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Garinet S, Didelot A, Marisa L, Beinse G, Sroussi M, Le Pimpec-Barthes F, Fabre E, Gibault L, Laurent-Puig P, Mouillet-Richard S, Legras A, Blons H. A novel Chr1-miR-200 driven whole transcriptome signature shapes tumor immune microenvironment and predicts relapse in early-stage lung adenocarcinoma. J Transl Med 2023; 21:324. [PMID: 37189151 DOI: 10.1186/s12967-023-04086-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 03/25/2023] [Indexed: 05/17/2023] Open
Abstract
BACKGROUND In Lung adenocarcinoma (LUAD), targeted therapies and immunotherapies have moved from metastatic to early stage and stratification of the relapse risk becomes mandatory. Here we identified a miR-200 based RNA signature that delineates Epithelial-to-mesenchymal transition (EMT) heterogeneity and predicts survival beyond current classification systems. METHODS A miR-200 signature was identified using RNA sequencing. We scored the miR-200 signature by WISP (Weighted In Silico Pathology), used GSEA to identify pathway enrichments and MCP-counter to characterize immune cell infiltrates. We evaluate the clinical value of this signature in our series of LUAD and using TCGA and 7 published datasets. RESULTS We identified 3 clusters based on supervised classification: I is miR-200-sign-down and enriched in TP53 mutations IIA and IIB are miR-200-sign-up: IIA is enriched in EGFR (p < 0.001), IIB is enriched in KRAS mutation (p < 0.001). WISP stratified patients into miR-200-sign-down (n = 65) and miR-200-sign-up (n = 42). Several biological processes were enriched in MiR-200-sign-down tumors, focal adhesion, actin cytoskeleton, cytokine/receptor interaction, TP53 signaling and cell cycle pathways. Fibroblast, immune cell infiltration and PDL1 expression were also significantly higher suggesting immune exhaustion. This signature stratified patients into high-vs low-risk groups, miR-200-sign-up had higher DFS, median not reached at 60 vs 41 months and within subpopulations with stage I, IA, IB, or II. Results were validated on TCGA data on 7 public datasets. CONCLUSION This EMT and miR-200-related prognostic signature refines prognosis evaluation independently of tumor stage and paves the way towards assessing the predictive value of this LUAD clustering to optimize perioperative treatment.
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Källberg J, Harrison A, March V, Bērziņa S, Nemazanyy I, Kepp O, Kroemer G, Mouillet-Richard S, Laurent-Puig P, Taly V, Xiao W. Intratumor heterogeneity and cell secretome promote chemotherapy resistance and progression of colorectal cancer. Cell Death Dis 2023; 14:306. [PMID: 37142595 PMCID: PMC10160076 DOI: 10.1038/s41419-023-05806-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 04/03/2023] [Accepted: 04/11/2023] [Indexed: 05/06/2023]
Abstract
The major underlying cause for the high mortality rate in colorectal cancer (CRC) relies on its drug resistance, to which intratumor heterogeneity (ITH) contributes substantially. CRC tumors have been reported to comprise heterogeneous populations of cancer cells that can be grouped into 4 consensus molecular subtypes (CMS). However, the impact of inter-cellular interaction between these cellular states on the emergence of drug resistance and CRC progression remains elusive. Here, we explored the interaction between cell lines belonging to the CMS1 (HCT116 and LoVo) and the CMS4 (SW620 and MDST8) in a 3D coculture model, mimicking the ITH of CRC. The spatial distribution of each cell population showed that CMS1 cells had a preference to grow in the center of cocultured spheroids, while CMS4 cells localized at the periphery, in line with observations in tumors from CRC patients. Cocultures of CMS1 and CMS4 cells did not alter cell growth, but significantly sustained the survival of both CMS1 and CMS4 cells in response to the front-line chemotherapeutic agent 5-fluorouracil (5-FU). Mechanistically, the secretome of CMS1 cells exhibited a remarkable protective effect for CMS4 cells against 5-FU treatment, while promoting cellular invasion. Secreted metabolites may be responsible for these effects, as demonstrated by the existence of 5-FU induced metabolomic shifts, as well as by the experimental transfer of the metabolome between CMS1 and CMS4 cells. Overall, our results suggest that the interplay between CMS1 and CMS4 cells stimulates CRC progression and reduces the efficacy of chemotherapy.
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Douget JEL, Taïeb J, Jacob P, Bibeau F, Malicot KL, Emile JF, de Reyniès A, Morel M, Jégou S, Lepage C, Laurent-Puig P. Abstract 5430: Improved colorectal cancer survival prediction with deep learning-based WSI analysis on PETACC8 and PRODIGE13 cohorts. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-5430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
Abstract
Colorectal cancer (CRC) is the third most common cancer worldwide and represents the third leading cause of cancer deaths. Robust postoperative prediction of CRC patient prognosis may prove useful to better stratify patients, guide therapeutic choices and improve clinical trial designs. Deep learning-based analysis of whole slide images (WSI) has recently proved successful at various prediction tasks, including for example survival prediction for malignant pleural mesothelioma.
We developed a deep learning model that predicts overall survival (OS) of CRC patients, using WSI stained with haematoxylin/eosin as input, and also evaluated the difference in prognostic power obtained when combining our model prediction with other clinical factors, namely tumor grade, sex and age. The model was trained on PETACC8 cohort, constituted of 1939 WSI from patients with stage III colon cancer. The PRODIGE13 cohort, constituted of 1155 WSI from patients with stage II and III colon and rectal cancers, was used for validation; only stage III colon cancers (N=428) were selected. Patients from both cohorts received standard chemotherapy treatment, with half of the PETACC8 population also receiving CETUXIMAB antibody treatment. Both cohorts were provided by the FFCD.
