Literature DB >> 32184228

Prevalence of the BRAF p.v600e variant in patients with colorectal cancer from Mexico and its estimated frequency in Latin American and Caribbean populations.

Jesús Arturo Hernández-Sandoval1, Melva Gutiérrez-Angulo1,2, María Teresa Magaña-Torres3, Carlos Rogelio Alvizo-Rodríguez1, Helen Haydee Fernanda Ramírez-Plascencia1, Beatriz Armida Flores-López1, Jesús Alonso Valenzuela-Pérez4, Jorge Peregrina-Sandoval5,6, José Miguel Moreno-Ortiz1, Mev Domínguez-Valentín7,8, María de la Luz Ayala-Madrigal9.   

Abstract

This study aimed to investigate the frequency of the somatic BRAF p.V600E in patients with colorectal cancer (CRC) in Mexico and compare it with those estimated for Latin American and Caribbean populations. One hundred and one patients with CRC with AJCC stages ranging I-IV from Western Mexico were included, out of which 55% were male and 61% had AJCC stage III-IV, with a mean age of 60 years. PCR-Sanger sequencing was used to identify the BRAF p.V600E variant. In addition, a systematic literature search in PubMed/Medline database and Google of the 42 countries in Latin America and the Caribbean led to the collection of information on the BRAF p.V600E variant frequency of 17 population reports. To compare the BRAF variant prevalence among populations, a statistical analysis was performed using GraphPad Prism V.6.0. We found that 4% of patients with CRC were heterozygous for the p.V600E variant. The χ2 test showed no significant difference (p>0.05) in p.V600E detection when comparing with other Latin American and Caribbean CRC populations, except for Chilean patients (p=0.02). Our observational study provides the first evidence on the frequency of BRAF p.V600E in patients with CRC from Western Mexico, which is 4%, but increases to 7.8% for all of Latin America and the Caribbean. The patient mean age and genetic descent on the observed frequencies of the variant in populations could influence the frequency differences. © American Federation for Medical Research 2020. Re-use permitted under CC BY-NC. No commercial re-use. Published by BMJ.

Entities:  

Keywords:  adenocarcinoma; carcinogenesis; colorectal neoplasms

Mesh:

Substances:

Year:  2020        PMID: 32184228      PMCID: PMC7306871          DOI: 10.1136/jim-2020-001301

Source DB:  PubMed          Journal:  J Investig Med        ISSN: 1081-5589            Impact factor:   2.895


The BRAF p.V600E is an activating variant associated with several cancer types. The reported prevalence of this pathogenic variant is 2.5%–20% in colorectal cancer. The BRAF p.V600E variant frequency in patients with colorectal cancer is 4% for Western Mexican, and 7.8% for Latin American and Caribbean populations. Variations in patient mean age and genetic characteristics in Latin American and Caribbean populations could underlie the significant differences in BRAF p.V600E variant frequency. Determination of the BRAF p.V600E variant frequency in patients with colorectal cancer from Latin America and the Caribbean improves our understanding of the molecular characteristics of colorectal cancer, within this region, and provides an estimate of the need to increase molecular studies to support the treatment of the patient.

Introduction

Colorectal cancer (CRC) is the third most common neoplasia worldwide. In Latin America and the Caribbean, accounting for Brazil, Argentina and Mexico, CRC is also the third most prevalent cancer among patients aged more than 50 years. Bray et al 1 estimated that the CRC incidence in Latin America and the Caribbean will increase by 44.6% by 2030, with almost 177,000 new cases and more than 94,000 deaths. To provide precision medicine for CRC treatment, the molecular variation present in tumors must be defined. Among the genetic changes encountered in CRC is the p.V600E pathogenic variant of the BRAF gene, which encodes a serine/threonine kinase involved in the EGFR–MAPK signaling pathway. This variant is a vital feature of this cancer as it causes constitutive activation of the protein, resulting in inhibition of apoptosis and uncontrolled cell proliferation.2 The BRAF p.V600E variant (c.1799T>A, rs113488022, chr7:140 753 336 position in GRCh38.p12) causes a substitution of valine with glutamic acid at codon 600 (GTG→GAG).3 Besides the common allele with an A substitution, the occurrence of lower-frequency alleles with C and G substitutions make this pathogenic variant multiallelic.4 5 This variant represents approximately 90% of all BRAF variants detected in CRC, with a prevalence of 2.5%–20% in this disease associated with a reduced survival of patients with metastases.6 It is also often observed in other cancer types, such as 40%–60% of melanoma cases.7 With the advent of the monoclonal antibodies cetuximab and panitumumab, there has been improvement in the treatment of metastatic CRC, as these antibodies target the epidermal growth factor receptor (EGFR) overexpressed in CRC. However, it has been shown that pathogenic variants of the BRAF gene interfere with the treatment response; therefore, analyzing the occurrence of this variant in primary CRC tumors will benefit clinical treatment.8 Our goal in this study was to determine the prevalence of BRAF p.V600E variant in patients with primary CRC from Western Mexico and compare the rate of occurrence with that in Latin American and Caribbean populations estimated based on a systematic review of a collection of studies. It might aid in improving treatment outcomes and encourage further research on the molecular traits of CRC within the area.

