Wulfran Cacheux’s research while affiliated with Hôpital Privé La Louvière and other places

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Publications (106)


IKZF2-ERBB4 gene fusion leads to ERBB4 overexpression in Anal Squamous Cell Carcinoma but with no benefit for ERBB4 inhibition
  • Preprint

December 2024

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12 Reads

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Anne Schnitzler

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Julien Lazartigues

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Anal squamous cell carcinoma (ASCC) is a rare tumour, but with increasing incidence for local and metastatic tumours. Current therapy is based on chemoradiotherapy, associated with immunotherapy in advanced stages, with frequent side effects, poor results in advanced stages and recurrence. New therapeutics, including targeted therapies, are then needed. In this context, we identified here a IKZF2-ERBB4 gene fusion in a patient ASCC tumour, leading to overexpressed mRNA encoding a functional ERBB4 protein. This gene fusion has been already reported in other tumour types but not yet investigated as therapeutical target. The matched patient tumour-derived xenograft displays the same gene fusion and mRNA overexpression. It provided biological material for anti-ERBB4 testing in different cell models (in vivo xenograft, in vitro cell cultures). We used afatinib and lapatinib, 2 chemical pan-ERBB inhibitors approved in clinics, with anti-ERBB4 properties. ERBB4 inhibition did not lead to tumour growth inhibition although afatinib and lapatinib dramatically decreased ERBB4 phosphorylation with impact on downstream signalling MAPK/ERK but not PI3K/AKT pathways. Likewise, specific ERBB4 knock-outing did not affect tumour cell proliferation. These "negative" results must be put in line with reported potential crosstalk between PI3K/AKT and MAPK/ERK pathways in therapeutic resistance.




Genomic landscape of ASCC. Samples are divided by HPV status. Truncating variants include non‐sense, frame‐shift variants and substitutions at splice‐sites in tumor suppressor genes. Only variants with established pathogenicity (determined as described in the Section 2) are represented. [Color figure can be viewed at wileyonlinelibrary.com]
KMT2C and PIK3CA exon 9/20 alterations are associated with shorter OS in patients with HPV‐positive tumors. (A) Cox multivariate model of OS; (B) Kaplan‐Meier curves of OS stratified by mutational status. The P value of the log‐rank test comparing survival probabilities is represented on the graph. WT, wild type. [Color figure can be viewed at wileyonlinelibrary.com]
Theragnostic annotation of genomic alterations reveals that ASCC is a target‐rich malignancy. (A) Highest level of actionability in another cancer of the 507 unique pathogenic variants found in this cohort as determined by the OncoKB classification system²⁹; (B) Highest level of actionability associated with variants found in each patient's tumor. Level 1: Biomarker recognized by the FDA to be predictive of a response to an FDA‐approved drug; Level 2: Biomarker identified as a standard of care biomarker by the NCCN or other professional guidelines to be predictive of response to an FDA‐approved drug; Level 3B: Compelling clinical evidence, as determined by OncoKB curators, supporting the theragnostic value of the biomarker in any other cancer; Level 4: Compelling biological evidence, as determined by OncoKB curators, supporting the theragnostic value of the biomarker. [Color figure can be viewed at wileyonlinelibrary.com]
Pathogenic alterations in PIK3CA and KMT2C are frequent and independent prognostic factors in anal squamous cell carcinoma treated with salvage abdominoperineal resection
  • Article
  • Publisher preview available

October 2023

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38 Reads

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5 Citations

The management of anal squamous cell carcinoma (ASCC) has yet to experience the transformative impact of precision medicine. Conducting genomic analyses may uncover novel prognostic biomarkers and offer potential directions for the development of targeted therapies. To that end, we assessed the prognostic and theragnostic implications of pathogenic variants identified in 571 cancer‐related genes from surgical samples collected from a homogeneous, multicentric French cohort of 158 ASCC patients who underwent abdominoperineal resection treatment. Alterations in PI3K/AKT/mTOR, chromatin remodeling, and Notch pathways were frequent in HPV‐positive tumors, while HPV‐negative tumors often harbored variants in cell cycle regulation and genome integrity maintenance genes (e.g., frequent TP53 and TERT promoter mutations). In patients with HPV‐positive tumors, KMT2C and PIK3CA exon 9/20 pathogenic variants were associated with worse overall survival in multivariate analysis (Hazard ratio (HR)KMT2C = 2.54, 95%CI = [1.25,5.17], P value = .010; HRPIK3CA = 2.43, 95%CI = [1.3,4.56], P value = .006). Alterations with theragnostic value in another cancer type was detected in 43% of patients. These results suggest that PIK3CA and KMT2C pathogenic variants are independent prognostic factors in patients with ASCC with HPV‐positive tumors treated by abdominoperineal resection. And, importantly, the high prevalence of alterations bearing potential theragnostic value strongly supports the use of genomic profiling to allow patient enrollment in precision medicine clinical trials.