Our model first extracts information on small tiles of size 112µm from the WSI, using a deep learning network trained in a self-supervised fashion, then aggregates the information of these tiles using a Multiple Instance Learning model (MIL) at the slide level to establish the final prediction. Our model was able to predict OS from WSI, reaching a c-index of 0.63 [0.61 - 0.66] in cross-validation over the PETACC8 cohort and a c-index of 0.59 [0.53 - 0.65] when transferring the PETACC8-trained model onto the PRODIGE13 cohort. The model was also able to significantly stratify patients into high and low risk groups [HR: 2.67; p<0.0001]. We observed a significant c-index gain when combining our prediction and the pT classification in a linear Cox model as compared to pT alone, with c-index increasing from 0.61 to 0.66 (p=0.03).
Overall, we demonstrated that our model is able to robustly predict OS from WSI in stage III colon cancers and provides increased prognostic power, on top of more traditional clinical markers such as tumor grading. Further investigation of the WSI regions targeted by our model could provide valuable insights into postoperative histopathological features of prognostic significance.
Citation Format: Jean-Eudes Le Douget, Julien Taïeb, Paul Jacob, Frédéric Bibeau, Karine Le Malicot, Jean-François Emile, Aurélien de Reyniès, Mehdi Morel, Simon Jégou, Côme Lepage, Pierre Laurent-Puig. Improved colorectal cancer survival prediction with deep learning-based WSI analysis on PETACC8 and PRODIGE13 cohorts. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 5430.
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de Abreu AR, Op de Beeck K, Laurent-Puig P, Taly V, Benhaim L. The Position of Circulating Tumor DNA in the Clinical Management of Colorectal Cancer. Cancers (Basel) 2023; 15:1284. [PMID: 36831626 PMCID: PMC9954551 DOI: 10.3390/cancers15041284] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Revised: 02/13/2023] [Accepted: 02/15/2023] [Indexed: 02/22/2023] Open
Abstract
Colorectal cancer (CRC) is the third most common cancer type worldwide, with over 1.9 million new cases and 935,000 related deaths in 2020. Within the next decade, the incidence of CRC is estimated to increase by 60% and the mortality by 80%. One of the underlying causes of poor prognosis is late detection, with 60 to 70% of the diagnoses occurring at advanced stages. Circulating cell-free DNA (ccfDNA) is probably the most promising tool for screening, diagnosis, prediction of therapeutic response, and prognosis. More specifically, the analysis of the tumor fraction within the ccfDNA (circulating tumor DNA, ctDNA) has great potential to improve the management of CRC. The present review provides an up-to-date and comprehensive overview of the various aspects related to ctDNA detection in CRC.
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Merle P, Blanc JF, Edeline J, Le Malicot K, Allaire M, Assenat E, Guarssifi M, Bouattour M, Péron JM, Laurent-Puig P, Levrero M, Costentin C, Guiu B, Sokol H, Tougeron D, Aparicio T, Nault JC, Phelip JM. Ipilimumab with atezolizumab-bevacizumab in patients with advanced hepatocellular carcinoma: The PRODIGE 81-FFCD 2101-TRIPLET-HCC trial. Dig Liver Dis 2023; 55:464-470. [PMID: 36804053 DOI: 10.1016/j.dld.2023.01.161] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2023] [Accepted: 01/27/2023] [Indexed: 02/23/2023]
Abstract
A substantial proportion of patients with hepatocellular carcinoma have to face up, sooner or later, to systemic therapy. The current standards as first line systemic therapies are either atezolizumab (anti-PD-L1) plus bevacizumab (anti-VEGF), or durvalumab (anti-PD-L1) plus tremelimumab (anti-CTLA-4). However, the median overall survival remains below 20 months, and a minority of patients become long-term survivors. Of interest in immune-oncology strategies for hepatocellular carcinoma, the objective response seems to be the most reliable surrogate marker of better overall survival. TRIPLET-HCC (NCT05665348) is a multicentre, randomised, open-label phase II-III trial designed to evaluate efficacy and safety of the triple combination by the addition of ipilimumab (anti-CTLA-4) to atezolizumab/bevacizumab, versus the double atezolizumab/bevacizumab combination. The main inclusion criteria are histologically proven BCLC-B/C HCC without previous systemic therapy. The primary objective of the phase II is the objective response rate in the triple arm, and OS in the triple versus double arms in the phase III. Secondary endpoints common to the phases II and III are the comparisons of progression-free survival, objective response rates, tolerance and quality of life. In addition, genetic and epigenetic studies from tissue and circulating DNA/RNA will be conducted to assess their prognostic or predictive value.
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Evin C, Just PA, Borghese B, Fabiano E, Bennani S, Canny E, Marisa L, Derive N, Laurent-Puig P, Alexandre J, Durdux C. Adenoid cystic carcinoma of Bartholin's gland, a case report with genomic data and literature review. Cancer Radiother 2023:S1278-3218(23)00008-2. [PMID: 36759241 DOI: 10.1016/j.canrad.2023.01.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Revised: 01/16/2023] [Accepted: 01/18/2023] [Indexed: 02/10/2023]
Abstract
Adenoid cystic carcinoma of the Bartholin's gland (ACCBG) is a rare, slowly but aggressive malignancy. We reported the case of a 31-year-old woman who was treated by local excision and then hemi-vulvectomy, with positive margins and perineural invasion. Radiation therapy (RT) was then performed delivering 45Gy in 25 fractions in bilateral inguinal lymph nodes and 64.8Gy in 36 fractions on the vulvar area. After 30 months, there was no local relapse (LR) but the patient presented a histologically documented lung recurrence. Genomic profiling of the tumor showed a MYB-NFIB fusion transcript and a somatic mutation of PLCG1. A treatment by Lenvatinib was started. We conducted a literature review of 100 published cases. Patients were mainly treated by radical vulvectomy (30%), hemi-vulvectomy (17%), wide or local excision (21% and 24%, respectively) or other. Forty-four percent of patients received postoperative RT, more frequently in case of positive margin (71.9% versus 29.5%). RT may reduce the risk of LR regardless of margin status, with 15.4% vs. 41.9% of LR with or without RT, respectively, in patients with negative margins, and 13% vs. 33.3% of LR with or without RT, respectively, in patients with positive margins. The risk of relapse of any type was 40.9% in patients who received adjuvant RT vs. 48.2% in patients who did not. Median time to relapse was 24 months (range 6-156 months). The most frequent metastatic sites were lung (76.7%) and bone (26.7%). Optimal treatment for ACCBG is still not clearly defined but pooling the data from published case report help us better understand this rare disease and help in the therapeutic decision.
