Prognostic Impact of Tumor Budding on Moroccan Colon Cancer Patients

El Agy, Fatima; Bardai, Sanae el; Bouguenouch, Laila; Lahmidani, Nada; El Abkari, Mohammed; Benjelloun, El Bachir; Ousadden, Abdelmalek; Mazaz, Khalid; ImaneToughrai, undefined; Ibrahimi, Sidi Adil; Benbrahim, Zineb; Chbani, Laila

doi:https://doi.org/10.1155/2022/9334570

International Journal of Surgical Oncology

On this page

Abstract Introduction Materials and Methods Results Discussion Conclusions Data Availability Ethical Approval Consent Disclosure Conflicts of Interest Authors’ Contributions References Copyright Related Articles

Research Article | Open Access

Volume 2022 | Article ID 9334570 | https://doi.org/10.1155/2022/9334570

Prognostic Impact of Tumor Budding on Moroccan Colon Cancer Patients

Fatima El Agy,¹Sanae el Bardai,²Laila Bouguenouch,³Nada Lahmidani,⁴Mohammed El Abkari,⁴El Bachir Benjelloun,⁵Abdelmalek Ousadden,⁵Khalid Mazaz,⁵ ImaneToughrai,⁵Sidi Adil Ibrahimi,⁴Zineb Benbrahim,⁶and Laila Chbani⁷

Academic Editor: Gaetano Gallo

Received10 Nov 2021

Accepted05 Jan 2022

Published21 Jan 2022

Abstract

Background. Tumor budding is now emerging as one of the robust and promising histological factors that play an important role in colon cancer. In this study, we aimed to investigate the association between tumor budding and tumor clinicopathological factors, tumor molecular signature, and patient survival for the first time in a Moroccan population. Methods. We collected data of 100 patients operated from colon adenocarcinoma. Tumor budding was assessed on HES slides, according to the International Tumor Budding Consensus Conference 2016 recommendations. The expression of MMR proteins was performed by immunohistochemistry. KRAS and NRAS mutations testing was performed by Sanger sequencing and pyrosequencing. Results. High tumor budding grade (BUD 3) was found to be significantly associated with adverse clinicopathological features including older age (), presence of perineural invasion (), presence of vascular invasion (), distant metastases (), advanced TNM stage (), the occurrence of relapse (), and the high number of deceased cases (). Interestingly, we found that tumors with high-grade tumor budding were more likely to be microsatellite stable (MSS) () and harbor more KRAS mutations (). Tumors with high-grade tumor budding were strongly associated with KRAS G12D mutation (). In all stages, high tumor budding was correlated with poorer overall survival () and decreased relapse-free survival with a difference close to significance ((). We concluded that high tumor budding was strongly associated with unfavorable clinicopathological features and special molecular biomarkers and effectively affects the overall survival of CC patients. Conclusions. Based on these findings and the ITBCC group recommendations, tumor budding should be taken into account along with other clinicopathologic factors in the risk assessment of colorectal cancer.

1. Introduction

Colon cancer is the third most commonly diagnosed cancer and the second leading cause of cancer-related death in the Moroccan population [1]. A higher incidence of this disease occurs consistently among males than females in the general population with a median age at diagnosis of 55.56 years [2].

The tumor node metastasis (pTNM) stage is the primary factor used for prognostication purposes and to guide patient management [3]. Indeed, the standard of care for colon cancer is surgical resection (stages I and II), and surgery is followed by adjuvant chemotherapy (fluorouracil and folinic acid) for stage II with high-risk factors tumors. Neoadjuvant chemotherapy and targeted therapies (anti-EGFR) are used for colon cancer with distant metastasis. Although and because of the survival heterogeneity seen in colon cancer patients within the same pathological stage, the introduction of other molecular, immunological, and histological markers to identify risk stratification and disease outcome is now mandatory for better management of colon cancer patients.

Tumor budding is now emerging as one of the robust and promising histological factors that play an important role in colon cancer. It is a histological manifestation of initiating invasion and metastasis cascade in the invasive front of the tumor. According to the International Tumor Budding Consensus Conference 2016, ITBCC, it is defined by the presence of individual cells and small clusters (<5) of tumor cells at the invasive front of carcinomas [4]. Several studies have demonstrated that tumor budding might be associated with a high risk of relapse and poorer outcomes [5]. Its relationship with unfavorable clinicopathological features like nodal and distant metastases was also demonstrated [4, 5]. Indeed, higher grade of tumor budding was reported to be significantly correlated with microsatellite stable tumors (MSS tumors) [6, 7]. Furthermore, Sammarco et al. have recently demonstrated that microsatellite “stable” BRAF-mutated tumors show more aggressive morphological behavior like tumor budding [8].

