Literature DB >> 35406380

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

Marc Hilmi1, Cindy Neuzillet1, Jérémie H Lefèvre2, Magali Svrcek3, Sophie Vacher4, Leonor Benhaim5, Peggy Dartigues6, Emmanuelle Samalin7, Julien Lazartigues8, Jean-François Emile9, Eugénie Rigault10,11, Nathalie Rioux-Leclercq12, Christelle de La Fouchardière13, David Tougeron14, Wulfran Cacheux15, Pascale Mariani16, Laura Courtois4, Matthieu Delaye1, Virginie Dangles-Marie17,18, Astrid Lièvre10,19, Ivan Bieche4.   

Abstract

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.

Entities:  

Keywords:  Fusobacterium nucleatum; anal squamous cell carcinoma; cancer microenvironment; intratumoral microbiota; tumor biomarkers

Year:  2022        PMID: 35406380      PMCID: PMC8997094          DOI: 10.3390/cancers14071606

Source DB:  PubMed          Journal:  Cancers (Basel)        ISSN: 2072-6694            Impact factor:   6.639


1. Introduction

Anal canal cancer (squamous cell carcinoma in 95% of cases) is a rare disease accounting for 2.5% of digestive cancers [1]. Human papillomavirus (HPV) infection (mainly, HPV16 and HPV18) is responsible for 90% to 95% of anal squamous cell carcinoma (ASCC) [2]. Other important risk factors include immune suppression, human immunodeficiency virus (HIV), and tobacco smoking [3]. Most patients (95%) present with local/locoregional disease at diagnosis. The aim of the treatment of localized/locally advanced ASCC is to cure the patient and achieve the best local control while maintaining a functional anal sphincter. The treatment is based on radiotherapy (RT), usually combined with 5-fluorouracil-based chemotherapy (chemoradiotherapy, CRT), and achieves approximately 80% of complete pathological response with a recurrence-free survival at 3 years of approximately 70% [4]. Surgery (abdominoperineal resection, APR) should be discussed in the cases of primary failure of RT/CRT or locoregional relapse [5]. Salvage surgery is associated with 60% of overall survival rates and 40% of relapses [6]. The treatment of metastatic relapses relies on systemic therapy (chemotherapy, immunotherapy). The main prognostic factors of localized/locally advanced ASCC are tumor size, differentiation, lymph node involvement, HPV status, and male gender [7,8]. However, they are insufficient to predict the 10–20% of metastatic relapses that are observed after RT/CRT. Recently, it has been shown that the intestinal microbiome is associated with human diseases, including cancer [9]. Moreover, the intratumoral microbiota (i.e., bacteria found within the tumor) can also play a role in modulating carcinogenesis, immune infiltrates, and chemoresistance [10,11]. Fusobacterium nucleatum is among the most studied bacteria in digestive tract cancers and has been described as a poor prognostic factor in esophageal [12], gastric [13], pancreatic [14], and colorectal [15,16,17] cancers. In contrast, our team reported that high intratumoral F. nucleatum load was associated with longer survival in oral squamous cell carcinoma (OSCC) and was associated with a favorable immune microenvironnement [18]. In this study, we assessed the association between intratumoral F. nucleatum load and clinicopathological features, relapse, and survival in a homogeneous multicenter cohort of patients with ASCC who underwent APR after the failure of RT or CRT.

2. Materials and Methods

2.1. Patients

This retrospective multicenter study involved nine French centers and included all consecutive ASCC patients who underwent APR for tumor persistence or local relapse after RT or CRT from January 1996 and February 2016. We selected all patients with complete clinical and histological data and a follow-up of at least 2 years. The diagnosis of ASCC was confirmed by histology in all cases. Demographic, clinical data and tumor features, details on initial treatment by RT or CRT, indication for APR (tumor persistence or local relapse), and histological parameters from the APR were collected. After completion of RT or CRT, a persistent ulceration or a re-emergence of the anal lesion within 6 months of completion of RT was classified as persistent disease, while lesions appearing after 6 months post-RT were classified as a relapse. Relapse was defined by the first occurrence of one of the two following events after APR: local for pelvic relapse, and metastatic for distant relapse. The study was conducted in accordance with the ethics principles of the Declaration of Helsinki and the General Data Protection Regulation (GDPR). According to French regulations, this study did not need informed consent. Patients were informed of the study by each investigator and did not express opposition.