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Distribution of HPV genomic signatures in 80 patients with HPV positive head and neck squamous cell carcinoma. 2J‐COL: two hybrid colinear junctions; 2J‐NL: two hybrid nonlinear junctions; 2J‐UN: two hybrid junctions with a lost junction; EPI: episomal; MJ‐CL: multiple hybrid junctions clustered in one locus; MJ‐SC: multiple hybrid junctions scattered at distinct loci.
Chromosomal distribution of the 267 HPV‐human chromosome junction sequences found in 49 patients with HPV positive head and neck carcinoma. The orange dots represents 4 to 8 different breakpoints in the region, the light green dots 2 or 3 breakpoints, the dark green dots depict unique breakpoint in the region. The dark red star represents the 27 breakpoints in PDL1 region, the light red star the 20 breakpoints in MYC region, the orange star represents the 5 breakpoints in MACROD2 region and the light green star the 3 breakpoints in KLF5 region.
HPV integration breakpoints in the chromosomal region 9p24.1 in four patients with head and neck carcinoma. We represented PDL1 7 exons, the 3’ UTR and the 5’UTR with the starting codon (ATG) and the stop codon (TAA). Each color corresponds to a patient: R295, R299, R613 and R650. Each Arrow is a breakpoint position. 9ptel indicates the telomere and Cen the centromere. The numbers indicate the genomic positions.
mRNA expression level of PDL1, PDL2 and PLGRKT (A) and MYC and PVT1 (B) and in 44 patients with HPV positive head and neck squamous cell carcinoma. Each dot represents a patient. The horizontal bars display the median for each data set. (A) Patients R295, R299 and R650 have integration in the 9p24.1 chromosomal region. (B) Patients R654 and R661 have integration in the 8q24.21 chromosomal region.
Human papilloma virus integration sites and genomic signatures in head and neck squamous cell carcinoma

May 2022

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89 Reads

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21 Citations

A prevalence of around 26% of Human Papillomavirus (HPV) in Head and Neck Squamous Cell Carcinoma (HNSCC) has been previously reported. HPV induced oncogenesis mainly involves E6 and E7 viral onco‐proteins. In some cases, HPV viral DNA has been detected to integrate in the host genome and possibly contribute to carcinogenesis by affecting gene expression. We retrospectively assessed HPV integration sites and signatures in 80 HPV positive patients with HNSCC, by using a double capture‐HPV method followed by Next‐Generation Sequencing. We detected HPV16 in 90% of the analyzed cohort and confirmed five previously described mechanistic signatures of HPV integration (episomal (EPI), integrated in a truncated form revealing two HPV‐chromosomal junctions colinear (2J‐COL) or nonlinear (2J‐NL), multiple hybrid junctions clustering in a single chromosomal region (MJ‐CL) or scattered over different chromosomal regions (MJ‐SC) of the human genome). Our results suggested that HPV remained episomal in 38.8% of the cases or was integrated/mixed in the remaining 61.2% of patients with HNSCC. We showed a lack of association of HPV genomic signatures to tumor and patient characteristics, as well as patient survival. Like in other HPV associated cancers, low HPV copy number was associated with worse prognosis. We identified 267 HPV‐human junctions scattered on most chromosomes. Remarkably, we observed four recurrent integration regions: PDL1/PDL2/PLGRKT (8.2%), MYC/PVT1 (6.1%), MACROD2 (4.1%) and KLF5/KLF12 regions (4.1%). We detected the overexpression of PDL1 and MYC upon integration by gene expression analysis. In conclusion, we identified recurrent targeting of several cancer genes such as PDL1 and MYC upon HPV integration, suggesting a role of altered gene expression by HPV integration during HNSCC carcinogenesis.


