non-interventional, uncontrolled, multicenter study will evaluate the emergence of RAS mutations in patients with mCRC receiving a cetuximab-based regimen as first-line treatment. In this investigator-initiated study, patients diagnosed with RAS wild-type mCRC will be recruited. Patients for whom treatment is planned with a cetuximab-based regimen under the locally approved label will be enrolled. In addition to cetuximab, infusional 5-fluorouracil is required and combination with oxaliplatin or irinotecan is allowed in first-line treatment. On the basis of the best scientific knowledge, clinical practice for each patient is determined entirely by the responsible investigator. This cetuximab-based treatment is expected to continue until disease progression, intolerable toxic effects, or withdrawal of consent. Blood samples from patients enrolled in this study will be collected before the start of cetuximab-based chemotherapy and then every 3 months during first-line treatment. Blood sampling is also required within 3 weeks of disease progression following cetuximab and second-line treatments. The blood samples will be sent to the central laboratory at Taipei Institute of Pathology and evaluated for the RAS genotype by using the MassARRAY technique. Pretreatment tissue sections will also be re-evaluated for the RAS genotype by using this technique if a discordance of RAS genotype occurs between the tissue and blood samples of the same patient. This study is briefly outlined in Fig. 1.

Fig. 1
figure 1

Schematic flowchart providing an overview of the study design; wt, wild-type; mCRC, metastatic colorectal cancer; 1 L, first-line treatment; 2 L, second-line treatment; PD, progression of disease

Study objectives

The primary endpoint is the percentage of RAS mutations detected in the cfDNA of patients with mCRC during first-line cetuximab treatment. The secondary objectives are the following endpoints: 1. duration between the start of cetuximab treatment and the new detection of a RAS mutation; 2. percentage of mutated alleles detected at disease progression; 3. clinical responses and metastasis resection rates during first-line cetuximab treatment; 4. progression-free and overall survival of patients receiving first-line cetuximab treatment; 5. correlations between RAS resistance mutations after cetuximab treatment (occurrence and levels) and clinical survival outcomes; 6. total cetuximab dosage in first-line treatment; and 7. correlations between irinotecan or oxaliplatin dosage and acquired resistance to cetuximab.

Eligibility criteria

In this multicenter study, we intend to enroll 120 patients with wild-type RAS mCRC from four participating hospitals, namely Kaohsiung Medical University Hospital, Taipei Veterans General Hospital, Cathay General Hospital, and National Cheng Kung University Hospital. The selection of patients is at the discretion of the investigator. Inclusion and exclusion criteria are listed below.

Inclusion criteria

  1. 1.

    Patients with mCRC for whom a cetuximab-based regimen is planned as first-line treatment after considering routine clinical practice, the locally approved label, and the best scientific knowledge. The choice of the chemotherapy regimen for first-line treatment is also at the sole discretion of the investigator, based upon routine clinical practice.

  2. 2.

    Patients aged 20 years and above.

  3. 3.

    Patients pathologically and molecularly diagnosed with wild-type RAS CRC.

  4. 4.

    Patients willing to provide blood samples during the study.

  5. 5.

    Patients willing and able to provide signed informed consent.

Exclusion criteria

  1. 1.

    Patients with a history of any anti-EGFR therapy.

  2. 2.

    Contraindications to cetuximab as per the locally approved label.

Blood sampling

Blood will be obtained from an arterial or venous line according to standard phlebotomy technique, with a Cell Free DNA collection tube (Roche) used for sampling. Blood specimens will be shipped at room temperature within 24 h, and plasma preparation and cfDNA extraction will be performed within 7 days of sampling at Taipei Institute of Pathology.