Materials and methods

Patients and tissue samples

Primary tumor specimens from 101 Western Mexican patients with sporadic CRC were collected following surgical resection between September 2010 and July 2017 at the Civil Hospital of Guadalajara “Dr. Juan I. Menchaca”, Jalisco, Mexico. At the time of resection, none of the patients had undergone radiation or chemotherapy. Fresh tissue of approximately 25–50 mg was removed from each tumor; diagnoses of colonic or rectal adenocarcinomas were confirmed by histopathology.

BRAF p.V600E variant screening

Subsequent to tissue acquisition, genomic DNA extraction was carried out with the High Pure PCR Template Preparation kit (Roche Diagnostics GmbH, Mannheim, Germany) followed by quantification (260/280 nm) using a NanoDrop spectrophotometer (Thermo Fisher Scientific, Waltham, MA, USA). The fragment of interest was amplified by PCR; the reaction volume was 25 µL, including 100 ng of DNA, 1.5 mM MgCl2, 1× Taq buffer, 0.8 mM dNTPs, 0.08 U/µL Taq DNA polymerase (Invitrogen, Carlsbad, CA, USA) and 0.1 mM of each primer (forward 5′-TCATAATGCTTGCTCTGATAGGA-3′’ and reverse 5′-TCCACTGATTAAATTTTTGGCC-3′). The amplified fragment length was 224 bp and the PCR conditions were initial denaturation at 94°C for 5 min followed by 35 cycles of denaturation at 94°C, annealing at 62°C, extension at 72°C, for 30 s per step, and finally elongation at 72°C for 10 min. To identify the p.V600E variant by Sanger sequencing, the BigDye Terminator V.3.1 Cycle Sequencing kit (Applied Biosystems, Foster City, CA, USA) and the Applied Biosystems ABI prism 310 Genetic Analyzer were used. The sequencing reaction conditions were initial denaturation at 96°C for 4 min followed by 25 cycles of denaturation at 96°C for 10 s, annealing at 55°C for 5 s, extension at 60°C for 4 min, and finally elongation at 60°C for 7 min. To verify variant sequences, sequencing was duplicated. The reference BRAF gene sequence available on GenBank M95712.2 and Chromas software V.2.6.4 (Technelysium Pty Ltd, Australia) was used for interpreting sequencing results.

Determination of BRAF p.V600E variant prevalence in Latin American and Caribbean populations

A systematic search in the PubMed/Medline database using the keywords “frequency”, “BRAF”, “V600E”, “colorectal” and “cancer” led to 197 publications; however, only six were related to any of the 42 countries in Latin America and the Caribbean listed in the Latin American Network Information Center at the University of Texas.9 In addition, an exhaustive search on Google was performed, searching for each of the 42 countries by name, typed in Spanish and English, generating 769 entries that were reviewed individually. Only 17 publications related to sporadic CRC were identified. Among the selected publications, six reports had been previously identified on PubMed, 12 were articles, four were published abstracts with no complete population data but reported the BRAF p.V600E frequency, and one study was a postgraduate dissertation. From each study, we collected information on the BRAF p.V600E variant frequency, sex, mean and range of age of the study population, as well as pathological data, disease stage and tumor location.

Statistical analysis

The BRAF p.V600E variant frequency was estimated by quantification of the instances of its detection in Western Mexicans. A statistical analysis was performed using GraphPad Prism V.6.0 to compare the BRAF variant prevalence between West Mexican to Latin American and the Caribbean populations. Statistical significance was defined as p value <0.05.