CONSORT-like workflow diagrams for the cohort.
Association between overall survival and Fusobacterium nucleatum. Overall survival curves for the Fusobacterium nucleatum divided in 3 categories according to terciles (A) and 2 categories according to terciles (B), n = 154 patients.
Association between disease-free survival and Fusobacterium nucleatum. Disease-free survival curves for the Fusobacterium nucleatum divided into three categories according to terciles (A) and two categories according to terciles (B), n = 153 patients.
Prognostic value of clinicopathological factors and Fusobacterium nucleatum. Multivariate analysis for the clinicopathological factors regarding overall survival ((A), n = 148 patients) and disease-free-survival ((B), n = 147 patients). Bolded p-values are significant (<0.05).
Association between Fusobacterium nucleatum and clinicopathological factors.
Prognostic Value of Fusobacterium nucleatum after Abdominoperineal Resection for Anal Squamous Cell Carcinoma

March 2022

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37 Reads

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9 Citations

Main prognostic factors of anal squamous cell carcinoma (ASCC) are tumor size, differentiation, lymph node involvement, and male gender. However, they are insufficient to predict relapses after exclusive radiotherapy (RT) or chemoradiotherapy (CRT). Fusobacterium nucleatum has been associated with poor prognosis in several digestive cancers. In this study, we assessed the association between intratumoral F. nucleatum load and clinico-pathological features, relapse, and survival in patients with ASCC who underwent abdominoperineal resection (APR) after RT/CRT. We retrospectively analyzed surgical samples from a cohort of 166 patients with ASCC who underwent APR. F. nucleatum 16S rRNA gene sequences were quantified using real-time quantitative PCR. We associated F. nucleatum load with classical clinicopathological features, overall survival (OS), disease-free survival (DFS), and metastasis-free survival (MFS) using Cox regression univariate and multivariate analyses. Tumors harboring high loads of F. nucleatum (highest tercile) showed longer OS and DFS (median: not reached vs. 50.1 months, p = 0.01, and median: not reached vs. 18.3 months, p = 0.007, respectively). High F. nucleatum load was a predictor of longer OS (HR = 0.55, p = 0.04) and DFS (HR = 0.50, p = 0.02) in multivariate analysis. High F. nucleatum load is an independent favorable prognostic factor in patients with ASCC who underwent APR.


Metastatic colorectal carcinoma with signet-ring cells: Clinical, histological and molecular description from an Association des Gastro-Entérologues Oncologues (AGEO) French multicenter retrospective cohort

August 2021

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45 Reads

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2 Citations

Digestive and Liver Disease

Background: Metastatic signet-ring cell colorectal carcinoma is rare. We analyzed its clinicopathological and molecular features, prognostic factors and chemosensitivity. Methods: Retrospective study from 2003 to 2017 in 31 French centers, divided into three groups: curative care (G1), chemotherapy alone (G2), and best supportive care (G3). Results: Tumors were most frequently in the proximal colon (46%), T4 (71%), and poorly differentiated (86%). The predominant metastatic site was peritoneum (69%). Microsatellite instability and BRAF mutation were found in 19% and 9% (mainly right-sided) of patients and RAS mutations in 23%. Median overall survival (mOS) of the patients (n = 204) was 10.1 months (95%CI: 7.9;12.8), 45.1 for G1 (n = 38), 10.9 for G2 (n = 112), and 1.8 months for G3 (n = 54). No difference in mOS was found when comparing tumor locations, percentage of signet-ring cell contingent and microsatellite status. In G1, relapse-free survival was 14 months (95%CI: 6.5-20.9). In G2, median progression-free survival (PFS) was 4.7 months (95%CI: 3.6;5.9]) with first-line treatment. Median PFS was higher with biological agents than without (5.0 vs 3.9 months, p = 0.016). Conclusions: mSRCC has a poor prognosis with specific location and molecular alterations resulting in low chemosensitivity. Routine microsatellite analysis should be performed because of frequent MSI-high tumors in this population.


Radiomics workflow and integration into Machine Learning models.
Flowchart of patient selection. (Abbreviations: CRT = chemo-radiotherapy, NM = non-metastatic, ASCC = anal squamous cell cancer, CT = chemotherapy, MRI = magnetic resonance imaging).
Correlation matrix between features significantly associated with the outcome in the training cohort. (Abbreviations: JEnergy = Glcm_JointEnergy, JEntropy = Glcm_JointEntropy, GLVariance = Glrlm_GrayLevelVariance, CRTDuration = Chemo-radiotherapy duration).
Kaplan–Meier estimates of disease-free survival using the combined (clinical and radiomics) model for (A) training and (B) testing set, and ROC curve in the testing set (C).
Correlation between variables and 2-year disease recurrence. (Abbreviations: Se = sensitivity, Sp = specificity).
MRI-Based Radiomics Input for Prediction of 2-Year Disease Recurrence in Anal Squamous Cell Carcinoma