2.2. Genomic DNA Extraction

For each patient, six tissue sections of 6 μm thickness were obtained from FFPE samples and a seventh tissue section was stained with HE. The tumor-rich areas were macrodissected using a single-use blade and the samples underwent proteinase K digestion in a rotating incubator at 56 °C for 3 days. DNA was extracted with the NucleoSpin kit (Macherey-Nalgen, Hoerdt, France) according to supplier recommendations. DNAs were quantified using Nanodrop spectrophotometer ND-1000 (ThermoScientific, Wilmington, DC, USA). In order to rule out external contaminations for F. nucleatum analysis, we included negative controls (buffers/reagents without tumor samples) and the samples were manipulated under a hood with masks and gloves.

2.3. Fusobacterium nucleatum Status Analysis by Real-Time Quantitative PCR

F. nucleatum was quantified using a real-time quantitative PCR according to the same protocol as our previous study [18]. Briefly, detection of the fluorescence signal associated with the growth of PCR products was performed and we normalized F. nucleatum levels on the basis of JUN contents [18]. HPV detection and genotyping were performed using Real-time PCR and specific primers for HPV16, and PCR to detect HPV L1 DNA and Sanger sequencing for HPV16-negative samples as previously described [19].

2.4. Statistical Methods

Associations among binary variables were assessed by the Chi-squared test for large samples (n > 60) and Fisher’s exact test for small samples (n < 60). Statistical significance was set at p < 0.05. Loads of F. nucleatum are very heterogeneous among the population and one-third of the population has extremely low quantities < 0.001 (n = 52) (Figure S1). Cutting the population in two would have resulted in an important heterogeneity of the lowest half including patients with a difference of 100 times the loads of F. nucleatum. The division into four or more was not mathematically possible because two different groups would have had the same values. Therefore, F. nucleatum quantification was considered as terciles in order to separate the population into groups according to F. nucleatum loads. Survival endpoints were defined according to the DATECAN consensus [20]. Overall survival (OS) was defined as the time from APR to death resulting from any cause. Disease-free survival (DFS) was measured from the date of APR to the time of relapse (either local or distant) or death. Metastasis-free survival (MFS) was from the date of APR to the time of metastatic relapse or death. In the absence of an event, patients were censored at the date of the last follow-up. Survival curves were estimated using the Kaplan–Meier technique and compared with the log-rank test. The Cox proportional hazard regression model was used for both univariate and multivariate analyses and for estimating the hazard ratio (HR) with a 95% confidence interval (95%CI). Prognostic factors tested in the univariate analysis were age, gender, TNM stage, type pre-operative treatment, tumor invasion depth, tumor differentiation, vascular emboli, lymphatic and perineural invasion, resection margins, and HPV status. Significative prognostic factors in the univariate analysis (p < 0.05) were entered into the final multivariable Cox regression model, after considering redundancy between variables. Gender and initial stage were included in the model as it is a known prognostic factor. Univariate and multivariate Cox regression analyses and Kaplan–Meier curves were computed using the survival R package. Forest plots used for multivariate analysis were drawn through the forest model R package.

3. Results

3.1. Patient Population

From an initially established cohort of 166 collected patients with APR for persistent or recurrent ASCC after RT/CRT, 154 patients were considered for the study after the exclusion of 12 samples without information for F. nucleatum status. Survival analysis was restricted to 154 patients evaluable for OS and 153 patients for DFS (Figure 1).
Figure 1

CONSORT-like workflow diagrams for the cohort.