Recently, a study conducted by Anne et al. on 1320 colon cancer patients has shown that high tumor budding was associated with the presence of KRAS mutations and metastatic tumors harboring a BRAF gene mutation [9].

Several studies have revealed the clinical implication of tumor budding in colon cancer management. First, in colon cancer stage I, tumor budding is associated with lymph node metastasis. For this reason, patients with high tumor budding may benefit from oncologic resection [4]. Second, in stage II colon cancer, the presence of tumor budding is associated with poorer survival. Therefore, adjuvant therapy should be discussed for stage II colon cancer patients with high-grade tumor budding [10]. Third, the assessment of tumor budding in preoperative biopsies could be useful for selecting patients who may qualify for neoadjuvant therapy. However, in advanced colon cancer, the role of tumor budding in clinical practice remains unclear and requires more investigation [11].

The lack of a standard quantification method for tumor budding has limited its reporting in the clinical routine practice in CC as well as other histological factors. However, after the International Tumor Budding Consensus Conference (ITBCC), held in Bern in April 2016, a scoring system for assessing tumor budding has been reached according to conference recommendations [4]. The ITBCC group recommended that tumor budding should be included in guidelines/protocols and staging systems for the pathology reporting of colorectal cancer [4].

This study aimed to assess tumor budding according to the ITBCC recommendations and to investigate the association between tumor budding and tumor clinicopathological factors, tumor molecular signature, and patient’s survival for the first time in a Moroccan population.

2. Materials and Methods

2.1. Patients

We enrolled in the present study a hundred patients with primary colon cancer resected between 2015 and 2020, at Hassan II University Hospital, Fez, Morocco. The medical charts were prospectively and retrospectively reviewed and patients were included according to the following inclusion criterion: patients with histologically confirmed primary adenocarcinoma, all cases with I-IV stage colon cancer, and patients with prognostic data. Patients were excluded from this study due to the following exclusion criteria: All patients with incomplete clinical records, patients without histological confirmation of colon adenocarcinoma, and patients with rectal cancer (Figure 1). Demographic and clinicopathological data (e.g., age, gender, tumor grade, tumor localization histological subtype, tumor grade, disease stage, and number of examined regional lymph nodes) and follow-up data were collected from the patient’s medical records and pathology reports.

2.2. Pathology Analysis

After first-line therapy, fresh specimens were transported to the department of pathology. The tissue was fixed in formalin (10%) and embedded in paraffin (FFPE). Histological slides based on hematoxylin and eosin staining were prepared and examined by a pathologist to define the histopathological characteristics of the tumor.

2.3. Assessment of Tumor Budding

Tumor budding was assessed on hematoxylin-eosin and Safran (HES) stained slides. For each CC case, one representative HES slide was used for scoring by the pathologist according to the ITBCC recommendations. Tumor buds were evaluated in a single hotspot measuring 0.785 mm² at the invasive front using microscopy at 20× objectives.

We then used a three-tier system which is recommended by the ITBCC group to provide tumor budding count and tumor budding category. The system of scoring is categorized as follows:(i)0–4 buds: low budding (Bd 1)(ii)5–9 buds: intermediate budding (Bd 2)(iii)10 or more buds: high budding (Bd 3)

We grouped the patients to be low-intermediate (grade 1 + grade 2) and high tumor budding (grade 3).

2.4. Determination of Mismatch Repair Protein Expression

The immunohistochemistry (IHC) method was used to establish the mismatch repair tumor status (MSS or MSI) and to detect the intact or the loss expression of the MMR proteins (MLH1, PMS2, MSH2, and MSH6). The IHC study was performed on unstained formalin-fixed paraffin-embedded (FFPE) tumor tissue sections of 5 μm thickness, on the automated immunostainer Ventana Benchmark ULTRA. We have employed monoclonal antibodies specific for each MMR protein, MLH1 (G168-728/CELL MARQUE), MSH2 (G219-1129/CELL MARQUE), MSH6 (44/CELL MARQUE), and PMS2 (MRQ-28/CELL MARQUE). Adjacent normal tissue (lymphocytes or normal glandular cells) was used as an internal control for positive staining.

