Literature DB >> 30962964

Benefit from anti-EGFRs in RAS and BRAF wild-type metastatic transverse colon cancer: a clinical and molecular proof of concept study.

Chiara Cremolini1,2, Matteo Benelli3, Elisa Fontana4,5, Filippo Pagani6, Daniele Rossini1,2, Giovanni Fucà6, Adele Busico7, Elena Conca7, Samantha Di Donato8, Fotios Loupakis9, Marta Schirripa9, Sara Lonardi9, Beatrice Borelli1,2, Elena Ongaro1,2,10, Katherine Eason4, Federica Morano6, Mariaelena Casagrande10, Matteo Fassan11, Anguraj Sadanandam4,5, Filippo de Braud6,12, Alfredo Falcone1,2, Filippo Pietrantonio6,12.   

Abstract

OBJECTIVE: Primary tumour location is regarded as a reliable surrogate of colorectal cancer biology. Sensitivity to anti-EGFRs (Epidermal Growth Factor Receptor) of metastatic transverse colon cancers (mTCCs) has usually been assumed similar to right-sided tumours; however, evidence about the clinical behaviour of mTCC is limited. Thus, to verify sensitivity of mTCC to anti-EGFRs we conducted the present study.
METHODS: Patients with RAS/BRAF wild-type microsatellite stable (MSS) mTCC receiving anti-EGFR monotherapy, or in combination with irinotecan if clearly irinotecan-refractory, were included. Hypothesising an overall response rate (ORR) of 35%, 11 patients, of whom at least 3 were responders, were necessary to be able to reject the null hypothesis of an ORR of 5%, with α and β errors of 0.05 and 0.20. PRESSING panel and consensus molecular subtypes (CMS) were assessed on tumour samples, whereas in-silico data were obtained from TCGA dataset.
RESULTS: Among nine eligible patients, four and three achieved response and disease stabilisation (ORR 44%). At a median follow-up of 23.1 months, median progression-free survival and overall survival were 7.3 (95% CI 3.9 to NA) and 15.0 months (95% CI 10.0 to NA), respectively. A MET amplification and an ERBB4 S303F substitution were detected in patients with rapid disease progression, while others had PRESSING panel-negative tumours with CMS2 or CMS4 subtypes.
CONCLUSIONS: RAS/BRAF wild-type MSS mTCCs may be sensitive to anti-EGFRs, as confirmed by molecular analyses.

Entities:  

Keywords:  CMS subtypes; PRESSING panel; anti-EGFR, RAS and BRAF mutations; transverse colon cancer

Year:  2019        PMID: 30962964      PMCID: PMC6435314          DOI: 10.1136/esmoopen-2019-000489

Source DB:  PubMed          Journal:  ESMO Open        ISSN: 2059-7029


Primary tumour sidedness (right vs left) has recently entered the therapeutic algorithm for the choice of the first-line treatment of metastatic colorectal cancer (mCRC). Tumours originating from the transverse colon are rare and even if they have been included among right-sided tumours in the vast majority of analyses, it is not completely clear if they show more similarities with right-sided or left-sided ones. Their sensitivity to anti-EGFRs is not elucidated. Based on an a priori statistical hypothesis, anti-EGFR agents were active in patients with RAS and BRAF wild-type, microsatellite stable (MSS) transverse mCRC. Genetic determinants of intrinsic resistance were found in patients with rapid disease progression while signatures potentially related with sensitivity to anti-EGFRs (consensus molecular subtype 2 [CMS2] and CMS4) were found in the others. Consistent data about CMS distribution were found in TCGA. RAS and BRAF wild-type MSS metastatic transverse colon cancers (mTCCs) seem to differ from tumours originating from caecum, ascending colon or hepatic flexure in terms of primary refractoriness to anti-EGFRs. If these results are confirmed by further validation, anti-EGFR-containing regimens may be considered among other appropriate first-line options for patients with mTCC.