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Hamdan D, Marisa L, Tlemsani C, Angeli E, Soussan M, Derive N, Laurent-Puig P, Bousquet G. Olaparib in the Setting of Radiotherapy-Associated Sarcoma: What Can Precision Medicine Offer For Rare Cancers? JCO Precis Oncol 2023; 7:e2200582. [PMID: 36848605 DOI: 10.1200/po.22.00582] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/01/2023] Open
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Kuentz MA, Blons H, Gimenez-Roqueplo AP, Just PA, Laurent-Puig P, Mejean A, Oudard S, Verkarre V. A novel VCP::TFE3 gene fusion resulting from t(X;9)(p11.23;p13.3) chromosome translocation in TFE3 rearranged renal cancer cell carcinoma. Genes Chromosomes Cancer 2023; 62:361-366. [PMID: 36695651 DOI: 10.1002/gcc.23127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Revised: 01/13/2023] [Accepted: 01/21/2023] [Indexed: 01/26/2023] Open
Abstract
Renal cell carcinoma (RCC) with rearrangement of transcription factor for immunoglobulin heavy-chain enhancer 3 (TFE3; TFE3-rearranged RCC) at Xp11.2 is a rare tumor entity but the most frequent among the microphthalmia transcription factor family translocation RCCs. Here, we report the identification of a new VCP::TFE3 fusion gene as the result of a t(X;9)(p11.23;p13.3) translocation identified by whole transcriptome sequencing. No other relevant molecular alteration was identified by whole exome sequencing. This case showed typical morphological features of TFE3-rearranged RCC with positive TFE3 immunostaining and positive TFE3 break-apart fluorescence in situ hybridization. MET was also overexpressed on immunohistochemistry. The patient had metastatic disease and was treated by surgery and five lines of therapy, including 24 months of stable disease on the mesenchymal epithelial transition (MET) inhibitor cabozantinib, with an overall survival of 7 years. In addition to expanding the spectrum of TFE3 rearrangement partners, this report highlights the complexity of these tumors and supports the development of translational programs in renal cancer.
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Cordina-Duverger E, Uchai S, Tvardik N, Billmann R, Martin D, Trédaniel J, Wislez M, Blons H, Laurent-Puig P, Antoine M, Guénel P, Radoï L. Sleep Traits, Night Shift Work and Lung Cancer Risk among Women: Results from a Population-Based Case-Control Study in France (The WELCA Study). INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:16246. [PMID: 36498320 PMCID: PMC9740028 DOI: 10.3390/ijerph192316246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 11/21/2022] [Accepted: 12/01/2022] [Indexed: 06/17/2023]
Abstract
Circadian rhythm disruption due to night shift work and/or sleep disorders is associated with negative health outcomes including cancer. There is only scant evidence of an association with lung cancer, unlike breast and prostate cancer. We explore the role of sleep disorders and night shift work in lung cancer risk among women in a population-based case-control study, including 716 lung cancer cases and 758 controls. Multivariable logistic regression models were used to estimate odds ratios (OR) and 95% confidence intervals (CI) associated with sleep duration per day (<7 h, 7−7.9 h, ≥8 h), a summary index of sleep disorders, chronotype, and night shift work exposure metrics. When compared to women with an average sleep duration of 7−7.9 h per day, the OR was 1.39 (95% CI 1.04−1.86) in long sleepers (≥8 h) and 1.16 (95% CI 0.86−1.56) in short sleepers (<7 h). Overall, lung cancer was not associated with the sleep disorder index, nor with night shift work, regardless of the duration of night work or the frequency of night shifts. However, elevated OR associated with the sleep disorder index were found in the subgroup of current smokers. The U-shaped association of lung cancer with sleep duration was more particularly pronounced among women who worked at night ≥5 years. Our findings suggested that sleep patterns are associated with lung cancer risk in women with a potential modifying effect by night shift work duration or tobacco smoking.
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Grancher A, Beaussire L, Manfredi S, Le Malicot K, Dutherage M, Verdier V, Mulot C, Bouché O, Phelip JM, Levaché CB, Deguiral P, Coutant S, Sefrioui D, Emile JF, Laurent-Puig P, Bibeau F, Michel P, Sarafan-Vasseur N, Lepage C, Di Fiore F. Postoperative circulating tumor DNA detection is associated with the risk of recurrence in patients resected for a stage II colorectal cancer. Front Oncol 2022; 12:973167. [PMID: 36439476 PMCID: PMC9685416 DOI: 10.3389/fonc.2022.973167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Accepted: 10/17/2022] [Indexed: 11/11/2022] Open
Abstract
Circulating tumor DNA (ctDNA) is reported to be promising in localized colorectal cancer (CRC). The present study aimed to retrospectively evaluate the impact of ctDNA in patients with a resected stage II CRC from the PROGIGE 13 trial with available paired tumor and blood samples. A group of recurrent patients were matched one-to-one with nonrecurrent patients according to sex, tumor location, treatment sequence, and blood collection timing. CtDNA was analyzed by digital PCR according to NGS of tumors. Disease-free survival (DFS) and overall survival (OS) were analyzed based on ctDNA, and the risks of recurrence and death were determined. A total of 134 patients were included, with 67 patients in each group. At least one alteration was identified in 115/134 tumors. Postoperative ctDNA was detected in 10/111 (9.0%) informative samples and was detected more frequently in the recurrent group (16.7% versus 1.8%; p = 0.02). The median DFS of ctDNA+ versus ctDNA- patients was 16.8 versus 54 months (p = 0.002), respectively, and the median OS was 51.3 versus 69.5 months (p = 0.03), respectively. CtDNA was associated with recurrence (ORa = 11.13, p = 0.03) and death (HRa = 3.15, p = 0.01). In conclusion, the presence of postoperative ctDNA is associated with both recurrence and survival in stage II CRC.