2.5. Detection of KRAS and NRAS Mutation

2.5.1. DNA Extraction

Genomic DNA was extracted from 5 to 8 sections of 5 μm thickness of macrodissected formalin-fixed paraffin-embedded (FFPE) tumor blocks, containing at least 50% of tumor cells, as determined by an experienced pathologist on H&E-stained paraffin slides. The extraction was effected using the QIAamp DNA FFPE Tissue Kit (Invitrogen) and according to the manufacturer’s instructions. DNA concentration (ng/ul) was assessed by Qubit fluorometer.

2.5.2. PCR and Direct Sequencing

For each sample, mutations of KRAS exons 2, 3, and 4 and NRAS exons 2 and 3 were amplified by polymerase chain reaction (PCR). Briefly, 10 ng of template DNA was amplified using 12× PCR mix platinum, 12.5 pmol primers, 50 μmol Mgcl₂, and 2.5 μl of the corresponding set of PCR primers listed in Table 1. After the purification of PCR products, the presence of mutations was detected by direct sequencing using the BigDye Terminator V3.1 Cycle Sequencing Kit (ABI Prism) and the Applied Biosystems 3500Dx Genetic Analyzer (Applied Biosystem).

2.5.3. Pyrosequencing

The analysis of RAS mutations was performed using the TheraScreen® KRAS Pyro Kit (for KRAS codons 12 and 13) and the TheraScreen® RAS Extension Pyro Kit (for KRAS codons 59/61, 117, and 146 and NRAS codons 12, 13, 59, 61, 117, and 146) (Qiagen, Germany), according to the manufacturer's instructions. As described previously [2], 5 µl of template DNA (2–10 ng of genomic DNA) was amplified by polymerase chain reaction (PCR) in a 20 µl volume containing 12.5 µl of PyroMark® PCR Master Mix 2x, 2.5 µl of Coral Load Concentrate 10x, 4 µl of nuclease-free water, and 1 µl of the corresponding set of PCR primers (Qiagen). 10 µl of PCR products was immobilized to Streptavidin Sepharose High-Performance beads (Qiagen) to prepare the single-stranded DNA. The corresponding sequencing primers were allowed to anneal to the DNA using a PyroMark Q24 plate and a vacuum workstation (Qiagen). PyroMark Q24 reagents (enzyme mixture, substrate mixture, and nucleotide all from Qiagen) were prepared and loaded into a cartridge to be dispensed during the sequencing process. Finally, the sequences were analyzed using PyroMark Q24 software in the AQ analysis mode. In each run, two controls were included: negative control (without template DNA) and an unmethylated control DNA, provided by the kit as a positive control for PCR, and sequencing reactions were included.

2.6. Statistical Analysis

Clinical, pathological, and molecular variables collected at baseline were described as means and standard deviation (sd’s) for quantitative variables and percentages for qualitative variables. Associations between tumor budding (assessing as a categorical variable) and categorical factors of tumor were assessed using the χ2-test or Fisher’s exact test variables. The unpaired t-test was used for continuous variables. Tests were statistically significant when .

Overall survival was defined as the time from the start of diagnosis until death or until the last follow-up. Relapse-free survival was measured from the date of initial diagnosis until the date of local relapse or regional relapse or last follow-up/death (all causes) whichever occurs first.

RFS and OS rates according to tumor budding, clinicopathological factors, and molecular features were determined using the Kaplan-Meier method, and survival differences between groups were evaluated by log-rank test.

Multivariate analysis was performed using a Cox proportional hazard model to identify independent risk factors for survival. Factors that were significant and nearly significant in univariate analysis () were included in multivariate analysis.

Data from univariate and multivariate analyses were reported as hazard ratios (HRs) with 95% confidence intervals (CIs). All statistics were assessed using 2-sided tests, with P values <0.05 considered statistically significant. Statistical analysis was performed using the IBM SPSS Statistics 21.