Introduction

Nowadays, patients with RAS and BRAF wild-type metastatic colorectal cancer (mCRC) are the most appropriate candidates for anti-EGFR (Epidermal Growth Factor Receptor)-based treatment.1–3 While right-sidedness has a well-established negative prognostic impact,4 it may also predict resistance to anti-EGFR agents, being a reliable surrogate marker of a complex molecular landscape of negative predictors of benefit from such agents,5 but not from antiangiogenic ones.6 7 Indeed, based on several retrospective data8 and posthoc analyses of pivotal randomised clinical trials,9–12 primary tumour sidedness entered the therapeutic algorithm for the choice of the first-line treatment: while anti-EGFR-based treatments are the first choice for left-sided RAS and BRAF wild-type tumours, bevacizumab-based chemotherapy combinations and in particular with the intensified FOLFOXIRI regimen13 14 are the preferred options for patients with right-sided primary tumours according to the most recent international guidelines15 and clinical recommendations.16 According to the definition adopted in most clinical trials, right-sided and left-sided primary tumours are defined as those originating proximally or distally to the splenic flexure, based on the different embryological origin from the midgut and hindgut, respectively. However, increasing molecular evidence suggests that a continuum of genetic characteristics and gene expression profiles can be described throughout different colorectal segments from caecum to extraperitoneal rectum, rather than a simplistic dicothomic distinction between right-sided and left-sided tumours. In particular, genetic markers of primary resistance to anti-EGFRs and gene expression profiles probably associated to limited benefit from these drugs are increasingly prevalent from the rectum to the caecum.17–20 Tumours originating from transverse colon are rare and even if they have been included among right-sided tumours in the vast majority of analyses, it is not completely clear if they show more similarities with right-sided or left-sided ones, so that patients with transverse colon tumours were excluded by the hallmark posthoc analysis of the phase III head-to-head CALGB80405 trial.12 Drawing from these considerations, we assessed the activity of anti-EGFRs in patients with RAS and BRAF wild-type microsatellite stable (MSS) metastatic transverse colon cancer (mTCC). A prospective statistical hypothesis was planned to verify whether the use of anti-EGFRs was supported in this subgroup based on a predefined threshold of clinical relevance. In order to unveil the molecular determinants of our findings, a panel of resistance mechanisms beyond RAS and BRAF mutations, the PRESSING panel,19 and consensus molecular subtypes (CMS) were analysed both in tissue samples from treated patients and in-silico.

Patients and methods

Patients’ population

We identified and included patients with chemorefractory/chemotherapy non-eligible, RAS and BRAF wild-type MSS mTCC, defined as originating distally to the hepatic flexure and proximally to the splenic flexure, receiving anti-EGFRs as monotherapy at four Italian high-volume institutions (Fondazione IRCCS Istituto Nazionale dei Tumori, Milan; Azienda Ospedaliera-Universitaria Pisana, Pisa; Istituto Oncologico Veneto, Padova; Azienda Sanitaria Universitaria Integrata di Udine, Udine). The combination of anti-EGFRs with irinotecan was allowed only in the case of irinotecan-refractory disease (ie, with previous disease progression during or within 3 months from the last dose of the last irinotecan-containing regimen), as previously described.21 Transverse primary tumour location was assessed through the revision of pathological and/or endoscopic reports. Other main inclusion criteria were: at least one measurable lesion according to RECIST 1.1 at the time of treatment initiation and at least one radiological assessment by CT scan or declaration of clinical progression through the treatment with anti-EGFRFs.

Molecular analyses

Genomic alterations included in the PRESSING panel were investigated as previously reported,19 thus exploring several uncommon anti-EGFR resistance mechanisms beyond RAS and BRAF mutations (ie, HER2 amplification/activating mutations; MET amplification; NTRK/ROS1/ALK/RET rearrangements; PIK3CA exon 20 mutations, PTEN inactivating mutations, AKT1 mutations). Microsatellite instability (MSI) status was assessed by multiplex PCR as previously described.22 For gene expression analysis, total RNA was extracted from formalin-fixed, paraffin embedded primary tumour samples (Ambion RecoverAll kit as per manufacturers’ instructions). When the primary tumour sample was not available, RNA was extracted from metastatic deposits. Areas with high tumour content were marked by a trained pathologist on H&E slides and macrodissected in five unstained slides. RNA concentration was quantified with NanoDrop 2000 Spectrophotometer (Thermo Fisher). The expression of 38 CMS-subtype specific genes and 10 housekeeping genes was assessed using the nCounter Max Analysis System (NanoString Technologies) and total RNA in the region of 100 ng according to previously described low-cost protocol.23 Each sample was assigned to a CMS subtype using a previously validated single-sample prediction method.24