RAS mutation analysis of cfDNA and tissue samples

Before mutation analysis, cfDNA will be extracted using the Cobas cfDNA sample preparation kit, and a representative tumor sample (primary or metastasis) will be made available for a repeat RAS mutation analysis in case of any discordance between the tumor tissue and cfDNA analyses. Three to five sections of a formalin-fixed paraffin-embedded (FFPE) tissue for DNA extraction will be made using the QIAamp DNA FFPE tissue kit. Mutations will be detected using a MassARRAY platform combined with the single allele base extension reaction (SABER) technique (Agena, San Diego, California, USA). In a SABER reaction using the iPLEX enzyme, SABER terminator mix, and extension primer mix (iPLEX Pro kit, Agena), clinically relevant mutations in KRAS, NRAS and BRAF genes are targeted (Additional file 1: Table S1). After the addition of a cation exchange resin to remove residual salt from the reactions, a purified primer extension reaction is loaded onto the matrix pad of a SpectroCHIP bioarray (Sequenom) by using a MassARRAY nano-dispenser and assayed on the MassARRAY platform. The mutation peaks are identified as a higher than background intensity compared with a non-mutation sample pool.

Schedule of assessments

Patients will undergo RAS mutation analysis of cfDNA every 3 months during cetuximab-based first-line treatment and within 3 weeks of disease progression after first- and second-line treatments. During the study period, the assessment of patients will be scheduled according to the clinical judgment of the responsible investigator. The tumor response will likewise be assessed from the imaging scan at the investigator’s judgment.

Sample size calculation

The present study aims to identify the frequency of RAS mutations in cfDNA during cetuximab treatment. In earlier studies, 21 and 33% of patients with RAS wild-type CRC at baseline displayed KRAS mutations at week 24 and 26, respectively [13,14,15]. Sample size is based on test power considerations by using a confidence limit. When the Wilson score method was used, a sample size of 110 produced two-sided 95% confidence intervals (CIs) of 0.169, 0.176, and 0.180 when the sample proportion was 0.300, 0.350, and 0.400, respectively [25]. Taking a 10% dropout rate into account, 120 patients should be enrolled in this study.

Statistical analysis

The National Health Research Institutes is responsible for data management and statistical analysis. In general, descriptive statistics are used in this study. All patients receiving at least 8 weeks of treatment and having at least one post-baseline RAS mutation in their cfDNA will be eligible for clinical efficacy and outcome evaluation (efficacy population). The frequency of RAS mutations will be calculated and presented as a number, percentage, and 95% CI for the efficacy population. Clinical responses to cetuximab treatment will likewise be presented as a frequency, percentage, and 95% CI. Cox proportional hazard models will be used to investigate the effect of RAS mutations on time-to-event endpoints, including progression-free survival (PFS) and overall survival (OS). Other major clinical variables will also be included in these Cox models (e.g., disease characteristics or type of chemotherapy). Kaplan–Meier survival curves will be produced for PFS and OS of patients with and without genetic mutations. Kaplan–Meier methods will also be applied to the onset time of newly detected RAS mutations in cfDNA. The onset time of RAS mutations will be censored in patients without mutations at the last available measurement of cfDNA.

Ethical considerations

The final protocol of this study was approved by the ethics committee of the National Health Research Institutes, with reference number EC1060904. Official approval has also been obtained from the ethics committee of Kaohsiung Medical University Hospital (reference number: KMUHIRB-GII-20170027), Taipei Veterans General Hospital (reference number: 2017–12-003A), Cathay General Hospital (reference number: CGH-P107013), and National Cheng Kung University Hospital (reference number: A-BR-106-045). The study has been registered on the website, with identification number NCT03401957. The trial will be performed in accordance with the 7th version of the World Medical Association’s Declaration of Helsinki, the International Council for Harmonization’s E6 (R2) Guideline for Good Clinical Practice, and regulatory laws in Taiwan. Prior to participation in this study, written informed consent will be obtained from each patient.


