Biomedical subjects

Laurent Mineur

Publications and source records attributed to Laurent Mineur.

5 recordsLinked to original sources

PubMed2025

Deep Learning on Histologic Slides Accurately Predicts Consensus Molecular Subtypes and Spatial Heterogeneity in Colon Cancer.

Colon cancer (CC) is the third most prevalent cancer type. It is highly heterogeneous, particularly in terms of molecular profiles, which have both prognostic and predictive impacts on the treatment efficacy. However, CC treatment in adjuvant situations is currently guided solely by T and N staging. In this context, consensus molecular subtypes (CMSs) were introduced to stratify patients with CC based on molecular profiles. Recent studies have shown that CMS can be heterogeneous in CC, leading to a worse prognosis. This study focused on predicting CMS and its heterogeneity in CC using deep learning on digitized hematoxylin and eosin ± saffron-stained whole-slide images. Data and whole-slide images of 1996 patients from the PETACC-8, The Cancer Genome Atlas-COAD, and PRODIGE-13 cohorts were used. The model is trained to predict a 4-dimensional CMS vector, reflecting intratumor heterogeneity (ITH). It comprises a self-supervised model for embedding image patches into vectors and a weakly supervised model predicting CMS calls. Ground-truth CMS scores are obtained with the CMSclassifier package. Interpretability analyses are performed at the slide and patch levels. For homogeneous tumors, the model trained on PETACC-8 achieves 93.0% (±1.4%) macroaverage area under the curve in internal cross-validation and 94.4% macroaverage area under the curve in external validation over PRODIGE-13, whereas the The Cancer Genome Atlas-COAD model reaches 85.4% (±3.0%) in cross-validation and 92.4% over PRODIGE-13. The trained models also provide spatial distributions of CMS across tumor slides and associate specific histologic features with each CMS. Finally, the models are able to predict ITH. The results show that a deep learning model trained on routine histology slides is capable of providing an efficient and robust method for predicting CMS and characterizing a patient's ITH, paving the way for the routine consideration of CMS/ITH in clinical decision making in the adjuvant setting.

Humans↗

PubMed2006

Multicentre phase II study using increasing doses of irinotecan combined with a simplified LV5FU2 regimen in metastatic colorectal cancer.

PURPOSE: Irinotecan at 180 mg/m2 combined with an infusional 5-fluorouracil/leucovorin (5-FU/LV) regimen (FOLFIRI) is a standard first line therapy for metastatic colorectal cancer (mCRC). This phase II study aimed to assess whether increasing the irinotecan dose in the first line FOLFIRI regimen would benefit mCRC patients. PATIENTS AND METHODS: Patients received FOLFIRI every 2 weeks for up to six cycles, comprising a 5-FU/LV regimen combined with irinotecan at 180 mg/m2 (cycle 1), increasing to 220 mg/m2 (cycle 2) and 260 mg/m2 (cycle 3 and subsequent cycles) dependent on toxicity. Efficacy and safety were determined in the intention to treat (ITT) population and in patients able to receive irinotecan at 260 mg/m2 for at least four cycles [high-dose (HD) population]. RESULTS: Fifty-four eligible patients were included. Among them, 44 (81.5%) formed the HD population. The ITT objective response rate was 48% (90%CI: 36-60) with 25/26 of the responses in the HD population. The disease control rate was 76% (90%CI: 65-85) and median overall survival was 20.4 months (90%CI: 6.4-27.1). The main grade 3/4 toxicities (ITT/HD populations) were neutropenia (61%/59%), and diarrhoea (18%/11%), respectively. CONCLUSIONS: This study confirms the feasibility of increasing the standard dose of the irinotecan component of FOLFIRI to 260 mg/m2, for more than 80% of patients but does not support a clear advantage of this strategy on unselected mCRC patients.

Adult↗

PubMed2006

Chemotherapy with preoperative radiotherapy in rectal cancer.