Results

Frequency of BRAF p.V600E variant in Western Mexican CRC population

Table 1 displays the characteristics of the 101 CRC Western Mexican patients recruited in this study. Four subjects were found to be heterozygous for the BRAF p.V600E variant (figure 1): the neoplasms were always located in the right colon of patients aged 62–76 years, three of which were female. One tumor was poorly differentiated (stage III) and the rest were graded as moderately differentiated (two staged IV and one staged II). No statistical comparison between clinicopathological features of patients with or without the variant could be performed due to the low variant frequency.
Table 1

Clinical and pathological characteristics of patients with colorectal cancer (CRC)

CRC patient characteristicsn=101, %*
Age (years)
 Mean60 (range 19–96)
 ≤5024
 >5076
Gender
 Female45
 Male55
Tumor localization
 Right colon26
 Left colon24
 Ubiquitous colon12
 Rectum38
Pathological grade
 Well3
 Moderate74
 Poor19
 U4
AJCC stage
 I and II37
 III and IV61
 U2

*Except for mean age.

U, undetermined.

Figure 1

Partial electropherogram of DNA from a patient with colorectal cancer from Western Mexico showing heterozygosity for the BRAF p.V600E variant.

Clinical and pathological characteristics of patients with colorectal cancer (CRC) *Except for mean age. U, undetermined. Partial electropherogram of DNA from a patient with colorectal cancer from Western Mexico showing heterozygosity for the BRAF p.V600E variant.

Frequency of BRAF p.V600E variant in Latin American and Caribbean CRC populations

Of the 42 populations selected, reports on BRAF p.V600E prevalence were only found for Argentina, Brazil, Chile, Mexico, Paraguay, Peru and Puerto Rico for a total of 17 publications. This pathogenic variant occurred in 0%–15% of the populations and, taken together, these data indicate that the BRAF p.V600E frequency for Latin America and the Caribbean equals 7.8% (117 positive findings out of 1492 analyzed patients). Table 2 illustrates the characteristics of the analyzed patients with CRC and the comparison of variant frequency between populations. Based on the criteria of Yamane et al 10 and to facilitate analysis, tumor localization described in the studies is specified as right colon for tumors reported in the cecum, the ascending and the transverse colon, and as left colon for tumors located in the descending colon, sigmoid colon and rectum.
Table 2

Comparison of the prevalence of the BRAF p.V600E variant among Latin American and Caribbean populations and description of the clinicopathological data of positive individuals

Country/authorsNumber of patientsMale/female %Mean or median age (range)Tumor location %Tumor stage (%) BRAF p.V600E frequency*P value
Western Mexico/This study10155/4560 (19–96)Right colon 26Left colon 62Ubiquitous 12I–II=37III–IV=61ND=24/101 (4%)
Northeast Mexico/Luévano-González et al 33 10655/45<50=58≥50=48Right colon 45Left colon 55T2=23†T3=19T4=580/97 (0%)0.12
Central Mexico/González-Colunga et al 34 135‡58/4255 (45–65)§Right colon 59Left colon 41I–II=28III–IV=7213/135 (9.6%)0.13
Peru/Montenegro et al 35 90NDNDNDND9/90 (10%)0.14
Peru/Egoavil et al 36 90 patients (91 samples)49/5159.3 (22–89)Right colon 36Left colon 63ND 1I–II=51III–IV=499/91 (9.9%)0.14
Brazil/Rasuck et al 37 7740/6063 (ND)Right colon 35Left colon 61ND 4All stages5/77 (6.5%)0.50
Brazil/Yamane et al 10 15553/4766 (50–89)Right colon 47Left colon 53ND9/103 (8.7%)¶0.25
Brazil/Pereira-Zambalde38 8445/5565 (36–89)Colon 54Rectum 34ND 120–II=36III–IV=31ND=330/84 (0%)0.12
Brazil/dos Santos et al 39 9154/4661.1 (29–88)Right colon 22Left colon 780–II=78III–V=226/91 (6.6%)0.52
Chile/Roa et al 28 10044/5661 (ND)Colon 88Rectum 6Hepatic metastasis 5ND 1“Advanced” stages11/94 (12%)0.06
Chile/Hurtado et al 29 58‡48/5263.5 (35–90)Right colon 33Left colon 67I–II=59III–IV=415/58 (9%)0.28
Chile/Alvarez et al 30 5659/4164 (45–97)Right colon 37Left colon 630–II=61III–IV=36ND=3At least 4/56 (7.1%)0.45
Chile/Wielandt et al 15 5355/4570 (41–97)Right colon 38Left colon 62I–II=45III–IV=558/53 (15%) 0.02
Argentina/Perazzo et al 40 14658/4258.1 (17–88)Right colon 28Left colon 69I–II=27III–IV=736/49 (12.2%)0.08
Argentina/Lopez-Ruitti et al 41 8554/4664 (28–85)NDND4/45 (8.9%)0.25
Argentina/González et al 42 15556/4465.6 (ND)Right colon 35Left colon 65I–II=54III–IV=4611/112 (9.8%)0.11
Puerto Rico/Perez-Mayoral et al 43 120NDNDNDND11/120 (9.17%)0.17
Paraguay/Fleitas-Kanonnikoff et al 44 3664/3652 (20–74)Right colon 39Left colon 61I–III=17IV=832/36 (5.5%)0.65
Total1738117/1492 (7.8)