3. Results

3.1. Patient Demographics and Pathological Characteristics

Patients and tumor characteristics of 100 patients are summarized in Table 2. Among 100 cases, 43 (43.0%) were women and 57 (57.0%) were men with a mean age of 54.9 years. Our cohort was characterized by a predominance of the left-sided colon cancers (n = 62, 62.0%), compared to right-sided CC (n = 38, 38.0%). Histologically, the adenocarcinoma subtype was documented in 86 tumors (86.0%), while only 9 (9.0%) tumors were mucinous adenocarcinoma. 46 (46.0%) tumors were classified as grade 2 (moderately differentiated) and grade 1 (well-differentiated), and 8 (8.0%) tumors were classified as grade 3 (poorly differentiated). Perineural invasion was observed in 15 (15.3%) tumors. In this study, the mean number of removed lymph nodes was 20.8 (range, 1–57). 85 (87.6%) patients had more than 12 dissected LN. Positive LNs were identified in 32 (32.6%) patients (mean = 1.3; rang, 0.1–16). According to the TNM classification, 4 (4.2%) of the tumors were stage I, 51 (53.1%) stage II, 25 (26.0%) stage III, and 16 (16.7%) IV. In our cohort, 50% of patients have received surgical treatment, and 46% have received adjuvant chemotherapy. Neoadjuvant treatment was indicated for only 4% of cases.

The mean follow-up time of the patient’s OS was 49.4 months (range, 6–119 months). Among 100 patients, 18 (18.2%) cases of death were recorded. Recurrence was observed in 29 (29.3%) patients. The most frequent site of recurrence was local recurrence (31.0%) followed by peritoneums (24.1%), lung (20.7%), and liver (17.4%).

3.2. Molecular Features

Concerning molecular characteristics, the MSI tumors were found in 21 patients (21.0%), tumors with KRAS mutations in 31 patients (40.3%), and NRAS mutations in 2 patients (2.6%).

3.3. KRAS and NRAS Mutations Classes

All the basic data are presented in Table 3. Activating KRAS mutations were found in 31/77 examined tumor cases (40.3%). Among KRAS variants, G12D was the most frequent (11/31, 35.5%), followed by G13D (8/31, 25.8%), G12C (4/31, 12.9%), A146T (3/31, 9.7%), G12V (2/31, 6.5%), G12R (1/31, 3.2%), G12A (1/31, 3.2%), and G13V (1/31, 3.2%).

Out of 77 cases, two showed NRAS mutations (2/77, 2.6%). One mutation was detected in codon 12 (G12R) (1/2, 50%) and the other in codon 61 (Q61L) (1/2, 50%).

3.4. Incidence of Tumor Budding in Our Population

Among 100 CC cases, 28 (28%) tumors showed low-grade tumor budding (grade 1), 32 (32%) tumors showed intermediate-grade tumor budding (grade 2), and 40 (40%) tumors showed high-grade tumor budding (grade 3). The results are shown in Table 4.

In correlation analysis, we divided the patients into two groups, a group with low-grade tumor budding (grade 1 + grade 2) that represented 60% of all cases and a group with high-grade tumor budding (grade 3) that represented 40% of all cases (Table 4).

3.5. Relationship between Tumor Budding and Clinicopathological Features

Table 5 shows the results of the association between tumor budding and clinicopathologic factors. Tumor budding grades were significantly associated with age, perineural invasion, vascular invasion, distant metastases, TNM stage, the occurrence of relapse, and the number of deceased cases. Indeed, compared with patients with low-grade tumor budding (grade 1 + grade 2), patients with high-grade tumor budding (grade 3) had more vascular invasion (28.2% vs. 15.3%; ), more venous invasion (25.6% vs. 8.5%; ), and a higher number of distant metastases (33.3% vs. 5.0%; ). Also, these patients had a majority of advanced pathologic stage IV tumors ().

Interestingly, patients with high-grade tumor budding had significantly high relapse rates (). Moreover, peritoneal recurrence was the most frequent recurrence site in tumors with high-grade tumor budding, with a difference close to significance (). Tumors with high-grade tumor budding were correlated with a higher risk of death ().

There was no correlation between tumor budding grade and gender, tumor localization, histologic subtype, histologic grade, and lymph nodes count.

3.6. Tumor Budding and Molecular Biomarkers

Interestingly, we investigated the relationship between the different grades of tumor budding and the molecular characteristics of the tumor. The different results are shown in Table 6. According to our results, tumors with high-grade tumor budding were more likely to be microsatellite stable (MSS) ().

The mutation rate in the KRAS gene was significantly higher in the high-grade TB tumors compared to that in the low-grade TB tumors (). Tumors with KRAS codon 12 mutations tented to have high tumor budding with a difference close to significance, as compared with tumors harboring other KRAS codon mutations (). Moreover, KRAS G12D mutation was found to be significantly correlated with high-grade TB compared to the other KRAS codon 12 variants (). However, there was no correlation between KRAS codon 13 variants and tumor budding grade.