TCGA data analysis

We downloaded single nucleotide variants (SNVs) and clinical data for colon adenocarcinoma and rectum adenocarcinoma from the GDC Legacy Archive.25 Processed data (log2-ratio) for ERBB2 and MET somatic copy number alterations were downloaded from cBio Portal.26 27 CMS classification for 320 cases was retrieved from Guinney et al.20 CMS for additional 27 cases was estimated by CMS classifier.28 Data about fusion genes involving ALK/ROS/NTRK were retrieved from Pietrantonio et al.22 TCGA samples with positive pressing panel were defined as those demonstrating at least one of the following events: (1) a non-silent SNVs in PTEN (exons 3–8) or AKT1, or presence of exon 20 PIK3CA mutations; (2) ERBB2 hotspot mutations as reported in the literature;29 (3) presence of ALK/ROS/NTRK gene fusions; (4) more or equal than four copies (log2-ratio≥2) for ERBB2 and MET. Statistical analysis was performed by custom R scripts.30

Statistical design and analyses

The primary objective of the study was to assess the activity of anti-EGFRs in RAS and BRAF wild-type mTCC. Hypothesising an overall response rate (ORR) of 35% according to RECIST 1.1, deemed as clinically relevant, 11 patients, of whom at least 3 were responders, were needed to be able to reject the null hypothesis of an ORR of 5%, with α and β errors of 0.05 and 0.20. Disease control rate (DCR) was defined as the percentage of patients achieving complete response (CR), partial response (PR) or stable disease (SD) according to RECIST 1.1. Progression-free survival (PFS) was defined as the time from the beginning of the anti-EGFR treatment to the radiological evidence of disease progression or last follow-up. Overall survival (OS) was defined as the time from the beginning of anti-EGFR treatment to death or last follow-up. PFS and OS analyses were estimated according to the Kaplan-Meier method.

Results

Study population

The flow of patients’ selection is shown in figure 1. Data from 401 patients with RAS and BRAF wild-type mCRC treated with an anti-EGFR containing regimen were reviewed. Among them, 24 patients with mTCC were identified, and 9 of them had received an anti-EGFR as single agent or in combination with irinotecan, fulfilling criteria of irinotecan-refractoriness. Patients’ characteristics are reported in table 1. Median age was 54 years (range, 34–87 years). Most of the patients were females (67%), had an Eastern Cooperative Oncology Group (ECOG) Performance Status (PS) of 0 (67%), with primary tumour resected (89%) and had received the anti-EGFR-based treatment beyond the second line of therapy (56%). In particular, five patients (56%) had received panitumumab single agent, two patients (22%) panitumumab plus irinotecan and two patients (22%) cetuximab plus irinotecan.
Figure 1

Consort diagram of the study depicting the process of patients’ selection. A total of 401 patients with RAS and BRAF wild-type mCRC treated with an anti-EGFR containing regimen were reviewed. After screening for primary tumour location, 24 patients with mTCC were identified, of whom 9 received an anti-EGFR as single agent or in combination with irinotecan if clearly irinotecan-refractory and were included. mCRC, metastatic colorectal cancer; mTCC, metastatic transverse colon cancer.

Table 1

Patients and disease characteristics

CharacteristicsStudy populationN=9
N %
Age (years)MedianRange min-max5434–87
GenderMaleFemale363367
ECOG PS01636733
Primary tumour resectionNoYes181189
Metastatic sites (N)1>1545644
Synchronous metsNoYes454456
Line of anti-EGFR tx (N)1–2>2363367
RegimenPanitumumabPanitumumab plus irinotecanCetuximab plus irinotecan522562222

Mets, metastases; tx, treatment.

Patients and disease characteristics Mets, metastases; tx, treatment. Consort diagram of the study depicting the process of patients’ selection. A total of 401 patients with RAS and BRAF wild-type mCRC treated with an anti-EGFR containing regimen were reviewed. After screening for primary tumour location, 24 patients with mTCC were identified, of whom 9 received an anti-EGFR as single agent or in combination with irinotecan if clearly irinotecan-refractory and were included. mCRC, metastatic colorectal cancer; mTCC, metastatic transverse colon cancer.