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Caliez O, Pietrasz D, Ksontini F, Doat S, Simon JM, Vaillant JC, Taly V, Laurent-Puig P, Bachet JB. Circulating tumor DNA: a help to guide therapeutic strategy in patients with borderline and locally advanced pancreatic adenocarcinoma? Dig Liver Dis 2022; 54:1428-1436. [PMID: 35120842 DOI: 10.1016/j.dld.2022.01.126] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 12/16/2021] [Accepted: 01/11/2022] [Indexed: 12/29/2022]
Abstract
BACKGROUND prognostic biomarkers could be useful to better select patients with borderline resectable (BR) or locally advanced (LA) pancreatic adenocarcinoma (PA) for chemoradiotherapy (CRT) and/or secondary resection. AIMS The main objective of this work was to study characteristics, received treatments and prognostic of patients with BR or LA PA according to their baseline circulating tumor DNA status and, for secondary objective, neutrophil-to-lymphocyte Ratio (NLR). METHODS ctDNA status at baseline was determined using Next Generation Sequencing in a consecutive monocentric cohort of patients with a BR or LA PA. RESULTS 69 patients were included, 31 with BR PA and 38 with LA PA. 14 (20.3%) patients had baseline positive ctDNA. Five (7.8%) patients had NLR> 5. Patients with positive ctDNA had 3.7 months shorter progression free survival (p = 0.006). Patients with positive ctDNA had earlier progression after the beginning of CRT (4.4 vs 7.1 months; p = 0.068) and shorter relapse free survival after secondary resection (9.2 vs 22.9 months; p = 0.016). CONCLUSIONS positive ctDNA at baseline was associated with a worse prognosis in patients with BR or LA PA. These data are exploratory and must be confirmed in further prospective trials.
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Gallois C, Sroussi M, Mouillet-Richard S, Mulot C, Dourthe L, Mazard T, Jary M, de la Fouchardiere C, Lecaille C, Lahlou W, Tabernero J, van Laethem JL, Lepage C, Emile J, Taieb J, de Reynies A, Laurent-Puig P. 321P A comprehensive predicting model of recurrence in stage III colon cancer from PETACC-8 trial. Ann Oncol 2022. [DOI: 10.1016/j.annonc.2022.07.459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Randrian V, Pernot S, Le Malicot K, Catena V, Baumgaertner I, Tacher V, Forestier J, Hautefeuille V, Tabouret-Viaud C, Gagnaire A, Mitry E, Guiu B, Aparicio T, Smith D, Dhomps A, Tasu JP, Perdrisot R, Edeline J, Capron C, Cheze-Le Rest C, Emile JF, Laurent-Puig P, Bejan-Angoulvant T, Sokol H, Lepage C, Taieb J, Tougeron D. FFCD 1709-SIRTCI phase II trial: Selective internal radiation therapy plus Xelox, Bevacizumab and Atezolizumab in liver-dominant metastatic colorectal cancer. Dig Liver Dis 2022; 54:857-863. [PMID: 35610167 DOI: 10.1016/j.dld.2022.04.024] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2022] [Revised: 04/09/2022] [Accepted: 04/22/2022] [Indexed: 12/24/2022]
Abstract
Immune checkpoint inhibitors (ICI) have high efficacy in metastatic colorectal cancer (mCRC) with microsatellite instability (MSI) but not in microsatellite stable (MSS) tumour due to the low tumour mutational burden. Selective internal radiation therapy (SIRT) could enhance neoantigen production thus triggering systemic anti-tumoral immune response (abscopal effect). In addition, Oxalipatin can induce immunogenic cell death and Bevacizumab can decrease the exhaustion of tumour infiltrating lymphocyte. In combination, these treatments could act synergistically to sensitize MSS mCRCs to ICI SIRTCI is a prospective, multicentre, open-label, phase II, non-comparative single-arm study evaluating the efficacy and safety of SIRT plus Xelox, Bevacizumab and Atezolizumab (anti-programmed death-ligand 1) in patients with liver-dominant MSS mCRC. The primary objective is progression-free survival at 9 months. The main inclusion criteria are patients with MSS mCRC with liver-dominant disease, initially unresectable disease and with no prior oncologic treatment for metastatic disease. The trial started in November 2020 and has included 10 out of the 52 planned patients.