January 2021

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103 Reads

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9 Citations

Purpose: Chemo-radiotherapy (CRT) is the standard treatment for non-metastatic anal squamous cell carcinomas (ASCC). Despite excellent results for T1-2 stages, relapses still occur in around 35% of locally advanced tumors. Recent strategies focus on treatment intensification, but could benefit from a better patient selection. Our goal was to assess the prognostic value of pre-therapeutic MRI radiomics on 2-year disease control (DC). Methods: We retrospectively selected patients with non-metastatic ASCC treated at the CHU Bordeaux and in the French FFCD0904 multicentric trial. Radiomic features were extracted from T2-weighted pre-therapeutic MRI delineated sequences. After random division between training and testing sets on a 2:1 ratio, univariate and multivariate analysis were performed on the training cohort to select optimal features. The correlation with 2-year DC was assessed using logistic regression models, with AUC and accuracy as performance gauges, and the prediction of disease-free survival using Cox regression and Kaplan-Meier analysis. Results: A total of 82 patients were randomized in the training (n = 54) and testing sets (n = 28). At 2 years, 24 patients (29%) presented relapse. In the training set, two clinical (tumor size and CRT length) and two radiomic features (FirstOrder_Entropy and GLCM_JointEnergy) were associated with disease control in univariate analysis and included in the model. The clinical model was outperformed by the mixed (clinical and radiomic) model in both the training (AUC 0.758 versus 0.825, accuracy of 75.9% versus 87%) and testing (AUC 0.714 versus 0.898, accuracy of 78.6% versus 85.7%) sets, which led to distinctive high and low risk of disease relapse groups (HR 8.60, p = 0.005). Conclusion: A mixed model with two clinical and two radiomic features was predictive of 2-year disease control after CRT and could contribute to identify high risk patients amenable to treatment intensification with view of personalized medicine.


Fig. 3 Progression-free survival of the 272 HPV-positive cervical cancer patients according to HPV copy number.
Clinical and biological characteristics of 272 patients with HPV-positive cervical cancer, in relation to progression-free survival.
Human papilloma virus (HPV) integration signature in Cervical Cancer: identification of MACROD2 gene as HPV hot spot integration site

November 2020

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90 Reads

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77 Citations

British Journal of Cancer

Background Cervical cancer (CC) remains a leading cause of gynaecological cancer-related mortality with infection by human papilloma virus (HPV) being the most important risk factor. We analysed the association between different viral integration signatures, clinical parameters and outcome in pre-treated CCs. Methods Different integration signatures were identified using HPV double capture followed by next-generation sequencing (NGS) in 272 CC patients from the BioRAIDs study [NCT02428842]. Correlations between HPV integration signatures and clinical, biological and molecular features were assessed. Results Episomal HPV was much less frequent in CC as compared to anal carcinoma ( p < 0.0001). We identified >300 different HPV-chromosomal junctions (inter- or intra-genic). The most frequent integration site in CC was in MACROD2 gene followed by MIPOL1/TTC6 and TP63 . HPV integration signatures were not associated with histological subtype, FIGO staging, treatment or PFS. HPVs were more frequently episomal in PIK3CA mutated tumours ( p = 0.023). Viral integration type was dependent on HPV genotype ( p < 0.0001); HPV18 and HPV45 being always integrated. High HPV copy number was associated with longer PFS ( p = 0.011). Conclusions This is to our knowledge the first study assessing the prognostic value of HPV integration in a prospectively annotated CC cohort, which detects a hotspot of HPV integration at MACROD2 ; involved in impaired PARP1 activity and chromosome instability.


Citations (56)


... Consequently, a re-evaluation is required to enable the comparison of a combination of T and bevacizumab with chemotherapy rechallenge. Furthermore, there is only one prospective head-to-head trial that has directly assessed sequential R and T, the PRODIGE 68-UCGI 38-SOREGATT study, which was prematurely ended due to the publication of data from the SUNLIGHT study [40]. It is still unclear which is the preferable treatment strategy to start with, either R, T, or T + BEV, in clinical practice and whether there exists an ideal sequence for these two drugs. ...

Reference:

Survival Outcomes with Regorafenib and/or Trifluridine/Tipiracil Sequencing to Rechallenge with Third-Line Regimens in Metastatic Colorectal Cancer: A Multicenter Retrospective Real-World Subgroup Comparison from the ReTrITA Study
3O PRODIGE 68 - UCGI 38 - SOREGATT: A randomized phase II study comparing the sequences of regorafenib (reg) and trifluridine/tipiracil (t/t) after failure of standard therapies in patients (pts) with metastatic colorectal cancer (mCRC)
  • Citing Article
  • June 2024

Annals of Oncology

... For this purpose, a better understanding of molecular mechanisms involved in anal carcinogenesis might lead to the identification of new therapeutic targets as well as prognostic and predictive biomarkers. While ASCC was still ignored within The Cancer Genome Atlas program, some genomic studies depict the molecular landscape of ASCC [Bernardi et al, 2015;Chung et al, 2016;Morris et al, 2017;Cacheux et al, 2018;Cacheux et al, 2019;Necchi et al, 2022;Hamza et al, 2024]. We and others have then demonstrated the high importance of the network defined by phosphatidylinositol-3-kinase (PI3K), AKT and mammalian target of rapamycin (mTOR) pathways downstream of Receptor Tyrosine Kinase (RTK) in ASCC. ...