Patient characteristics are listed in Table 1. Most patients were female (64%), aged ≤65 years old (66%), and with initial TNM tumor stages II and III (89%); 72% of them had received CRT as initial treatment.
Table 1

Initial patient characteristics and histological parameters from abdominoperineal resection.

Variables N %
Total154100
Age at the time of diagnosis, years
            ≤6510165.6
            >655334.4
Gender
            Female9863.6
            Male5636.4
TNM stage at the time of diagnosis
            Stage I149.7
            Stage II6847.2
            Stage III6041.7
            Stage IV21.4
            Pre-operative treatment
Radiotherapy4328.3
Chemoradiotherapy10971.7
ypT (tumor invasion depth)
ypT12013.2
ypT25435.5
ypT33422.1
ypT44428.9
ypN
ypN012078.9
ypN+3221.1
Tumor differentiation *
Low3321.6
Moderate/high12078.4
Vascular emboli
Yes9360.8
No6039.2
Lymphatic invasion
Yes10065.4
No5334.6
Perineural invasion
Yes8857.5
No6542.5
Resection margin
R012179.1
R13220.9
HPV status
Negative1711
Serotype 1612379.9
Serotype 1842.6
Other serotypes106.5
HIV status
Negative11784.2
Positive2215.8

* according to the AJCC Cancer Staging Manual.

The histological analysis of APR specimen showed a majority of lymph node-negative tumors (79%), with moderate/high differentiation (78%), vascular (61%) and lymphatic (66%) invasion, and R0 resection margins (79%). Here, 16% of tumors were associated with HIV infection, 80% with HPV16 infection and 11% were HPV-negative. The median OS was 39.4 months from APR (64.3 months from diagnosis) and the median DFS from APR was 20.7 months. F. nucleatum loads were not statistically different according to individual centers (p = 0.30) (Figure S2A) or to the type of initial treatment (p = 0.49) (Figure S2B).

3.2. Association of Fusobacterium nucleatum Load with Clinico-Pathological Features, Relapse, and Survival

High loads (upper tercile) of F. nucleatum were enriched in initial stage II ASCC (p = 0.02) and not significantly associated with other clinicopathological factors (Table 2).
Table 2

Association between Fusobacterium nucleatum and clinicopathological factors.

VariablesF. nucleatum Low/IntermediateF. nucleatum High P
N%N%
Total10366.95133.1
Age, years
≤656563.13670.60.46
>653836.91529.4
Gender
Female68663058.80.49
Male35342141.2
Initial stage
Stage I1111.136.70.02
Stage II4141.42760
Stage III4747.51328.9
Stage IV0024.4
ypT
ypT11514.959.80.3
ypT23736.61733.3
ypT31817.51631.4
ypT43130.71325.5
ypN
ypN07876.542840.4
ypN+2423.5816
Differentiation
Low1918.61427.50.3
Moderate/high8381.43772.5
Vascular emboli
Yes6058.83364.70.6
No4241.21835.3
Lymphatic invasion
Yes7068.63058.80.31
No3231.42141.2
Perineural invasion
Yes5856.93058.80.95
No4443.12141.2
Resection margin
R07977.54282.40.62
R12322.5917.6
HPV status
Negative109.7713.70.63
Serotype 168481.63976.5
Serotype 1821.923.9
Other serotypes76.835.9
One hundred and fifty-four patients were evaluable for OS. The highest tercile of F. nucleatum load was significantly associated with better OS compared to lower terciles (median: not reached for highest tercile vs. 50.1 months for low/intermediate terciles pooled together, p = 0.013) (Figure 2).
Figure 2

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.

A total of 153 patients were evaluable for DFS and MFS. The highest tercile of F. nucleatum load was associated with better DFS compared to low/intermediate terciles (median: not reached vs. 18.3 months, p = 0.007) (Figure 3).
Figure 3

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.