*BRAF p.V600E frequency established based only on the number of patients analyzed for the variant.

†Primary tumor invasion.

‡Patient with colon cancer.

§Median (IQR) only for wild-type BRAF patients.

¶Described as precursor lesions, not as patients.

ND, no data.

Comparison of the prevalence of the BRAF p.V600E variant among Latin American and Caribbean populations and description of the clinicopathological data of positive individuals *BRAF p.V600E frequency established based only on the number of patients analyzed for the variant. Primary tumor invasion. Patient with colon cancer. §Median (IQR) only for wild-type BRAF patients. ¶Described as precursor lesions, not as patients. ND, no data.

Discussion

The presence of the most common pathogenic variant of the BRAF gene, p.V600E, is associated with reduced effectiveness of CRC monoclonal antibody treatment that targets the EGFR–MAPK pathway.11 This invokes a clinical imperative to measure the prevalence of this variant in patients with CRC. Via a screening of 101 patients with CRC, we determined the prevalence of the variant to be 4% in Western Mexico. The four patients bearing the p.V600E variant were three women and a man, all older than 60 years, with tumors located in the proximal colon, three of which were at stages III–IV. Although no statistical approach was possible due to the low number of patients positive for the pathogenic variant, the characteristics of these subjects are in agreement with the clinicopathological features associated with BRAF p.V600E described in three meta-analyses.12–14 Chen et al 12 reported an analysis of 25 studies, published before 2013, and estimated a frequency of this pathogenic variant of 10.8% among 11,955 patients with CRC. Li and Li13 studied 13,208 patients with CRC from 25 selected study populations published after 2005 and estimated an average variant allele frequency of 11.1%. A recent meta-analysis of 61 studies published from 2006 to 2018 analyzing a total of 32,407 patients with CRC was reported by Wang et al,14 with a BRAF pathogenic variant frequency of 11.38%. Given the overlap period in the selected studies, several reports used in these meta-analyses are shared, leading to similar results regarding the increased frequency of BRAF p.V600E in female patients, patients older than 60 years, the proximal colon tumor location, the TNM III–IV stage, poor differentiation of the tumor and poor outcome of CRC. A comparison between the reported pathogenic variant frequencies of 10.8%, 11.1% and 11.38% showed no statistical differences, assuming a p=0.18, between the three meta-analyses, and the average estimate of the general frequency of BRAF p.V600E in patients with CRC is 11%. Since the three meta-analyses did not include studies on Latin American patients with CRC with the BRAF p.V600E, we conducted a search for publications with data from Latin American and Caribbean populations to compare the variant frequency. From the 17 selected reports, the estimated frequency ranged from 0% to 15% with sample sizes ranging from 36 to 120 patients. By comparing the selected populations, we only identified a significant difference in the frequency of BRAF p.V600E with one of the four Chilean populations included, the study of Wielandt et al, 15 with statistical significance (p=0.02). It must be noted that these authors described 53 patients who showed the highest variant frequency (15%) among the selected studies, with a median age of 70 years. The latter perhaps increases the possibility of detecting this pathogenic variant because, as previously described in the meta-analyses by Chen et al 12 and Wang et al,14 patient age above 60 years is associated with its presence. Differences in allele frequency could also be explained through the methodological approaches chosen in the studies. Colomba et al 16 and Roma et al 17 used Sanger sequencing for detection of the variant, which is characterized by 5%–30% lower sensitivity than RT-PCR, but 12% higher specificity. Colomba et al, 16 Lopez-Rios et al 18 and Jurkowska et al 19 suggested that differences in methodologies could alter p.V600E frequencies, principally for patients with melanoma, but it was also for patients with CRC, as described by Løes et al 20 and Roma et al.17 However, the discrepancy between variant frequencies reported by Wielandt et al 15 and the present study is still unclear since detection of the variant allele was performed by Sanger sequencing in both studies. In fact, this approach was used in 56% of the selected studies in Latin America