BACKGROUND: Preoperative radiotherapy is recommended for selected patients with rectal cancer. We evaluated the addition of chemotherapy to preoperative radiotherapy and the use of postoperative chemotherapy in the treatment of rectal cancer. METHODS: We randomly assigned patients with clinical stage T3 or T4 resectable rectal cancer to receive preoperative radiotherapy, preoperative chemoradiotherapy, preoperative radiotherapy and postoperative chemotherapy, or preoperative chemoradiotherapy and postoperative chemotherapy. Radiotherapy consisted of 45 Gy delivered over a period of 5 weeks. One course of chemotherapy consisted of 350 mg of fluorouracil per square meter of body-surface area per day and 20 mg of leucovorin per square meter per day, both given for 5 days. Two courses were combined with preoperative radiotherapy in the group receiving preoperative chemoradiotherapy and the group receiving preoperative chemoradiotherapy and postoperative chemotherapy; four courses were planned postoperatively in the group receiving preoperative radiotherapy and postoperative chemotherapy and the group receiving preoperative chemoradiotherapy and postoperative chemotherapy. The primary end point was overall survival. RESULTS: We enrolled 1011 patients in the trial. There was no significant difference in overall survival between the groups that received chemotherapy preoperatively (P=0.84) and those that received it postoperatively (P=0.12). The combined 5-year overall survival rate for all four groups was 65.2%. The 5-year cumulative incidence rates for local recurrences were 8.7%, 9.6%, and 7.6% in the groups that received chemotherapy preoperatively, postoperatively, or both, respectively, and 17.1% in the group that did not receive chemotherapy (P=0.002). The rate of adherence to preoperative chemotherapy was 82.0%, and to postoperative chemotherapy was 42.9%. CONCLUSIONS: In patients with rectal cancer who receive preoperative radiotherapy, adding fluorouracil-based chemotherapy preoperatively or postoperatively has no significant effect on survival. Chemotherapy, regardless of whether it is administered before or after surgery, confers a significant benefit with respect to local control. (ClinicalTrials.gov number, NCT00002523 [ClinicalTrials.gov].).

Adenocarcinoma↗

PubMed2006

OPTIMOX1: a randomized study of FOLFOX4 or FOLFOX7 with oxaliplatin in a stop-and-Go fashion in advanced colorectal cancer--a GERCOR study.

PURPOSE: In metastatic colorectal cancer, a combination of leucovorin (LV) and fluorouracil (FU) with oxaliplatin (FOLFOX) 4 is a standard first-line regimen. The cumulative neurotoxicity of oxaliplatin often requires therapy to be stopped in patients who are still responding. This study evaluates a new strategy of intermittent oxaliplatin treatment that is based on FOLFOX7, a simplified leucovorin and fluorouracil regimen with high-dose oxaliplatin. PATIENTS AND METHODS: Previously untreated patients were randomly assigned to either FOLFOX4 administered every 2 weeks until progression (arm A) or FOLFOX7 for six cycles, maintenance without oxaliplatin for 12 cycles, and reintroduction of FOLFOX7 (arm B). RESULTS: Six hundred twenty patients were enrolled, including an exploratory cohort of 95 elderly or poor prognosis patients. Median progression-free survival and survival times were 9.0 and 19.3 months, respectively, in patients allocated to arm A compared with 8.7 and 21.2 months, respectively, in patients allocated to arm B (P = not significant). Response rates were 58.5% with arm A and 59.2% with arm B. National Cancer Institute Common Toxicity Criteria grade 3 or 4 toxicity was observed in 54.4% of the patients in arm A v 48.7% of patients in arm B. From cycle 7, fewer patients experienced grade 3 or 4 toxicity in arm B. Grade 3 sensory neuropathy was observed in 17.9% of the patients in arm A v 13.3% of patients in arm B (P = .12). In arm B, oxaliplatin was reintroduced in only 40.1% of the patients but achieved responses or stabilizations in 69.4% of these patients. CONCLUSION: Oxaliplatin can be safely stopped after six cycles in a FOLFOX regimen. Further study is needed to fully evaluate oxaliplatin reintroduction.

Adult↗

PubMed2005

Enhanced tumorocidal effect of chemotherapy with preoperative radiotherapy for rectal cancer: preliminary results--EORTC 22921.

PURPOSE: The European Organisation for Research and Treatment of Cancer (EORTC) trial evaluated the addition of chemotherapy (CT) to preoperative radiation (preop RT) and the value of postoperative CT for improving the survival in patients with T3-4 resectable rectal cancer. Patients were allocated to the following four arms: arm 1, preop RT 45 Gy in 5 weeks; arm 2, preop RT plus two 5-day CT courses (fluorouracil 350 mg/m2/d and leucovorin 20 mg/m2/d) in the first and fifth week of RT; arm 3, preop RT plus four postoperative CT courses; and arm 4, preop RT and CT plus postoperative CT. We investigated the effect of adding CT on the pathologic parameters. PATIENTS AND METHODS: One thousand eleven patients were entered onto the trial; 505 received preop RT (arms 1 and 3), and 506 received preop RT-CT (arms 2 and 4). We analyzed the differences in tumor size, tumor node stage, number of retrieved nodes, and histologic features such as lymphatic, venous, and perineural invasions, tumor differentiation, and tumor type. RESULTS: After preop RT-CT, tumors were smaller (P < .0001), had less advanced pT (P < .001) and pN stages (P < .001), had small numbers of examined nodes (P = .046), and less frequent LVN invasions (P < or = .008). Mucinous tumors increased after preop RT-CT (P < .001). CONCLUSION: In patients with rectal cancer, preliminary results of EORTC Trial 22921 indicate that the addition of CT to preop RT induces down-sizing, downstaging, and significant changes in histologic characteristics. Longer follow-up is needed to assess the impact on local control and survival.

Adult↗