The highest and intermediate terciles of F. nucleatum load were associated with better MFS compared to the lowest tercile (median: 276.7 months vs. 50.1 months, p = 0.0054) (Figure S3). We also performed survival analyses with the diagnosis as the starting point and found once again statistically different survival rates according to F. nucleatum loads for OS (p = 0.032), DFS (p = 0.009), and MFS (p = 0.02) (Figure S4). After excluding patients treated with RT alone, analyses performed in the subgroup of patients treated with CRT (n = 102) showed a significant prognostic value for OS (p = 0.03) and DFS (p = 0.015) but not MFS (p = 0.27).

3.3. Analysis of Survival Predictors

3.3.1. Univariate Analysis

Positive resection margins (HR = 3.81, p < 0.001), lymph node invasion (HR = 3.29, p < 0.001), perineural invasion (HR = 2.58, p < 0.001), lymphatic invasion (HR = 1.72, p = 0.03), and tumor invasion depth (HR = 4.77, p = 0.01) were significantly associated with shorter OS in the univariate analysis. Age ≤ 65 years, tumor invasion depth, vascular emboli, perineural invasion, positive resection margins and lymph node invasion were also significantly associated with poor DFS (HR= 1.78, p = 0.02, HR = 2.71, p = 0.02, HR = 1.71, p = 0.02, HR = 1.90, p < 0.001, HR = 2.95, p < 0.001, and HR = 3.12, p < 0.001, respectively) in the univariate analysis. Age ≤ 65 years, perineural invasion, and lymph node invasion were associated with poor MFS (HR = 2.15, p = 0.02, HR = 1.90, p = 0.02, and HR = 4.11, p < 0.001, respectively) in the univariate analysis. The highest tercile of F. nucleatum load was significantly associated with longer OS (HR = 0.49, p = 0.01), DFS (HR = 0.50, p = 0.008) but not MFS (HR = 0.67, p = 0.2).

3.3.2. Multivariate Analysis

In multivariate analyses, the highest tercile of F. nucleatum load was significantly associated with longer OS (HR = 0.55, p = 0.04, Figure 4A) and DFS (HR = 0.50, p = 0.02, Figure 4B) but not MFS (HR = 0.70, p = 0.29, Figure S5A). However, the lowest tercile of F. nucleatum load was significantly associated with shorter MFS (HR = 2.25, p = 0.006) (Figure S5B).
Figure 4

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).

Among the clinicopathological parameters tested, positive resection margins and perineural invasion remained associated with poor OS, DFS, and MFS (p < 0.05). Age ≤ 65 years was significantly associated with shorter DFS and MFS (p < 0.05).