Clinical outcome of patients with RAS and BRAF wild-type mTCC treated with anti-EGFR agents

One CR, three PRs, three SDs and two disease progressions (PD) were reported as best responses to anti-EGFR based treatment, with an ORR of 44% (95% CI 19% to 73%) and a DCR of 78% (95% CI 44% to 95%). At a median follow-up of 23.1 months, median PFS was 7.3 months (95% CI 3.9 to NA) (figure 2, panel A) and median OS was 15.0 months (95% CI 10.0 to NA) (figure 2, panel B). The treatment history of patients with clinical benefit is graphically depicted in online supplementary file 1. Median treatment duration was 5.1 months (95% CI 3.3 to 8.8). Reasons for treatment discontinuation were disease progression in six patients and surgery of residual disease in one patient, while treatment was ongoing at the time of data cut-off (May 2018) in two cases.
Figure 2

Kaplan-Meier curves for PFS (panel A) and OS (panel B) of patients with mTCC receiving an anti-EGFR based therapy. mTCC, metastatic transverse colon cancer; OS, overall survival; PFS, progression-free survival.

Kaplan-Meier curves for PFS (panel A) and OS (panel B) of patients with mTCC receiving an anti-EGFR based therapy. mTCC, metastatic transverse colon cancer; OS, overall survival; PFS, progression-free survival.

Molecular make-up of patients with RAS and BRAF wild-type mTCC

Primary tumour samples were available for both PRESSING panel analysis and CMS subtyping (table 2). Regarding the two patients with progressive disease at the first CT scan reassessment, in one case MET amplification by bright-field in situ hybridisation was reported and ERBB4 S303F substitution,31 31 reasonably related to the activation of alternate pathways other than EGFR, was found by next generation sequencing in the other case. All other seven patients with clinical benefit from anti-EGFRs had PRESSING panel-negative tumours and CMS2 or CMS4 subtypes.
Table 2

Molecular analyses in individual patients with mTCC according to PRESSING panel analysis and CMS subtypes, with corresponding outcomes in terms of RECIST response and progression-free survival

N° patientPRESSING panel*MSI statusCMS statusORRPFS, months
#1 Negative TP53 EX 7 R248Q; ERBB4 EX 8 S303FMSS CMS1 PD3.2
#2 Negative TP53 EX 7 G244V;STK11 EX 4 G180EMSSCMS2PR6.1
#3 Negative TP53 EX 6 R196STOP;APC EX 15 E1353STOPMSSCMS4CR13.0+
#4 Negative TP53 EX 8 R273H;ATM EX 12 P604S;APC EX 15 Q12894STOPMSSCMS4PR5.1+
#5 Negative TP53 EX 8 R273H;KDR EX 26 E1126VMSSCMS4SD11.1
#6 Negative TP53 EX 10 R342STOPMSSCMS2SD10.0
#7 Negative TP53 EX 5 F134LMSSCMS2PR3.9
#8 Positive MET amplified No point mutationsMSSCMS4PD2.9
#9 Negative TP53 EX 8 G266R;CTNNB1 EX 3 S37FMSSNASD7.3

*PRESSING panel results are reported overall (negative vs positive) and all mutations detected by NGS are detailed.

CMS, consensus molecular subtypes; CR, complete response; EX, exon; MSI, microsatellite instability; MSS, microsatellite stable; NGS, next generation sequencing; ORR, objective response; PFS, progression-free survival; PR, partial response; SD, stable disease; WT, wild-type.

Molecular analyses in individual patients with mTCC according to PRESSING panel analysis and CMS subtypes, with corresponding outcomes in terms of RECIST response and progression-free survival *PRESSING panel results are reported overall (negative vs positive) and all mutations detected by NGS are detailed. CMS, consensus molecular subtypes; CR, complete response; EX, exon; MSI, microsatellite instability; MSS, microsatellite stable; NGS, next generation sequencing; ORR, objective response; PFS, progression-free survival; PR, partial response; SD, stable disease; WT, wild-type.