The release of ctDNA into the bloodstream can originate from apoptosis, necrosis, and probably also the active secretion of tumor cells [16, 26]. Although ctDNA would only account for a certain portion of cfDNA in patients with cancer, circulating nucleic acids from tumor cells could be detected through the development of molecular quantification techniques such as NGS and digital PCR (dPCR) [17, 27]. Over the past few years, clinical applications of liquid biopsy, which examines existing genetic alterations through ctDNA, have been widely explored for early diagnosis, recurrence/metastasis monitoring, and prognostic value in patients with a variety of cancers [19, 28, 29]. Apart from such applications, which are similar to conventional tumor markers, another potential advantage of ctDNA is the ability to detect specific genetic variations known to cause resistance to anticancer treatments, especially targeted therapies. This would enable monitoring tumor response and even modifying early treatment in patients during targeted anticancer therapy. The clinical benefits of anti-EGFR therapies have been demonstrated in patients with mCRC; however, mutations in RAS are reportedly linked to primary anti-EGFR therapy resistance [7,8,9,10,11]. Initial retrospective analyses of pivotal studies have shown that activating mutations in KRAS exon 2 are predictive of poor response to anti-EGFR antibodies. Moreover, recent post hoc researches from clinical studies have shown that mutations outside of those in KRAS exon 2, including exons 3 and 4 of KRAS and exons 2, 3 and 4 of NRAS, also own the predictive value of a low response to anti-EGFR antibodies [11, 12]. Apart from RAS mutations, some studies have demonstrated that genomic alterations in other effectors of EGFR pathway, such as BRAF mutations, can be negative predictive biomarkers for anti-EGFR therapies [11, 12]. Therefore, the research aimed at monitoring the emergence of genomic alterations in effectors of EGFR pathway and elucidating their connection with acquired resistance to anti-EGFR therapies in patients with mCRC is warranted.

Several studies have reported a correlation between the emergence of circulating RAS mutations and the acquisition of resistance to anti-EGFR therapies in patients with mCRC [13, 14, 30, 31]. The potential value of these studies for clinical application is summarized in Table 1. Among patients with RAS wild-type mCRC, the detection rate of RAS mutations in ctDNA was 13–60% when secondary resistance to anti-EGFR therapies is ensured. In a cornerstone study by Misale et al., the onset of KRAS mutations in ctDNA analysis could be detected as early as 10 months prior to disease progression through radiological documentation [14]. However, in another pioneering study by Diaz et al., circulating KRAS mutations generally occurred 5–6 months after anti-EGFR therapy [13]. Overall, the detectable quantity of mutant ctDNA increases gradually during the development of secondary resistance. Nevertheless, a sudden increase in circulating KRAS mutations would be a warning sign. As reported by Toledo et al., fulminant tumor progression clinically follows an abrupt increase in mutant ctDNA [30].

Table 1 Summary of studies monitoring RAS mutations in ctDNA of mCRC patients receiving anti-EGFR therapies

Although a significant association between the emergence of circulating RAS mutations and secondary resistance to anti-EGFR therapies has been revealed by these studies [13, 14, 30, 31], the relatively small number of enrolled patients limits their potential value for clinical application. The retrospective nature of these studies also hinders confidence in the utility of liquid biopsy in monitoring anti-EGFR therapy response. Large prospective clinical studies are necessary to elucidate the clinical relevance of using ctDNA to dynamically monitor resistant genetic variants during anti-EGFR therapies. Therefore, we designed this prospective study to investigate the emergence of RAS mutations in the ctDNA of patients with RAS wild-type mCRC receiving anti-EGFR therapy as first-line treatment. To the best of our knowledge, this study, which intends to recruit 120 patients, has the largest patient enrollment among the ongoing trials of the efficacy of liquid biopsy in mCRC. To further explore the clinical relevance of liquid biopsy, tumor response to anti-EGFR therapies and survival outcomes will be statistically compared with serial alterations of circulating RAS mutations in these patients. The development of drug resistance within tumor cells is believed to be a dynamic process of ecological evolution [32]. Consecutive changes in mutant ctDNA after the discontinuation of anti-EGFR therapies still remain unclear. This study will analyze the mutant ctDNA of patients with mCRC not only during anti-EGFR therapy as first-line treatment but also at disease progression after second-line treatment. Rechallenge with a previously administered cetuximab-based regimen has been reported to alleviate tumor progression in patients with refractory mCRC [33]. Evolutionary changes of the mutation burden in ctDNA revealed by this current study can offer a fundamental rationale for an anti-EGFR therapy rechallenge strategy.