4. Discussion

In this work, we assessed the association between intratumoral F. nucleatum load and clinicopathological features and OS, DFS, and MFS in a cohort of ASCC patients who underwent APR after the failure of RT or CRT. Overall, we showed that F. nucleatum was an independent predictor of favorable OS, DFS, and MFS. This allowed the identification of a patient subgroup with a remarkably good prognosis (upper tercile). Other independent prognostic indicators included lymph node invasion, positive resection margins, and tumor invasion depth, as previously reported [7]. The association between F. nucleatum load and improved survival was unexpected as this bacteria is usually associated with poor prognosis in digestive cancers [12,13,14,15], particularly in colorectal adenocarcinoma [15,16,17]. However, these results are consistent with studies that showed that F. nucleatum was associated with better survival in OSCC [18,21]. OSCC and ASCC share a common histological type (i.e., squamous cell carcinoma) and are both treated with RT/CRT, while other cancers in which F. nucleatum showed negative prognostic effect (e.g., colorectal cancer) are adenocarcinoma and not exposed to RT. In our study, survival was analyzed by taking the date of surgery as the starting point. However, the univariate analysis goes in the same direction when we take the date of diagnosis as the starting point (Figure S4). This positive survival effect may be mediated by modulation of intratumoral immunity [18], previously described as an independent prognostic factor in ASCC [22,23]. Data regarding the effects of F. nucleatum on the immune microenvironment are conflicting. Most studies showed the pro-inflammatory and immunosuppressive properties of F. nucleatum through expansion of myeloid-derived immune cells, Tregs, and M2 macrophages, and inhibition of cytotoxic T-cells [24,25,26,27]. On the contrary, in our previous study, we observed that OSCC tumors with high F. nucleatum loads were associated with a specific immune microenvironment poor in M2 macrophages, CD4 lymphocytes, fibroblasts, TLR4, OX40 ligand, and TNFRSF9, but high in TNFSF9 and IL-1ß allowing M1 polarization [18]. This suggested that intratumoral F. nucleatum may be associated with a tumor microenvironment insensitive to pro-inflammatory signals resulting in favorable clinical outcomes. Another recent study also reported a positive prognostic value of intratumoral F. nucleatum in head and neck cancers [21]. Our current work strengthens the new insight into the prognostic role of intratumoral F. nucleatum in cancer patients. The underlying mechanisms warrant further investigation. Yet our study has some limitations. First, we had only one cohort of patients with ASCC without a validation cohort. However, our cohort is multicentric and unique: it is the largest cohort of ASCC treated by APR and the sample size was significant given the rarity of the disease. In addition, we selected patients who required surgical intervention after the failure of RT/CRT, bringing great homogeneity to our cohort but possibly introducing a selection bias. Nevertheless, the prognostic value of a new parameter is of particular interest in a population at high risk of relapse. Finally, immune microenvironment analysis was not available in our study; it could be of interest to assess the correlation between intratumoral F. nucleatum expression and immune components in further studies. Besides this, F. nucleatum may be a predictive marker for immunotherapy response and need to be assessed in ancillary studies of immunotherapy trials. Immunotherapy is indeed being developed in ASCC but seems to be active only in a small subset of patients, and predictive biomarkers to identify patients who may benefit the most from this approach are needed.

5. Conclusions

In conclusion, we highlight a unique association between F. nucleatum and ASCC patient survival warranting further validation in larger prospective cohorts. Validation of these findings would allow to guide therapeutic strategies in dedicated trials by proposing intensification or de-escalation of systemic treatments and follow-up according to F. nucleatum loads. This can also give a rationale for further exploration of the role of F. nucleatum in ASCC carcinogenesis and response to treatment, particularly immunotherapy.
  27 in total

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2.  Intratumoral Fusobacterium Nucleatum Levels Predict Therapeutic Response to Neoadjuvant Chemotherapy in Esophageal Squamous Cell Carcinoma.

Authors:  Kensuke Yamamura; Daisuke Izumi; Raju Kandimalla; Fuminori Sonohara; Yoshifumi Baba; Naoya Yoshida; Yasuhiro Kodera; Hideo Baba; Ajay Goel
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3.  Treatment algorithm and prognostic factors for patients with stage I-III carcinoma of the anal canal: a 20-year multicenter study.

Authors:  Séverine Valmary-Degano; Michael Herfs; Diane Bruyere; Franck Monnien; Prudence Colpart; Patrick Roncarati; Lucine Vuitton; Elodie Hendrick; Alexis Lepinoy; Alexandra Luquain; Charlotte Pilard; Thomas Lerho; Chloé Molimard; Philippe Maingon; Laurent Arnould; Marie-Christine Bone-Lepinoy; Laurence Dusserre; Laurent Martin; Celia Reynders; Marie Ancion; Didier Peiffert; Agnès Leroux; Pascale Hubert; Jean-Baptiste Delhorme; Jean-Pierre Ghnassia; Anne-Sophie Woronoff; Philippe Delvenne; Jean-Luc Prétet; Jean-François Bosset; Olivier Peulen; Christiane Mougin
Journal:  Mod Pathol       Date:  2020-07-29       Impact factor: 7.842

4.  Fusobacterium nucleatum supresses anti-tumor immunity by activating CEACAM1.

Authors:  Chamutal Gur; Naseem Maalouf; Amjad Shhadeh; Orit Berhani; Bernhard B Singer; Gilad Bachrach; Ofer Mandelboim
Journal:  Oncoimmunology       Date:  2019-03-27       Impact factor: 8.110