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Beinse G, Just PA, Le Frere Belda MA, Laurent-Puig P, Jacques S, Koual M, Garinet S, Leroy K, Delanoy N, Blons H, Gervais C, Durdux C, Chapron C, Goldwasser F, Terris B, Badoual C, Taly V, Bats AS, Borghese B, Alexandre J. Discovery and validation of a transcriptional signature identifying homologous recombination-deficient breast, endometrial and ovarian cancers. Br J Cancer 2022; 127:1123-1132. [PMID: 35752712 DOI: 10.1038/s41416-022-01900-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 06/03/2022] [Accepted: 06/15/2022] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND Molecular alterations leading to homologous recombination deficiency (HRD) are heterogeneous. We aimed to identify a transcriptional profile shared by endometrial (UCEC), breast (BRCA) and ovarian (OV) cancers with HRD. METHODS Genes differentially expressed with HRD genomic score (continuous gHRD score) in UCEC/BRCA/OV were identified using edgeR, and used to train a RNAseq score (ridge-regression model) predictive of the gHRD score (PanCanAtlas, N = 1684 samples). The RNAseq score was applied in independent gynaecological datasets (CARPEM/CPTAC/SCAN/TCGA, N = 4038 samples). Validations used ROC curves, linear regressions and Pearson correlations. Overall survival (OS) analyses used Kaplan-Meier curves and Cox models. RESULTS In total, 656 genes were commonly up/downregulated with gHRD score in UCEC/BRCA/OV. Upregulated genes were enriched for nuclear/chromatin/DNA-repair processes, while downregulated genes for cytoskeleton (gene ontologies). The RNAseq score correlated with gHRD score in independent gynaecological cancers (R² = 0.4-0.7, Pearson correlation = 0.64-0.86, all P < 10-11), and was predictive of gHRD score >42 (RNAseq HRD profile; AUC = 0.95/0.92/0.78 in UCEC/BRCA/OV). RNAseq HRD profile was associated (i) with better OS in platinum-treated advanced TP53-mutated-UCEC (P < 0.001) and OV (P = 0.013), and (ii) with poorer OS (P < 0.001) and higher benefit of adjuvant chemotherapy in Stage I-III BRCA (interaction test, P < 0.001). CONCLUSIONS UCEC/BRCA/OV with HRD-associated genomic scars share a common transcriptional profile. RNAseq signatures might be relevant for identifying HRD-gynaecological cancers, for prognostication and for therapeutic decision.
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Boisteau E, François E, Aparicio T, Le Malicot K, Boulahssass R, Lecomte T, Laurent-Puig P, Guiu B, Paillaud E, Galais MP, Lopez-Trabada Ataz D, Tougeron D, Dourthe LM, Guimbaud R, Samalin E, Moreau M, Louvet C, Lepage C, Lièvre A. SOCRATE-PRODIGE 55 trial: A randomized phase II study to evaluate second-line ramucirumab alone or with paclitaxel in older patients with advanced gastric cancer. Dig Liver Dis 2022; 54:747-754. [PMID: 35351371 DOI: 10.1016/j.dld.2022.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Accepted: 03/07/2022] [Indexed: 12/12/2022]
Abstract
INTRODUCTION Patients ≥ 70 years old constitute 40% of patients with advanced gastric cancer (GC). Ramucirumab plus Paclitaxel is a therapeutic option validated in the second-line treatment of advanced GC, but as older patients are at higher risk of severe toxicity, due to comorbidities and/or frailty, we aimed to evaluate second-line Ramucirumab alone or combined with Paclitaxel in terms of overall survival (OS) and quality of life (QoL) in patients ≥ 70 years-old with advanced GC. METHODS In this multicenter, randomized, open-label, non-comparative, prospective phase II clinical trial, the main inclusion criteria are: patients ≥ 70 years old, with advanced GC having progressed after first-line chemotherapy or in the six months following the last administration of adjuvant chemotherapy, with WHO performance status <2. They are randomized to receive either ramucirumab alone (arm A) or ramucirumab plus Paclitaxel (arm B). The primary endpoint is 6-month OS and QoL evaluated with the EORTC QLQ-ELD14 questionnaire. The secondary endpoints include other parameters of QoL, time to definitive deterioration (TTDD) in QoL and TTDD in autonomy, treatment toxicities, other parameters of survival and disease control, identification of geriatric and nutritional prognostic scores and predictive factors of treatment safety and efficacy. OS of 60% is expected at 6 months (H0:40%). Using a Simon-minimax design, with one-sided α risk of 2% and 80% power for OS, and considering 5% lost to follow-up, it is necessary to randomize 56 patients in each arm. PERSPECTIVES As older patients are at higher risk of chemotherapy toxicity, ramucirumab alone could be an interesting alternative to Paclitaxel plus ramucirumab, as a second-line therapy for patients ≥ 70 years old with advanced GC, and needs to be evaluated.