Pathogenic alterations in PIK3CA and KMT2C are frequent and independent prognostic factors in anal squamous cell carcinoma treated with salvage abdominoperineal resection

... However, the downstream effects of HPVint in HNSCC remain incompletely understood with inconsistent findings regarding clinical outcomes 2, [8][9][10][11] . Among HPV(+) HNSCC, the estimated proportion of HPVint(+) cases (~60-70%) 12,13 substantially exceeds the percentage exhibiting poor clinical outcomes (~25-30%) 14,15 . Consequently, a critical knowledge gap persists regarding the extent to which HPVint affects clinical outcomes in HNSCC and whether only a subset of HPVint(+) HNSCC patients experience worse prognoses. ...

Human papilloma virus integration sites and genomic signatures in head and neck squamous cell carcinoma

... The connection between the microbiome and HPV has recently become a focal point of scientific research. Numerous studies have attempted to decipher the impact of the microbiome on HPV infection, persistence, and progression to cervical dysplasia and cancer in women (Table 1) [6,7,10,16,[18][19][20][21][22][25][26][27][28][29][30][31][32]. ...

Prognostic Value of Fusobacterium nucleatum after Abdominoperineal Resection for Anal Squamous Cell Carcinoma

... For patients with metastatic SRCC, response rates to standard first-line chemotherapy regimens remain low. Furthermore, only 50% of them are able to receive a second line of therapy (4). Data regarding the benefit of vascular endothelial growth factor (VEGF) or EGFR inhibitors is conflicting. ...

Metastatic colorectal carcinoma with signet-ring cells: Clinical, histological and molecular description from an Association des Gastro-Entérologues Oncologues (AGEO) French multicenter retrospective cohort
  • Citing Article
  • August 2021

Digestive and Liver Disease

... Radiomics is another noteworthy advancement in the role of prediction of treatment responses in anal cancer [62][63][64][65]. We have previously shown in a systematic review that radiomics-based risk stratification models were found to provide valuable insights into treatment response and patient outcomes, with all developed signatures demonstrating at least modest accuracy (range AUC: 0.68-1.0) in predicting their primary outcome in anal cancer [32]. ...

MRI-Based Radiomics Input for Prediction of 2-Year Disease Recurrence in Anal Squamous Cell Carcinoma

... 22 The form of HPV presence in the human body is associated with disease progression, and the detection of HPV integration status is a critical parameter for evaluating cervical lesions and prognosis. 23 Current research shows that HPV integration plays a significant role in the progression from CIN2 to cervical cancer, and it can effectively predict the risk of progression in cervical lesions (area under the receiver operating characteristic curve [AUC] = 0.883). 24 However, this association lacks validation from prospective cohorts, particularly concerning young women who have higher rates of regression and residual considerations, thereby limiting its clinical applicability. ...

Human papilloma virus (HPV) integration signature in Cervical Cancer: identification of MACROD2 gene as HPV hot spot integration site

British Journal of Cancer

... In an NGS study of HPV in ASCC, samples with viral integration had higher PIK3CAactivating mutation rates, which is an APOBEC editing signature in HPV-positive HNSCC were associated with increased mutational burden, suggesting immunogenicity and suitability for immune therapy [52]. ...

Mechanistic Signatures of Human Papillomavirus Insertions in Anal Squamous Cell Carcinomas

... The most common driver mutations are coding for the G proteins GNAQ and GNA11 [7]. Uveal melanoma, when progressing, preferentially metastasize to the liver, most probably due to specific molecular pathways [8]. ...

Prospective validation in epithelial tumors of a gene expression predictor of liver metastasis derived from uveal melanoma

... Notably, p16 shows increased expression in cervical and breast cancers [52,53]. Studies have revealed a positive correlation between ANRIL expression and the p16-CDKN2A gene cluster in most tumors [54]. Upregulation of p16 may result directly from alterations in its interaction with pRb or indirectly via the p53 signaling pathway [55,56]. ...

High Positive Correlations between ANRIL and p16-CDKN2A/p15-CDKN2B/p14-ARF Gene Cluster Overexpression in Multi-Tumor Types Suggest Deregulated Activation of an ANRIL–ARF Bidirectional Promoter

Non-Coding RNA