TCGA validation analysis

In TCGA, a total of 335 records of RAS and BRAF wild-type tumours with available information about primary anatomical location and PRESSING panel determinants were retrieved, including 250, 92 and 13 left, right and transverse colorectal primary tumours, respectively. As detailed in figure 3A, determinants of resistance to anti-EGFRs included in the PRESSING panel were found in 25 (10%) out of 250 left-sided, 7 (8%) out of 92 right-sided and 2 (15%) out of 13 transverse colon samples (the latter being represented by one PTEN c.389G>A substitution and one HER2 amplification, respectively). Finally, a total of 173 records of RAS and BRAF wild-type tumours with available information about primary anatomical location and CMS subtypes were retrieved (figure 3B), including 123, 43 and 7 left, right and transverse colorectal primary tumours. Notably, among seven available transverse colon samples, no CMS1 and CMS3 subtypes were detected.
Figure 3

(A) Bar plot showing the frequency of pressing panel negative and positive in the KRAS and BRAF wt cases of COAD and READ TCGA datasets. (B) Bar plot showing the frequency of CMS classes in the KRAS and BRAF wt and pressing panel positive cases of COAD and READ TCGA datasets. Numbers of cases are reported on the top of each bar. COAD, colon adenocarcinoma; READ, rectum adenocarcinoma.

(A) Bar plot showing the frequency of pressing panel negative and positive in the KRAS and BRAF wt cases of COAD and READ TCGA datasets. (B) Bar plot showing the frequency of CMS classes in the KRAS and BRAF wt and pressing panel positive cases of COAD and READ TCGA datasets. Numbers of cases are reported on the top of each bar. COAD, colon adenocarcinoma; READ, rectum adenocarcinoma.

Discussion

The concept of sidedness has recently entered clinical recommendations for the choice of the first-line therapy of mCRC based on its value as a surrogate marker of a complex landscape of molecular differences between cancers originating proximally or distally to the splenic flexure with meaningful clinical implications. However, recent in-depth analyses showed that this dicothomic definition is quite simplistic, being unable to properly recapitulate regional variations in tumour biology. To this regard, the CRC classification based on the primary location, that is, the specific colon segment where tumours arise, seems to provide a more accurate snapshot of the underpinning tumour biology. By a clinical perspective, these considerations are especially relevant for cancers arising in the transverse colon, since they were classified as right-sided in most subgroup analyses of randomised trials, but their molecular landscape, based on mutation clustering, seems closer to left-sided tumours.18 As a practical implication, assessing the sensitivity of RAS and BRAF wild-type mTCCs to anti-EGFR monoclonal antibodies is crucial in order to properly build the therapeutic route of these patients from the very beginning, given the substantial impact of the first-line therapy on the whole disease history. Loree et al 18 faced this issue, retrospectively evaluating the response to anti-EGFR-containing regimens administered in second or further lines to 17 patients affected by RAS and BRAF wild-type mTCCs showing an ORR according to RECIST V.1.1 of 35%, with an 82% DCR and a median PFS of 5.9 months. However, all patients had received the targeted agent in combination with at least one cytotoxic drug, thus preventing from drawing conclusions about the actual benefit derived from anti-EGFR monoclonal antibodies alone. In order to prospectively challenge these suggestive findings, we included in the present analysis only patients treated with an anti-EGFR as monotherapy or in combination with irinotecan in the case of clear irinotecan-refractoriness. Consistently, we limited our investigation to patients with RAS and BRAF wild-type tumours, since they are the only potential candidates to anti-EGFRs. Moreover, given the reasonable association of microsatellite instability with limited benefit from a targeted approach against one single pathway,19 32 and the prevalence of microsatellite instability in mTCC being similar to ascending colon and higher than left-sided segments, only patients with RAS and BRAF wild-type MSS tumours were included. In our series, an ORR of 44% with a 78% DCR was reported, thus outlining a potential role for anti-EGFR agents in the treatment of patients with mTCC. The prespecified hypothesis underlying our analysis was confirmed, since more than three responses were registered even if only 9 patients were included instead of 11, as initially planned. The main limitation of this study is the small sample size, due to the rarity of the transverse location and the choice to include only patients with RAS and BRAF wild-type tumours where the effect of anti-EGFRs was clearly distinguishable without the confounding effect of the associated chemotherapy backbone. Though acknowledging the limitations of our pragmatic approach, including also the lack of a proper control arm and the review of retrospectively collected data, and therefore the low level of produced evidence, a prospective effort to answer this clinically relevant question through a randomised clinical trial focused on this rare population (RAS and BRAF wild-type, MSS mTCCs) would be hardly feasible. On the other hand, the validation of present findings in posthoc analyses of randomised trials with available information about the precise anatomical location would be highly desirable. By a molecular perspective, heterogeneous features were reported in analysed samples and potential mechanisms of intrinsic resistance to anti-EGFRs were found in both cases of rapid disease progression. Also with regard to CMS classification, most cases presented potentially EGFR-dependent signatures, as confirmed also by the in silico validation that took advantage of the small number of RAS and BRAF wild-type MSS mTCCs included in the TCGA database. Besides the identified molecular alterations underpinning primary resistance to anti-EGFRs, this could be also sustained by RAS mutations not recognised by conventional tissue analyses at baseline, that could have been detected in circulating tumour DNA through liquid biopsies.33 Based on our results, RAS and BRAF wild-type MSS mTCCs seem to differ from tumours originating from caecum, ascending colon or hepatic flexure in terms of primary refractoriness to anti-EGFRs. Therefore, if these results are confirmed by further validation, anti-EGFR-containing regimens may be considered among other appropriate first-line options for patients with mTCC. The evaluation of a panel of molecular mechanisms of intrinsic resistance in RAS and BRAF wild-type tumours, that is, the mentioned PRESSING panel,19 could allow performing a negative hyperselection of resistant patients, in the absence of positive predictors of benefit from anti-EGFR agents.
  24 in total