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Gorgeu V, Borghese B, Koual M, Just PA, Lefrere Belda MA, Delanoy N, Durdux C, Chapron C, Goldwasser F, Gervais C, Blons H, Terris B, Badoual C, Taly V, Laurent-Puig P, Bats AS, Alexandre J, Beinse G. Potential competing risk of death in older high-risk endometrial carcinoma patients: Results from a multicentric retrospective cohort. Gynecol Oncol 2022; 166:269-276. [DOI: 10.1016/j.ygyno.2022.05.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2022] [Revised: 05/15/2022] [Accepted: 05/17/2022] [Indexed: 11/24/2022]
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Abdallah R, Zhao S, Garinet S, Hormigos K, Le Corre D, Cros J, Perez Toralla K, Bats AS, Augustin J, Bachet JB, Taly V, Blons H, Taieb J, Laurent-Puig P. BRCA1 and RAD51C promotor methylation in human resectable pancreatic adenocarcinoma. Clin Res Hepatol Gastroenterol 2022; 46:101880. [PMID: 35151910 DOI: 10.1016/j.clinre.2022.101880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Revised: 01/23/2022] [Accepted: 02/04/2022] [Indexed: 02/04/2023]
Abstract
BACKGROUND Homozygous Recombination Deficiency (HRD) is associated with sensitivity to PARP-inhibitors (PARPi) in different cancer types. In pancreatic adenocarcinoma (PA) the main cause of HRD is BRCA1/2 germline mutation and patients with mutations in BRCA1/2 may benefit from PARPi. Recently other mechanisms leading to HRD were described in different cancer types, including gene mutations and epigenetic changes such as promoter hypermethylation. In PA, BRCA1 promoter hypermethylation, a known mechanism of gene silencing, was recently described. However, results are discordant between North American studies (0.7% of PA) and Asian ones (up to 60% of PA) and the association with HRD is not clear. METHODS Here, we developed 2 quantifications methods to explore BRCA1 and RAD51C promoter methylation in a series of 121 Formalin Fixed-Paraffin-Embedded (FFPE) specimens from resected PA without neoadjuvant treatment. The methylation-specific PCR was done with 2 different methods after DNA bisulfite conversion: a digital droplet PCR, and a PCR followed by capillary electrophoresis, to score the methylated / non methylated ratios in tumor samples. Methods were validated for specificity and sensibility using 100, 20, 10, 5 and 0% methylated commercial DNA for fragment analysis with a detection cutoff of 5-10%. Limit of blank was defined as 5 dropplets/20µL for RAD51C and 1 dropplet/20µL for BRCA1 for ddPCR. Samples were reviewed by a pathologist, macrodissected before DNA extraction to obtain 50-60% of tumoral cells. DNAs were treated for bisulfite conversion and analyzed using both methods in parallel to known positive and negative controls in each run. RESULTS AND CONCLUSION No methylation at BRCA1 or RAD51C was found in this series of PA suggesting that HRD gene promoter methylation is a rare event in European patients.
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Stachtea X, Loughrey MB, Salvucci M, Lindner AU, Cho S, McDonough E, Sood A, Graf J, Santamaria-Pang A, Corwin A, Laurent-Puig P, Dasgupta S, Shia J, Owens JR, Abate S, Van Schaeybroeck S, Lawler M, Prehn JHM, Ginty F, Longley DB. Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations. Mod Pathol 2022; 35:564-576. [PMID: 34732839 PMCID: PMC8964416 DOI: 10.1038/s41379-021-00953-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 10/06/2021] [Accepted: 10/11/2021] [Indexed: 11/08/2022]
Abstract
Colorectal cancer (CRC) has one of the highest cancer incidences and mortality rates. In stage III, postoperative chemotherapy benefits <20% of patients, while more than 50% will develop distant metastases. Biomarkers for identification of patients at increased risk of disease recurrence following adjuvant chemotherapy are currently lacking. In this study, we assessed immune signatures in the tumor and tumor microenvironment (TME) using an in situ multiplexed immunofluorescence imaging and single-cell analysis technology (Cell DIVETM) and evaluated their correlations with patient outcomes. Tissue microarrays (TMAs) with up to three 1 mm diameter cores per patient were prepared from 117 stage III CRC patients treated with adjuvant fluoropyrimidine/oxaliplatin (FOLFOX) chemotherapy. Single sections underwent multiplexed immunofluorescence staining for immune cell markers (CD45, CD3, CD4, CD8, FOXP3, PD1) and tumor/cell segmentation markers (DAPI, pan-cytokeratin, AE1, NaKATPase, and S6). We used annotations and a probabilistic classification algorithm to build statistical models of immune cell types. Images were also qualitatively assessed independently by a Pathologist as 'high', 'moderate' or 'low', for stromal and total immune cell content. Excellent agreement was found between manual assessment and total automated scores (p < 0.0001). Moreover, compared to single markers, a multi-marker classification of regulatory T cells (Tregs: CD3+/CD4+FOXP3+/PD1-) was significantly associated with disease-free survival (DFS) and overall survival (OS) (p = 0.049 and 0.032) of FOLFOX-treated patients. Our results also showed that PD1- Tregs rather than PD1+ Tregs were associated with improved survival. These findings were supported by results from an independent FOLFOX-treated cohort of 191 stage III CRC patients, where higher PD1- Tregs were associated with an increase overall survival (p = 0.015) for CD3+/CD4+/FOXP3+/PD1-. Overall, compared to single markers, multi-marker classification provided more accurate quantitation of immune cell types with stronger correlations with outcomes.
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Meylan M, Petitprez F, Becht E, Bougoüin A, Pupier G, Calvez A, Giglioli I, Verkarre V, Lacroix G, Verneau J, Sun CM, Laurent-Puig P, Vano YA, Elaïdi R, Méjean A, Sanchez-Salas R, Barret E, Cathelineau X, Oudard S, Reynaud CA, de Reyniès A, Sautès-Fridman C, Fridman WH. Tertiary lymphoid structures generate and propagate anti-tumor antibody-producing plasma cells in renal cell cancer. Immunity 2022; 55:527-541.e5. [PMID: 35231421 DOI: 10.1016/j.immuni.2022.02.001] [Citation(s) in RCA: 202] [Impact Index Per Article: 101.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 12/09/2021] [Accepted: 02/02/2022] [Indexed: 12/30/2022]
Abstract
The presence of intratumoral tertiary lymphoid structures (TLS) is associated with positive clinical outcomes and responses to immunotherapy in cancer. Here, we used spatial transcriptomics to examine the nature of B cell responses within TLS in renal cell carcinoma (RCC). B cells were enriched in TLS, and therein, we could identify all B cell maturation stages toward plasma cell (PC) formation. B cell repertoire analysis revealed clonal diversification, selection, expansion in TLS, and the presence of fully mature clonotypes at distance. In TLS+ tumors, IgG- and IgA-producing PCs disseminated into the tumor beds along fibroblastic tracks. TLS+ tumors exhibited high frequencies of IgG-producing PCs and IgG-stained and apoptotic malignant cells, suggestive of anti-tumor effector activity. Therapeutic responses and progression-free survival correlated with IgG-stained tumor cells in RCC patients treated with immune checkpoint inhibitors. Thus, intratumoral TLS sustains B cell maturation and antibody production that is associated with response to immunotherapy, potentially via direct anti-tumor effects.