5.  The human tumor microbiome is composed of tumor type-specific intracellular bacteria.

Authors:  Deborah Nejman; Ilana Livyatan; Garold Fuks; Noam Shental; Ravid Straussman; Nancy Gavert; Yaara Zwang; Leore T Geller; Aviva Rotter-Maskowitz; Roi Weiser; Giuseppe Mallel; Elinor Gigi; Arnon Meltser; Gavin M Douglas; Iris Kamer; Vancheswaran Gopalakrishnan; Tali Dadosh; Smadar Levin-Zaidman; Sofia Avnet; Tehila Atlan; Zachary A Cooper; Reetakshi Arora; Alexandria P Cogdill; Md Abdul Wadud Khan; Gabriel Ologun; Yuval Bussi; Adina Weinberger; Maya Lotan-Pompan; Ofra Golani; Gili Perry; Merav Rokah; Keren Bahar-Shany; Elisa A Rozeman; Christian U Blank; Anat Ronai; Ron Shaoul; Amnon Amit; Tatiana Dorfman; Ran Kremer; Zvi R Cohen; Sagi Harnof; Tali Siegal; Einav Yehuda-Shnaidman; Einav Nili Gal-Yam; Hagit Shapira; Nicola Baldini; Morgan G I Langille; Alon Ben-Nun; Bella Kaufman; Aviram Nissan; Talia Golan; Maya Dadiani; Keren Levanon; Jair Bar; Shlomit Yust-Katz; Iris Barshack; Daniel S Peeper; Dan J Raz; Eran Segal; Jennifer A Wargo; Judith Sandbank
Journal:  Science       Date:  2020-05-29       Impact factor: 47.728

6.  Fusobacterium nucleatum is associated with worse prognosis in Lauren's diffuse type gastric cancer patients.

Authors:  Ellen Teresa Boehm; Cosima Thon; Juozas Kupcinskas; Ruta Steponaitiene; Jurgita Skieceviciene; Ali Canbay; Peter Malfertheiner; Alexander Link
Journal:  Sci Rep       Date:  2020-10-01       Impact factor: 4.379

Review 7.  Fusobacterium nucleatum Contributes to the Carcinogenesis of Colorectal Cancer by Inducing Inflammation and Suppressing Host Immunity.

Authors:  Jiao Wu; Qing Li; Xiangsheng Fu
Journal:  Transl Oncol       Date:  2019-04-12       Impact factor: 4.243

8.  Prognostic value of intratumoral Fusobacterium nucleatum and association with immune-related gene expression in oral squamous cell carcinoma patients.

Authors:  Cindy Neuzillet; Manon Marchais; Sophie Vacher; Marc Hilmi; Anne Schnitzler; Didier Meseure; Renaud Leclere; Charlotte Lecerf; Coraline Dubot; Emmanuelle Jeannot; Jerzy Klijanienko; Odette Mariani; Valentin Calugaru; Caroline Hoffmann; Maria Lesnik; Nathalie Badois; Edith Borcoman; Eliane Piaggio; Maud Kamal; Christophe Le Tourneau; Ivan Bieche
Journal:  Sci Rep       Date:  2021-04-12       Impact factor: 4.379

9.  Mutational analysis of anal cancers demonstrates frequent PIK3CA mutations associated with poor outcome after salvage abdominoperineal resection.

Authors:  Wulfran Cacheux; Etienne Rouleau; Adrien Briaux; Petros Tsantoulis; Pascale Mariani; Marion Richard-Molard; Bruno Buecher; Virginie Dangles-Marie; Sophie Richon; Julien Lazartigues; Emmanuelle Jeannot; Fereshteh Farkhondeh; Xavier Sastre-Garau; Anne de La Rochefordière; Alain Labib; Marie-Christine Falcou; Denise Stevens; Arnaud Roth; Sergio Roman-Roman; Emmanuel Mitry; Ivan Bièche; Astrid Lièvre
Journal:  Br J Cancer       Date:  2016-05-24       Impact factor: 7.640

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