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Authors:  Filippo Pietrantonio; Chiara Cremolini; Fausto Petrelli; Maria Di Bartolomeo; Fotios Loupakis; Claudia Maggi; Carlotta Antoniotti; Filippo de Braud; Alfredo Falcone; Roberto Iacovelli
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Journal:  Sci Signal       Date:  2013-04-02       Impact factor: 8.192

3.  Initial therapy with FOLFOXIRI and bevacizumab for metastatic colorectal cancer.

Authors:  Fotios Loupakis; Chiara Cremolini; Gianluca Masi; Sara Lonardi; Vittorina Zagonel; Lisa Salvatore; Enrico Cortesi; Gianluca Tomasello; Monica Ronzoni; Rosella Spadi; Alberto Zaniboni; Giuseppe Tonini; Angela Buonadonna; Domenico Amoroso; Silvana Chiara; Chiara Carlomagno; Corrado Boni; Giacomo Allegrini; Luca Boni; Alfredo Falcone
Journal:  N Engl J Med       Date:  2014-10-23       Impact factor: 91.245

4.  Primary tumor location as a prognostic factor in metastatic colorectal cancer.

Authors:  Fotios Loupakis; Dongyun Yang; Linda Yau; Shibao Feng; Chiara Cremolini; Wu Zhang; Martin K H Maus; Carlotta Antoniotti; Christiane Langer; Stefan J Scherer; Thomas Müller; Herbert I Hurwitz; Leonard Saltz; Alfredo Falcone; Heinz-Josef Lenz
Journal:  J Natl Cancer Inst       Date:  2015-02-24       Impact factor: 13.506

Review 5.  Predictive role of BRAF mutations in patients with advanced colorectal cancer receiving cetuximab and panitumumab: a meta-analysis.

Authors:  Filippo Pietrantonio; Fausto Petrelli; Andrea Coinu; Maria Di Bartolomeo; Karen Borgonovo; Claudia Maggi; Mary Cabiddu; Roberto Iacovelli; Ilaria Bossi; Veronica Lonati; Mara Ghilardi; Filippo de Braud; Sandro Barni
Journal:  Eur J Cancer       Date:  2015-02-09       Impact factor: 9.162

Review 6.  First-line chemotherapy for mCRC—a review and evidence-based algorithm.

Authors:  Chiara Cremolini; Marta Schirripa; Carlotta Antoniotti; Roberto Moretto; Lisa Salvatore; Gianluca Masi; Alfredo Falcone; Fotios Loupakis
Journal:  Nat Rev Clin Oncol       Date:  2015-07-28       Impact factor: 66.675

7.  HER2 activating mutations are targets for colorectal cancer treatment.

Authors:  Shyam M Kavuri; Naveen Jain; Francesco Galimi; Francesca Cottino; Simonetta M Leto; Giorgia Migliardi; Adam C Searleman; Wei Shen; John Monsey; Livio Trusolino; Samuel A Jacobs; Andrea Bertotti; Ron Bose
Journal:  Cancer Discov       Date:  2015-08       Impact factor: 39.397

8.  Single-Agent Panitumumab in Frail Elderly Patients With Advanced RAS and BRAF Wild-Type Colorectal Cancer: Challenging Drug Label to Light Up New Hope.