There was no significant association between tumor budding and NRAS status.

3.7. Survival Outcomes according to Tumor Budding

Table 7 shows associations of tumor budding with overall survival and relapse-free survival of CC patients when tumor budding is stratified into three groups (BD1, BD2, BD3) or two groups (low (BD1 + 2), high (BD3)).

In the three-tier analysis, tumor budding was not associated with OS and RFS (BD1 versus BD2 versus BD3). In the 2-tier approach (BD1 + 2 versus BD3), tumors with high-grade tumor budding were significantly correlated with shorter OS (; Figure 2(a)). Moreover, these tumors tended to be associated with shorter RFS with a difference close to significance (; Figure 2(b)).

(a)

(b)

4. Discussion

The present study was designed to investigate the relationship of tumor budding with the clinicopathological characteristics and molecular biomarkers of CC. Also, we evaluate the prognostic impact of tumor budding on hundred CC patients using the ITBCC scoring method of TB on HES slides for the first time in the Moroccan population and the Middle East and Nord Africa region.

In recent years, several reports showed that tumor budding is characterized by different clinicopathological and histological features. In this study, we were able to demonstrate that high-grade tumor budding (BD3) grade underlines special clinicopathological parameters. In our context, BD3 was significantly greater in older age patients and we are the first to report this result because none of the previous studies have found a significant association between age and tumor budding grades [5, 12, 13].

As reported in many studies [5, 10, 14], we documented a positive relationship between high-grade tumor budding, the presence of vascular invasion, and the presence of perineural invasion. Furthermore, we found that tumors with high-grade tumor budding were significantly characterized by an increased frequency of distant metastases. The same result was reported by Jayasinghe et al. [15]. These associations have fueled the hypothesis that tumor buds can pervade the extracellular matrix (ECM) and migrate and disseminate into blood vessels [16]. It was suggested that tumor budding harbors the properties of cells undergoing an epithelial-mesenchymal transition (EMT) or a partial-EMT state [16]. In this process, epithelial cells lose intracellular and cell-matrix contacts mediated by E-cadherin, leading to invasion and metastatic cancer spread [17].

Additionally, we observed a significant correlation between high-grade tumor budding and advanced TNM stage, which further supports the results of previous studies as reported by Van et al. [18].

Interestingly, our results indicate that patients exhibiting high-grade tumor budding had a higher rate of recurrence. In a study conducted on 138 patients, Tanaka et al. [19] reported that tumor budding was significantly associated with disease recurrence. Another study evaluated 200 patients with CC and reported the same result [20]. Okuyama et al. showed a statistically significant relationship between high-grade tumor budding and local recurrence [21].

The majority of studies investigating the relationship between tumor budding and clinicopathological features have documented its positive correlation with lymph node involvement [22]. Conversely, in our study, we did not find any association.

As a point of interest, we also investigated the association between tumor budding and molecular biomarkers, such as MSI status, KRAS, and NRAS mutations. We observed that high-grade tumor budding was more common in MSS tumors, which is consistent with findings reported by previous studies [12, 23, 24]. In addition, Lugli et al. have recently showed that tumor buds are infrequently found in colorectal cancers with microsatellite instability (MSI) [7]. It was showed that MSS tumors were significantly correlated with shorter overall survival of CC patients [25].

We found that tumors with high-grade tumor budding had significantly more KRAS mutations. The relationship between KRAS mutation and tumor budding has previously been reported [26, 27]. Jang and colleagues found that 61.8% of colorectal cancers with high-grade tumor budding harbor more KRAS mutations [28]. Recently, Trinh et al. [9] and Lugli et al. have reported the same results [7]. Similar to Jang et al. [28], we found that the G12D substitution in the KRAS gene was strongly associated with high-grade tumor budding. According to this result, the KRAS G12D mutation could be proposed as a high-grade tumor budding biomarker.

Of note, our group has previously reported KRAS mutations as a predictor factor of worse OS [2].

We did not find any association between NRAS status and tumor budding grade in our context. Considering we found only 2 patients harboring NRAS mutations, this finding does not yet allow us to draw firm conclusions. Barresi et al. were also limited by a small number of NRAS mutated cases (N = 4) and they did not find any correlation between NRAS status and tumor budding grade [27].

According to our results, it can be reported that high grade of tumor budding is generally associated with poor prognostic factors (vascular and perineural invasion, distant metastases, MSS status, and KRAS mutations).