and the Caribbean. Differences in the variant prevalence among populations have also been attributed to race/ethnicity. Yoon et al 21 studied the variant frequency in patients with stage III colon cancer, showing that BRAF p.V600E was detected half as often in black (6.4%) and Asian (5.6%) patients as compared with white patients (13.9%). Heath et al 22 reported similar results for patients with CRC with 1.7% BRAF p.V600E occurrence in African-American patients compared with 8.5% positive cases of Caucasians. As described by Ruiz-Linares et al 23 and Belbin et al,24 the genetics of Latin American and Caribbean populations are an admixture of Native American, European and African characteristics. With respect to ancestries, Salazar-Flores et al 25 showed that the European ancestry is more prevalent in South America by contrast to Central America and Mexico, where the predominant ancestry is Native American. More specifically, this mixture of genetic traits produces differences based on geographical location and social structure of each country. Rubí-Castellanos et al 26 outlined the ancestry of Western Mexicans, showing that 53.2% are of Native American, 30.8% of European and 15.9% of African descent. Moreover, Santiago City in Chile, where the Wielandt et al 15 study population originated from, is within the central zone of Chile characterized by Eyheramendy et al,27 with 40.43% Native American ancestry, 2.46% African and 57.11% European ancestry, which is the highest percentage among Chilean populations. The genetic descent of patients with CRC from Western Mexico and Central Chile might be a crucial factor in producing the differences in frequency of BRAF p.V600E, which is further supported by the statistical discrepancy in the comparison of the whole variant frequency of 10.7%, considering the conclusive results for 28 of the 261 Central Chilean patients with CRC analyzed,15 28–30 in contrast to the 4% frequency estimated for Western Mexican patients with CRC (p=0.04). Whether advanced patient age or ethnicity contributed more to p.V600E frequency differences remains to be elucidated. Altogether, a total of 1738 patients with CRC were included in the Latin American and Caribbean studies, but only 1492 of them were analyzed for the BRAF p.V600E, with 117 (7.8%) positive results. This frequency is lower than the estimate of 11% deduced from meta-analytical reports. With respect to the CRC burden in Latin America and the Caribbean, GLOBOCAN estimates 6.7% of the worldwide CRC cases of patients older than 50 years to be registered in these areas.1 Although Carioli et al 31 observed a slight decrease in CRC cases in Latin America and the Caribbean in recent years, with the highest CRC rates accounted for in Argentina and the lowest in Mexico, Araghi et al 32 expressed that the CRC mortality rate in this region is expected to increase by 2035. Nevertheless, investigations on the molecular profile of CRC tumors, exploring the prevalence of BRAF p.V600E and other variants, on Latin American and Caribbean patients are limited due to several factors, including economical and health infrastructure, that discourage research efforts. The reduced number of patients analyzed for BRAF p.V600E presence was also identified as a limitation of the estimate produced in this study, although most of the selected Latin American and Caribbean populations studies showed statistical similarity in variant frequency, regardless of the number of cases per study. In conclusion, we found a 4% BRAF p.V600E prevalence among 101 CRC Western Mexican patients. This result was statistically similar to frequency estimates from studies in Latin America and the Caribbean, except of the variant prevalence in Chilean patients. As a whole, the BRAF p.V600E frequency in Latin America and the Caribbean was estimated to be 7.8%. Further research on the frequency of this pathogenic variant and on the molecular profile of CRC within the region will benefit treatment success and patient survival rates.
  38 in total

1.  Pre-Hispanic Mesoamerican demography approximates the present-day ancestry of Mestizos throughout the territory of Mexico.

Authors:  Rodrigo Rubi-Castellanos; Gabriela Martínez-Cortés; José Francisco Muñoz-Valle; Antonio González-Martín; Ricardo M Cerda-Flores; Manuel Anaya-Palafox; Héctor Rangel-Villalobos
Journal:  Am J Phys Anthropol       Date:  2009-07       Impact factor: 2.868

2.  Association between methylation in mismatch repair genes, V600E BRAF mutation and microsatellite instability in colorectal cancer patients.