Authors:  Filippo Pietrantonio; Chiara Cremolini; Giuseppe Aprile; Sara Lonardi; Armando Orlandi; Alessia Mennitto; Rosa Berenato; Carlotta Antoniotti; Mariaelena Casagrande; Valentina Marsico; Federica Marmorino; Giovanni Gerardo Cardellino; Francesca Bergamo; Gianluca Tomasello; Vincenzo Formica; Raffaella Longarini; Elisa Giommoni; Marta Caporale; Maria Di Bartolomeo; Fotios Loupakis; Filippo de Braud
Journal:  Oncologist       Date:  2015-10-07

9.  The cBio cancer genomics portal: an open platform for exploring multidimensional cancer genomics data.

Authors:  Ethan Cerami; Jianjiong Gao; Ugur Dogrusoz; Benjamin E Gross; Selcuk Onur Sumer; Bülent Arman Aksoy; Anders Jacobsen; Caitlin J Byrne; Michael L Heuer; Erik Larsson; Yevgeniy Antipin; Boris Reva; Arthur P Goldberg; Chris Sander; Nikolaus Schultz
Journal:  Cancer Discov       Date:  2012-05       Impact factor: 39.397

10.  The consensus molecular subtypes of colorectal cancer.

Authors:  Justin Guinney; Rodrigo Dienstmann; Xin Wang; Aurélien de Reyniès; Andreas Schlicker; Charlotte Soneson; Laetitia Marisa; Paul Roepman; Gift Nyamundanda; Paolo Angelino; Brian M Bot; Jeffrey S Morris; Iris M Simon; Sarah Gerster; Evelyn Fessler; Felipe De Sousa E Melo; Edoardo Missiaglia; Hena Ramay; David Barras; Krisztian Homicsko; Dipen Maru; Ganiraju C Manyam; Bradley Broom; Valerie Boige; Beatriz Perez-Villamil; Ted Laderas; Ramon Salazar; Joe W Gray; Douglas Hanahan; Josep Tabernero; Rene Bernards; Stephen H Friend; Pierre Laurent-Puig; Jan Paul Medema; Anguraj Sadanandam; Lodewyk Wessels; Mauro Delorenzi; Scott Kopetz; Louis Vermeulen; Sabine Tejpar
Journal:  Nat Med       Date:  2015-10-12       Impact factor: 53.440

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Journal:  J Immunother Cancer       Date:  2021-04       Impact factor: 13.751

2.  Exact Primary Tumor Location in mCRC: Prognostic Value and Predictive Impact on Anti-EGFR mAb Efficacy.

Authors:  Annabel H S Alig; Volker Heinemann; Michael Geissler; Ludwig Fischer von Weikersthal; Thomas Decker; Kathrin Heinrich; Swantje Held; Lena Weiss; Laura E Fischer; Nicolas Moosmann; Arndt Stahler; Ivan Jelas; Annika Kurreck; Jobst C von Einem; Anke C Reinacher-Schick; Andrea Tannapfel; Clemens Giessen-Jung; Sebastian Stintzing; Dominik P Modest
Journal:  Cancers (Basel)       Date:  2022-01-21       Impact factor: 6.639

Review 3.  Actionable Potentials of Less Frequently Mutated Genes in Colorectal Cancer and Their Roles in Precision Medicine.

Authors:  Ryia Illani Mohd Yunos; Nurul Syakima Ab Mutalib; Francis Yew Fu Tieng; Nadiah Abu; Rahman Jamal
Journal:  Biomolecules       Date:  2020-03-20

4.  Gene mutation profiling in Chinese colorectal cancer patients and its association with clinicopathological characteristics and prognosis.

Authors:  Zu-Lu Ye; Miao-Zhen Qiu; Tao Tang; Fang Wang; Yi-Xin Zhou; Meng-Jie Lei; Wen-Long Guan; Cai-Yun He
Journal:  Cancer Med       Date:  2019-11-28       Impact factor: 4.452

5.  Clinical Value of Consensus Molecular Subtypes in Colorectal Cancer: A Systematic Review and Meta-Analysis.

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