Secondly, we aimed to evaluate the relationship between tumor budding and clinical outcome in CC patients, for the first time in the Middle East and North Africa region. We validated the prognostic effect of tumor budding on overall survival in our cohort using the newly established ITBCC criteria for the scoring of tumor budding on H&E slides. We found that OS was better in patients with low-grade tumor budding (BD1/2 versus BD3) at all stages; we also observed that high-grade tumor budding was linked to an increased risk of death. This method is already included in the Japanese Guidelines for the reporting of CRC. However, many reports suggest that whichever scoring method is utilized, the presence of high-grade tumor budding is correlated with worse clinical outcomes [10, 29, 30].

In the literature, several studies are investigating the impact of tumor budding on CC patient’s survival. Similar to our results, Oh and colleagues pooled results from more than 4000 Japanese patients from all stages and confirmed the positive association of high-grade budding with worse OS [31]. Trinh et al. also validated the prognostic impact of tumor budding independent of age, stage, and sex in a cohort including 1320 colorectal cancers [9].

Regarding the association between tumor budding and RFS, we observed that patients with high tumor budding had a shorter RFS but with a difference close to significant although several reports have confirmed this correlation with significant differences [31, 32].

A preprint has previously been published [33].

There were some limitations to the present study. First is the size of the study cohort. Indeed, the number of cases included in our study is relatively small, in comparison with some previous reports. Second, our study represents a single institution and thus carries the possibility of selection bias and does not allow us to generalize our results in the overall population of our country. Third, it has been demonstrated that high-grade tumor budding is significantly associated with lymph node metastasis in colon cancer. However, we were unable to produce similar results. This could be likely attributable to the size and the characteristics of our sample.

Above all, our study is the first report investigating the prognostic impact on colon cancer patients in the Middle East and Nord Africa region.

5. Conclusions

In this study, we concluded that high-grade tumor budding was strongly associated with unfavorable clinicopathological features, like a perineural invasion, venous invasion, and distant metastases, and special molecular biomarkers which are MSS status and KRAS mutations. We defined KRAS G12D mutation as a biomarker of high-grade tumor budding.

Our results also indicate that high-grade tumor budding effectively affects the overall survival of CC patients. Based on these findings and the ITBCC group recommendations, tumor budding should be taken into account along with other clinicopathologic factors in the risk assessment of colorectal cancer.

Data Availability

The datasets used/or analyzed during the current study are available from the corresponding author on reasonable request.

Ethical Approval

This study protocol was reviewed and approved by Hassan II University Hospital Ethics Committee of Fez, Morocco, under reference no. 13/18 according to the World Medical Association Declaration of Helsinki.

All patients gave verbal informed consent before the start of the study.

Disclosure

The authors alone are responsible for the content and writing of the paper.

Conflicts of Interest

The authors declare no conflicts of interest.

Authors’ Contributions

All authors read and approved the final manuscript.