Authors:  Carla G Rasuck; Sinara M O Leite; Flavia Komatsuzaki; Alessandro C S Ferreira; Vanessa C Oliveira; Karina B Gomes
Journal:  Mol Biol Rep       Date:  2011-06-17       Impact factor: 2.316

3.  BRAF V600E Expression by Immunohistochemistry in Colon Cancer and Clinico-pathologic Features Associated with BRAF-Mutated Colonic Cancers in Mexican Patients.

Authors:  Karla J González-Colunga; Leonardo S Lino-Silva; Rosa A Salcedo-Hernández; Erika B Ruiz-García; César Zepeda-Najar
Journal:  J Gastrointest Cancer       Date:  2020-03

4.  EGFR pathway subgroups in Chilean colorectal cancer patients, detected by mutational and expression profiles, associated to different clinicopathological features.

Authors:  Karin Alvarez; Paulina Orellana; Cynthia Villarroel; Luis Contreras; Hiroshi Kawachi; Maki Kobayashi; Ana Maria Wielandt; Marjorie De la Fuente; Juan Carlos Triviño; Udo Kronberg; Pilar Carvallo; Francisco López-Köstner
Journal:  Tumour Biol       Date:  2017-09

5.  Clinically important molecular features of Peruvian colorectal tumours: high prevalence of DNA mismatch repair deficiency and low incidence of KRAS mutations.

Authors:  C M Egoavil; P Montenegro; J L Soto; L Casanova; J Sanchez-Lihon; M I Castillejo; A Martinez-Canto; L Perez-Carbonell; A Castillejo; C Guarinos; V M Barbera; R Jover; A Paya; C Alenda
Journal:  Pathology       Date:  2011-04       Impact factor: 5.306

6.  Comparison between two widely used laboratory methods in BRAF V600 mutation detection in a large cohort of clinical samples of cutaneous melanoma metastases to the lymph nodes.

Authors:  Monika Jurkowska; Aleksandra Gos; Konrad Ptaszyński; Wanda Michej; Andrzej Tysarowski; Renata Zub; Janusz A Siedlecki; Piotr Rutkowski
Journal:  Int J Clin Exp Pathol       Date:  2015-07-01

Review 7.  BRAF mutation is associated with poor clinicopathological outcomes in colorectal cancer: A meta-analysis.

Authors:  Yujie Li; Weier Li
Journal:  Saudi J Gastroenterol       Date:  2017 May-Jun       Impact factor: 2.485

8.  A very low incidence of BRAF mutations in Middle Eastern colorectal carcinoma.

Authors:  Abdul K Siraj; Rong Bu; Sarita Prabhakaran; Prashant Bavi; Shaham Beg; Mohsen Al Hazmi; Maha Al-Rasheed; Khadija Alobaisi; Fouad Al-Dayel; Hadeel AlManea; Nasser Al-Sanea; Shahab Uddin; Khawla S Al-Kuraya
Journal:  Mol Cancer       Date:  2014-07-08       Impact factor: 27.401

9.  Molecular profile in Paraguayan colorectal cancer patients, towards to a precision medicine strategy.

Authors:  Tania Fleitas-Kanonnikoff; Carolina Martinez-Ciarpaglini; Josefina Ayala; Cinthia Gauna; Rita Denis; Ita Yoffe; Silvia Sforza; María Teresa Martínez; Alicia Pomata; Maider Ibarrola-Villava; Sipan Arevshatyan; Verónica Burriel; Diego Boscá; Oscar Pastor; Ana Ferrer-Martinez; Francisca Carrasco; Cristina Mongort; Samuel Navarro; Gloria Ribas; Andres Cervantes
Journal:  Cancer Med       Date:  2019-05-06       Impact factor: 4.452

10.  Mutation profiling of cancer drivers in Brazilian colorectal cancer.

Authors:  Wellington Dos Santos; Thais Sobanski; Ana Carolina de Carvalho; Adriane Feijó Evangelista; Marcus Matsushita; Gustavo Nóriz Berardinelli; Marco Antonio de Oliveira; Rui Manuel Reis; Denise Peixoto Guimarães
Journal:  Sci Rep       Date:  2019-09-23       Impact factor: 4.379

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