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Graf J, Cho S, McDonough E, Corwin A, Sood A, Lindner A, Salvucci M, Stachtea X, Van Schaeybroeck S, Dunne PD, Laurent-Puig P, Longley D, Prehn JHM, Ginty F. FLINO: a new method for immunofluorescence bioimage normalization. Bioinformatics 2022; 38:520-526. [PMID: 34601553 PMCID: PMC8723144 DOI: 10.1093/bioinformatics/btab686] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Revised: 09/09/2021] [Accepted: 09/25/2021] [Indexed: 02/03/2023] Open
Abstract
MOTIVATION Multiplexed immunofluorescence bioimaging of single-cells and their spatial organization in tissue holds great promise to the development of future precision diagnostics and therapeutics. Current multiplexing pipelines typically involve multiple rounds of immunofluorescence staining across multiple tissue slides. This introduces experimental batch effects that can hide underlying biological signal. It is important to have robust algorithms that can correct for the batch effects while not introducing biases into the data. Performance of data normalization methods can vary among different assay pipelines. To evaluate differences, it is critical to have a ground truth dataset that is representative of the assay. RESULTS A new immunoFLuorescence Image NOrmalization method is presented and evaluated against alternative methods and workflows. Multiround immunofluorescence staining of the same tissue with the nuclear dye DAPI was used to represent virtual slides and a ground truth. DAPI was restained on a given tissue slide producing multiple images of the same underlying structure but undergoing multiple representative tissue handling steps. This ground truth dataset was used to evaluate and compare multiple normalization methods including median, quantile, smooth quantile, median ratio normalization and trimmed mean of the M-values. These methods were applied in both an unbiased grid object and segmented cell object workflow to 24 multiplexed biomarkers. An upper quartile normalization of grid objects in log space was found to obtain almost equivalent performance to directly normalizing segmented cell objects by the middle quantile. The developed grid-based technique was then applied with on-slide controls for evaluation. Using five or fewer controls per slide can introduce biases into the data. Ten or more on-slide controls were able to robustly correct for batch effects. AVAILABILITY AND IMPLEMENTATION The data underlying this article along with the FLINO R-scripts used to perform the evaluation of image normalizations methods and workflows can be downloaded from https://github.com/GE-Bio/FLINO. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Mouillet-Richard S, Martin-Lannerée S, Le Corre D, Hirsch TZ, Ghazi A, Sroussi M, Pilati C, de Reyniès A, Djouadi F, Vodovar N, Launay JM, Laurent-Puig P. A proof of concept for targeting the PrP C - Amyloid β peptide interaction in basal prostate cancer and mesenchymal colon cancer. Oncogene 2022; 41:4397-4404. [PMID: 35962130 PMCID: PMC9481457 DOI: 10.1038/s41388-022-02430-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 07/28/2022] [Accepted: 07/29/2022] [Indexed: 01/29/2023]
Abstract
The cellular prion protein PrPC partners with caveolin-1 (CAV1) in neurodegenerative diseases but whether this interplay occurs in cancer has never been investigated. By leveraging patient and cell line datasets, we uncover a molecular link between PrPC and CAV1 across cancer. Using cell-based assays, we show that PrPC regulates the expression of and interacts with CAV1. PrPC additionally controls the expression of the amyloid precursor protein APP and of the Aβ generating enzyme BACE1, and regulates the levels of Aβ, whose accumulation is a central event in Alzheimer's disease. We further identify DKK1 and DKK3, involved in both Alzheimer's disease and cancer progression, as targets of the PrPC-dependent axis. Finally, we establish that antibody-mediated blocking of the Aβ-PrPC interaction delays the growth of prostate cancer cell line-derived xenografts and prevents the development of metastases. Our data additionally support an enrichment of the Aβ-PrPC-dependent pathway in the basal subtype of prostate cancer, associated with anti-hormonal therapy resistance, and in mesenchymal colon cancer, associated with poor prognosis. Thus, based on a parallel with neurodegenerative diseases, our results bring to light an Aβ-PrPC axis and support the potential of targeting this pathway in patients with selected subtypes of prostate and colon cancer.
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Bruneau T, Wack M, Poulet G, Robillard N, Philippe A, Laurent-Puig P, Bélec L, Hadjadj J, Xiao W, Kallberg JL, Kernéis S, Diehl JL, Terrier B, Smadja D, Taly V, Veyer D, Péré H. Circulating ubiquitous RNA, a highly predictive and prognostic biomarker in hospitalized COVID-19 patients. Clin Infect Dis 2021; 75:e410-e417. [PMID: 34894121 PMCID: PMC8689820 DOI: 10.1093/cid/ciab997] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Approximately 15-30% of hospitalized COVID-19 patients develop acute respiratory distress syndrome, systemic tissue injury, and/or multi-organ failure leading to death in around 45% of cases. There is a clear need for biomarkers which quantify tissue injury, predict clinical outcomes and guide the clinical management of hospitalized COVID-19 patients. METHODS We herein report the quantification by droplet-based digital PCR (ddPCR) of the SARS-CoV-2 RNAemia and the plasmatic release of a ubiquitous human intracellular marker, the ribonuclease P (RNase P) in order to evaluate tissue injury and cell lysis in the plasma of 139 COVID-19 hospitalized patients at admission. RESULTS We confirmed that SARS-CoV-2 RNAemia was associated with clinical severity of COVID-19 patients. In addition, we showed that plasmatic RNase P RNAemia at admission was also highly correlated with disease severity (P<0.001) and invasive mechanical ventilation status (P<0.001) but not with pulmonary severity. Altogether, these results indicate a consequent cell lysis process in severe and critical patients but not systematically due to lung cell death. Finally, the plasmatic RNase P RNA value was also significantly associated with overall survival. CONCLUSION Viral and ubiquitous blood biomarkers monitored by ddPCR could be useful for the clinical monitoring and the management of hospitalized COVID-19 patients. Moreover, these results could pave the way for new and more personalized circulating biomarkers in COVID-19, and more generally in infectious diseases, specific from each patient organ injury profile.