References

H. Sung, J. Ferlay, R. L. Siegel, M. Laversanne, I. Soerjomataram, and A. Jemal, “Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries,” CA: A Cancer Journal for Clinicians, vol. 71, no. 3, pp. 209–249, 2021.
View at: Publisher Site | Google Scholar
F. El Agy, S. El Bardai, I. El Otmani, Z. Benbrahim, I. M. H. Karim, and K. Mazaz, “Mutation status and prognostic value of KRAS and NRAS mutations in Moroccan colon cancer patients: a first report,” PLoS One, vol. 16, no. 3, 2021.
View at: Publisher Site | Google Scholar
C. Zhang, Z. Mei, J. Pei, M. Abe, X. Zeng, and Q. Huang, “A modified tumor-node-metastasis classification for primary operable colorectal cancer,” JNCI Cancer Spectrum, vol. 5, 2021.
View at: Publisher Site | Google Scholar
A. Lugli, R. Kirsch, Y. Ajioka et al., “Recommendations for reporting tumor budding in colorectal cancer based on the International Tumor Budding Consensus Conference (ITBCC) 2016,” Modern Pathology, vol. 30, no. 9, pp. 1299–1311, 2017.
View at: Publisher Site | Google Scholar
H. C. van Wyk, J. H. Park, J. Edwards, P. G. Horgan, D. C. McMillan, and J. J. Going, “The relationship between tumour budding, the tumour microenvironment and survival in patients with primary operable colorectal cancer,” British Journal of Cancer, vol. 115, no. 2, pp. 156–163, 2016.
View at: Publisher Site | Google Scholar
I. Centeno, A. Paasinen Sohns, M. Flury et al., “DNA profiling of tumor buds in colorectal cancer indicates that they have the same mutation profile as the tumor from which they derive,” Virchows Archiv, vol. 470, no. 3, pp. 341–346, 2017.
View at: Publisher Site | Google Scholar
A. Lugli, I. Zlobec, M. D. Berger, R. Kirsch, and I. D. Nagtegaal, “Tumour budding in solid cancers,” Nature Reviews Clinical Oncology, vol. 18, no. 2, pp. 101–115, 2021.
View at: Publisher Site | Google Scholar
G. Sammarco, G. Gallo, G. Vescio et al., “Mast cells, microRNAs and others: the role of translational research on colorectal cancer in the forthcoming era of precision medicine,” Journal of Clinical Medicine, vol. 3, no. 9, p. 2852, 2020.
View at: Publisher Site | Google Scholar
A. Trinh, C. Lädrach, H. E. Dawson et al., “Tumour budding is associated with the mesenchymal colon cancer subtype and RAS/RAF mutations: a study of 1320 colorectal cancers with Consensus Molecular Subgroup (CMS) data,” British Journal of Cancer, vol. 119, no. 10, pp. 1244–1251, 2018.
View at: Publisher Site | Google Scholar
A. C. Rogers, D. C. Winter, A. Heeney et al., “Systematic review and meta-analysis of the impact of tumour budding in colorectal cancer,” British Journal of Cancer, vol. 115, no. 7, pp. 831–840, 2016.
View at: Publisher Site | Google Scholar
I. Zlobec and A. Lugli, “Tumour budding in colorectal cancer: molecular rationale for clinical translation,” Nature Reviews Cancer, vol. 18, no. 4, pp. 203-204, 2018.
View at: Publisher Site | Google Scholar
R. P. Graham, R. A. Vierkant, L. S. Tillmans et al., “Tumor budding in colorectal carcinoma: confirmation of prognostic significance and histologic cutoff in a population-based cohort,” The American Journal of Surgical Pathology, vol. 39, no. 10, pp. 1340–1346, 2015.
View at: Publisher Site | Google Scholar
M. Karlberg, K. Stenstedt, M. Hallström, P. Ragnhammar, C. Lenander, and D. Edler, “Tumor budding versus mismatch repair status in colorectal cancer - an exploratory analysis,” Anticancer Research, vol. 38, no. 8, pp. 4713–4721, 2018.
View at: Publisher Site | Google Scholar
H. Dawson, F. Galuppini, P. Träger et al., “Validation of the International Tumor Budding Consensus Conference 2016 recommendations on tumor budding in stage I-IV colorectal cancer,” Human Pathology, vol. 85, pp. 145–151, 2019.
View at: Publisher Site | Google Scholar
C. Jayasinghe, N. Simiantonaki, and C. J. Kirkpatrick, “Histopathological features predict metastatic potential in locally advanced colon carcinomas,” BMC Cancer, vol. 15, no. 1, p. 14, 2015.
View at: Publisher Site | Google Scholar
A. D. Grigore, M. K. Jolly, D. Jia, M. C. Farach-Carson, and H. Levine, “Tumor budding: the name is EMT. Partial EMT,” Journal of Clinical Medicine, vol. 5, no. 5, 2021.
View at: Google Scholar
A. Lugli, E. Karamitopoulou, and I. Zlobec, “Tumour budding: a promising parameter in colorectal cancer,” British Journal of Cancer, vol. 106, no. 11, pp. 1713–1717, 2012.
View at: Publisher Site | Google Scholar