Two main techniques for detecting genetic variations in ctDNA are currently in use. The first incorporates a nontargeted method using genome-wide analysis of ctDNA, such as an NGS-based technique. In a recent retrospective analysis from the ASPECCT study, Peeters et al. have reported that higher mutant allele frequencies in EGFR pathway genes detected in cfDNA, using an NGS-based technique, correlate with poor outcome of patients with mCRC receiving anti-EGFR antibodies [18]. Although this approach can provide plentiful genetic information, its lower cost- effectiveness would limit its utilization in clinical practice, especially when distinct genetic variants are to be tested. The second technique involves a targeted approach including the analysis of known genetic variants, such as a dPCR-based technique. This approach offers more sensitive detection of the specific mutant ctDNA that is the focus of research. However, a lack of high-throughput analysis is one major drawback of such dPCR-based techniques. Recently, the MassARRAY platform, an approach integrating a mass spectrometry-based technique with single-base extension PCR, has been developed for liquid biopsy applications. This integrated technique could provide the advantage of high-throughput detection of multiplex genetic variations [24]. The sensitivity of mutant ctDNA detection in this technique was comparable to that of dPCR-based techniques in patients with CRC [34]. Therefore, the MassARRAY platform is employed in this study to analyze RAS mutations in the ctDNA of patients during and after anti-EGFR therapy.

In summary, this prospective study is designed to investigate the emergence of RAS mutations in the ctDNA of patients with RAS wild-type mCRC during a cetuximab-based regimen as first-line treatment and at disease progression after cetuximab and second-line treatments. To determine potential clinical applications, dynamic alterations of circulating RAS mutations will be correlated with the clinical outcomes of these patients. The results of this study will offer substantial, valuable information for an anti-EGFR therapeutic strategy in patients with mCRC.

Availability of data and materials

Not applicable.



Circulating free DNA


Confidence interval


Colorectal cancer


Circulating tumor DNA


Digital PCR


Epidermal growth factor receptor


Formalin-fixed paraffin-embedded


Metastatic colorectal cancer


Next generation sequencing


Overall survival


Polymerase chain reaction


Progression-free survival


Single allele base extension reaction


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This study has received funding from Merck Ltd. and is partly supported by the Grant of Biosignature in Colorectal Cancers, Academia Sinica, Taiwan, R.O.C. This study is also supported by grants through funding from the Ministry of Science and Technology (MOST108–2321-B-037-001, MOST107–2321-B-037-003, MOST107–2314-B-037-116, MOST107–2314-B-037-022-MY2, MOST107–2314-B-037-023-MY2) and the Ministry of Health and Welfare (MOHW107-TDU-B-212-123006, MOHW107-TDU-B-212-114026B, MOHW108-TDU-B-212-133006, MOHW108-TDU-B-212-124026) funded by Health and welfare surcharge of tobacco products, the Kaohsiung Medical University Hospital (KMUH107-7R28, KMUH107-7R29, KMUH107-7R30, KMUH107-7M22, KMUH107-7M23, KMUHS10701, KMUHS10706, KMUHS10710), and Center for Cancer Research, Kaohsiung Medical University (KMU-TC108A04).

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Authors and Affiliations



Conception and design: SHC, LTC, and JYW; data acquisition: SHC, HLT, JKJ, YCS, CWH, YMY, and JYW; data analysis and interpretation: SHC, LTC, and JYW; drafting the article: SHC and JYW; final approval of manuscript: all authors.

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Correspondence to Li-Tzong Chen or Jaw-Yuan Wang.

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Ethics approval and consent to participate

This study will recruit 120 patients with mCRC from four medical institutions in Taiwan (Kaohsiung Medical University Chung-Ho Memorial Hospital, Taipei Veterans General Hospital, Cathay General Hospital, and National Cheng Kung University Hospital). The study has been approved by the ethics committee of the National Health Research Institutes (reference number: EC1060904), Kaohsiung Medical University Hospital (reference number: KMUHIRB-GII-20170027), Taipei Veterans General Hospital (reference number: 2017–12-003A), Cathay General Hospital (reference number: CGH-P107013), and National Cheng Kung University Hospital (reference number: A-BR-106-045). Written informed consent will be obtained from all patients before participation in this study.

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Not applicable.

Competing interests

The authors declare that they have no competing interests.

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Additional file 1:

Table S1. The list of activation mutations detected using the MassARRAY system. (DOCX 17 kb)

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Chen, SH., Tsai, HL., Jiang, JK. et al. Emergence of RAS mutations in patients with metastatic colorectal cancer receiving cetuximab-based treatment: a study protocol. BMC Cancer 19, 640 (2019).

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