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Pietrasz D, Wang-Renault S, Taieb J, Dahan L, Postel M, Durand-Labrunie J, Le Malicot K, Mulot C, Rinaldi Y, Phelip JM, Doat S, Blons H, de Reynies A, Bachet JB, Taly V, Laurent-Puig P. Prognostic value of circulating tumour DNA in metastatic pancreatic cancer patients: post-hoc analyses of two clinical trials. Br J Cancer 2021; 126:440-448. [PMID: 34811505 DOI: 10.1038/s41416-021-01624-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 10/20/2021] [Accepted: 10/29/2021] [Indexed: 11/09/2022] Open
Abstract
OBJECTIVE The prognostication of metastatic pancreatic adenocarcinoma (mPDAC) patients remains uncertain, mainly based on carbohydrate antigen 19-9 (CA19-9), with limited utility. Circulating tumour DNA (ctDNA) has been suggested as a prognostic factor, but its added value has been poorly explored. The objective was to determine whether ctDNA is an independent factor for the prognostication of mPDAC. DESIGN Translational study based on two prospective collections of plasma samples of mPDAC patients naïve for chemotherapy. One used as a test series and the other as validation series coming from two randomised trials (Prodige 35 and Prodige 37). CtDNA was assessed by digital droplet PCR targeting two methylated markers (HOXD8 and POU4F1) according to a newly developed and validated method. Univariate and multivariate analyses were performed according to ctDNA status. RESULTS Of 372 plasma samples available, 354 patients were analyzed for survival. In the validation series, 145 of 255 patients were found ctDNA positive (56.8%), Median PFS and OS were 5.3 and 8.2 months in ctDNA-positive and 6.2 and 12.6 months in ctDNA-negative patients, respectively. ctDNA positivity was more often associated with young age, high CA19-9 level and neutrophils lymphocytes ratio. In multivariate analysis including these previous markers, ctDNA was confirmed as an independent prognostic marker for PFS (adjusted hazard ratio (HR) 1.5, CI 95% [1.03-2.18], p = 0.034) and OS (HR 1.62, CI 95% [1.05-2.5], p = 0.029). CONCLUSIONS In this first ctDNA assessment in a large series of mPDAC derived from clinical trials, ctDNA was detectable in 56.8% of patients and confirmed as an independent prognostic marker.
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Le Gac M, Koual M, Delanoy N, Perkins G, Nguyen-Xuan HT, Blons H, Le Frère-Belda MA, Laurent-Puig P, Bentivegna E, Durdux C, Azaïs H, Bats AS. [Place of PARP inhibitors in the treatment of endometrial and cervical cancers]. Bull Cancer 2021; 109:65-75. [PMID: 34801228 DOI: 10.1016/j.bulcan.2021.09.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Revised: 09/01/2021] [Accepted: 09/07/2021] [Indexed: 11/30/2022]
Abstract
New molecular therapeutic approaches have emerged in recent years for advanced gynaecological cancers, including targeted therapies such as poly-ADP-ribose polymerase inhibitors (PARPi). These have demonstrated efficacy in high-grade serous ovarian cancers in patients carrying a mutation in the BRCA gene, which predisposes them to breast and ovarian cancers. Clinical and pre-clinical data suggest that the activity of PARPi inhibitors may not be limited to BRCA mutated tumours and may involve the homologous recombination pathway. These data raise the question of the potential efficacy of PARPi in advanced endometrial and cervical cancers where treatment options are currently limited. At present, there are few data available on the activity of PARPi in endometrial and cervical cancers, but some results seem promising. In this review, we present a synthesis of the available studies concerning PARPi in endometrial and cervical cancer.
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Lindner AU, Salvucci M, McDonough E, Cho S, Stachtea X, O'Connell EP, Corwin AD, Santamaria-Pang A, Carberry S, Fichtner M, Van Schaeybroeck S, Laurent-Puig P, Burke JP, McNamara DA, Lawler M, Sood A, Graf JF, Rehm M, Dunne PD, Longley DB, Ginty F, Prehn JHM. An atlas of inter- and intra-tumor heterogeneity of apoptosis competency in colorectal cancer tissue at single-cell resolution. Cell Death Differ 2021; 29:806-817. [PMID: 34754079 PMCID: PMC8990071 DOI: 10.1038/s41418-021-00895-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 10/13/2021] [Accepted: 10/25/2021] [Indexed: 11/09/2022] Open
Abstract
Cancer cells’ ability to inhibit apoptosis is key to malignant transformation and limits response to therapy. Here, we performed multiplexed immunofluorescence analysis on tissue microarrays with 373 cores from 168 patients, segmentation of 2.4 million individual cells, and quantification of 18 cell lineage and apoptosis proteins. We identified an enrichment for BCL2 in immune, and BAK, SMAC, and XIAP in cancer cells. Ordinary differential equation-based modeling of apoptosis sensitivity at single-cell resolution was conducted and an atlas of inter- and intra-tumor heterogeneity in apoptosis susceptibility generated. Systems modeling at single-cell resolution identified an enhanced sensitivity of cancer cells to mitochondrial permeabilization and executioner caspase activation compared to immune and stromal cells, but showed significant inter- and intra-tumor heterogeneity.
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