H. C. van Wyk, J. Park, C. Roxburgh, P. Horgan, A. Foulis, and D. C. McMillan, “The role of tumour budding in predicting survival in patients with primary operable colorectal cancer: a systematic review,” Cancer Treatment Reviews, vol. 41, no. 2, pp. 151–159, 2015.
View at: Publisher Site | Google Scholar
M. Tanaka, Y. Hashiguchi, H. Ueno, K. Hase, and H. Mochizuki, “Tumor budding at the invasive margin can predict patients at high risk of recurrence after curative surgery for stage II, T3 colon cancer,” Diseases of the Colon & Rectum, vol. 46, no. 8, pp. 1054–1059, 2003.
View at: Publisher Site | Google Scholar
T. Nakamura, H. Mitomi, H. Kanazawa, Y. Ohkura, and M. Watanabe, “Tumor budding as an index to identify high-risk patients with stage II colon cancer,” Diseases of the Colon & Rectum, vol. 51, no. 5, pp. 568–572, 2008.
View at: Publisher Site | Google Scholar
T. Okuyama, M. Oya, and H. Ishikawa, “Budding as a useful prognostic marker in pT3 well- or moderately-differentiated rectal adenocarcinoma,” Journal of Surgical Oncology, vol. 83, no. 1, pp. 42–47, 2003.
View at: Publisher Site | Google Scholar
A. Mehta, M. Goswami, R. Sinha, and A. Dogra, “Histopathological significance and prognostic impact of tumor budding in colorectal cancer,” Asian Pacific Journal of Cancer Prevention: Asian Pacific Journal of Cancer Prevention, vol. 19, no. 9, pp. 2447–2453, 2018.
View at: Publisher Site | Google Scholar
J. R. Jass, M. Barker, L. Fraser, M. D. Walsh, V. L. J. Whitehall, and B. Gabrielli, “APC mutation and tumour budding in colorectal cancer,” Journal of Clinical Pathology, vol. 56, no. 1, pp. 69–73, 2003.
View at: Publisher Site | Google Scholar
I. Zlobec, M. P. Bihl, A. Foerster, A. Rufle, and A. Lugli, “The impact of CpG island methylator phenotype and microsatellite instability on tumour budding in colorectal cancer,” Histopathology, vol. 61, no. 5, pp. 777–787, 2012.
View at: Publisher Site | Google Scholar
F. El Agy, I. E. Otmani, A. Mazti, N. Lahmidani, A. Oussaden, and M. El Abkari, “Implication of microsatellite instability pathway in outcome of colon cancer in Moroccan population,” Disease Markers, vol. 2019, Article ID 3210710, 10 pages, 2019.
View at: Publisher Site | Google Scholar
F. Prall and C. Ostwald, “High-degree tumor budding and podia-formation in sporadic colorectal carcinomas with K-ras gene mutations,” Human Pathology, vol. 38, no. 11, pp. 1696–1702, 2007.
View at: Publisher Site | Google Scholar
V. Barresi, L. Reggiani Bonetti, and S. Bettelli, “KRAS, NRAS, BRAF mutations and high counts of poorly differentiated clusters of neoplastic cells in colorectal cancer: observational analysis of 175 cases,” Pathology, vol. 47, no. 6, pp. 551–556, 2015.
View at: Publisher Site | Google Scholar
S. Jang, M. Hong, M. K. Shin et al., “KRAS and PIK3CA mutations in colorectal adenocarcinomas correlate with aggressive histological features and behavior,” Human Pathology, vol. 65, pp. 21–30, 2017.
View at: Publisher Site | Google Scholar
V. H. Koelzer, I. Zlobec, and A. Lugli, “Tumor budding in colorectal cancer-ready for diagnostic practice?” Human Pathology, vol. 47, no. 1, pp. 4–19, 2016.
View at: Publisher Site | Google Scholar
R. Cappellesso, C. Luchini, N. Veronese et al., “Tumor budding as a risk factor for nodal metastasis in pT1 colorectal cancers: a meta-analysis,” Human Pathology, vol. 65, pp. 62–70, 2017.
View at: Publisher Site | Google Scholar
B. Y. Oh, Y. A. Park, J. W. Huh et al., “Prognostic impact of tumor-budding grade in stages 1-3 colon cancer: a retrospective cohort study,” Annals of Surgical Oncology, vol. 25, no. 1, pp. 204–211, 2018.
View at: Publisher Site | Google Scholar
F. Petrelli, E. Pezzica, M. Cabiddu et al., “Tumour budding and survival in stage II colorectal cancer: a systematic review and pooled analysis,” Journal of Gastrointestinal Cancer, vol. 46, no. 3, pp. 212–218, 2015.
View at: Publisher Site | Google Scholar
F. E. agy, S. E. bardai, L. Bouguenouch, N. Lahmidani, M. E. abkari, and B. E. bachir, “Prognostic impact of tumor budding on moroccan colon cancer patients,” 2021, https://www.researchsquare.com/article/rs-546470/v1.
View at: Google Scholar

Copyright

Copyright © 2022 Fatima El Agy et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

PDF Download Citation

Download other formats

Order printed copies

Views

657

Downloads

800

Citations