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1.
iScience ; 26(10): 107702, 2023 Oct 20.
Article in English | MEDLINE | ID: mdl-37701575

ABSTRACT

Histopathological images of colorectal liver metastases (CRLM) contain rich morphometric information that may predict patients' outcomes. However, to our knowledge, no study has reported any practical deep learning framework based on the histology images of CRLM, and their direct association with prognosis remains largely unknown. In this study, we developed a deep learning-based framework for fully automated tissue classification and quantification of clinically relevant spatial organization features (SOFs) in H&E-stained images of CRLM. The SOFs based risk-scoring system demonstrated a strong and robust prognostic value that is independent of the current clinical risk score (CRS) system in independent clinical cohorts. Our framework enables fully automated tissue classification of H&E images of CRLM, which could significantly reduce assessment subjectivity and the workload of pathologists. The risk-scoring system provides a time- and cost-efficient tool to assist clinical decision-making for patients with CRLM, which could potentially be implemented in clinical practice.

2.
Drug Resist Updat ; 65: 100883, 2022 12.
Article in English | MEDLINE | ID: mdl-36202008

ABSTRACT

AIMS: This study aimed to identify mechanisms of drug resistance to the combination of vemurafenib, irinotecan, and cetuximab (VIC) in BRAFV600E metastatic colorectal cancer (mCRC). METHODS: Forty-one patients with BRAFV600E mCRC from July 2018 and June 2020 were evaluated, with tissue and/or plasma samples collected. We profiled tissue and plasma samples using whole-exome sequencing and targeted sequencing of 425 cancer-relevant genes. Clinical cohort analysis from published studies was performed to consolidate our findings. RESULTS: BRAF mutant in baseline plasma and its dynamics are significantly associated with VIC-related response, and concurrent RNF43 mutation significantly sensitises tumour to VIC treatment. VIC resistance frequently involves genes in PI3K, MAPK pathway, and several novel resistance mechanisms such as TGFBR2 and SMAD4 mutations, and copy-number gains in PTK2, MYC, and GATA6 have been identified. We also firstly describe acquired altered genes in DNA damaging repair pathway, occurring in 33 % of patients after VIC treatment, and particularly, patients with this pre-treatment resistance subclones developed inferior responses, along with higher tumour mutation burden both at baseline and progression plasma. CONCLUSION: Analysis of ctDNA can provide novel insights into molecular resistance mechanisms to VIC in BRAFV600E mCRC patients, allowing accurate guidance for clinicians in personalised treatment strategies.


Subject(s)
Circulating Tumor DNA , Colorectal Neoplasms , Drug Resistance, Neoplasm , Humans , Cetuximab/pharmacology , Cetuximab/therapeutic use , Circulating Tumor DNA/genetics , Colorectal Neoplasms/drug therapy , Colorectal Neoplasms/genetics , Colorectal Neoplasms/pathology , Irinotecan/pharmacology , Irinotecan/therapeutic use , Mutation , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use , Proto-Oncogene Proteins B-raf/antagonists & inhibitors , Vemurafenib/therapeutic use
3.
Gastric Cancer ; 25(6): 1017-1030, 2022 11.
Article in English | MEDLINE | ID: mdl-35904677

ABSTRACT

BACKGROUND: Tumour immune microenvironment heterogeneity is prevalent in numerous cancers and can negatively impact immunotherapy response. Immune heterogeneity and evolution in gastroesophageal adenocarcinoma (GEA) have not been studied in the past. METHODS: Together with a multi-region sampling of normal, primary and metastatic tissues, we performed whole exome sequencing, TCR sequencing as well as immune cell infiltration estimation through deconvolution of gene expression signals. RESULTS: We discovered high TCR repertoire and immune cell infiltration heterogeneity among metastatic sites, while they were homogeneous among primary and normal samples. Metastatic sites shared high levels of abundant TCR clonotypes with blood, indicating immune surveillance via blood. Metastatic sites also had low levels of tumour-eliminating immune cells and were undergoing heavy immunomodulation compared to normal and primary tumour tissues. There was co-evolution of neo-antigen and TCR repertoire, but only in patients with late diverging mutational evolution. Co-evolution of TCR repertoire and immune cell infiltration was seen in all except one patient. CONCLUSIONS: Our findings revealed immune heterogeneity and co-evolution in GEA, which may inform immunotherapy decision-making.


Subject(s)
Adenocarcinoma , Gastrointestinal Neoplasms , Neoplasms, Second Primary , Stomach Neoplasms , Humans , Stomach Neoplasms/genetics , Tumor Microenvironment , Adenocarcinoma/genetics , Immunotherapy , Receptors, Antigen, T-Cell/genetics , Receptors, Antigen, T-Cell/metabolism
4.
Int Immunopharmacol ; 98: 107890, 2021 Sep.
Article in English | MEDLINE | ID: mdl-34174701

ABSTRACT

Pancreatic Ductal Adenocarcinoma (PDAC) is characterized by an extensive and dense fibrous stroma, which plays an active role in tumor growth and metastasis. Despite the growing importance of the tumor microenvironment in PDAC prognosis, the immune cell infiltration landscape of PDAC has not been elucidated. In this study, we applied a credible computational algorithm to comprehensively estimate the immune cell infiltration (ICI) patterns of 876 PDAC patients. Two ICI phenotypes were identified, and a ICIscore was constructed using ssGSEA algorithm. The ICIscore could significantly predict the prognosis and chemotherapy benefit of PDAC patients in both the discovery and the five validation cohorts. Multivariate cox analysis also identified the independent predictive role of the ICIscore in PDAC prognosis. A high ICIscore subtype was characterized by immune-active signaling pathways and anti-tumor immunity while a low ICIscore subtype was associated with tumor progressive signaling pathways. Four immunotherapy cohorts further supported the use of the ICIscore as a prognostic biomarker for patients receiving immune checkpoint inhibitors in other cancer types. The ICIscore reveals a close relationship between the ICI environment and prognosis and may provide new treatment strategies for PDAC patients.


Subject(s)
Carcinoma, Pancreatic Ductal/mortality , Pancreas/pathology , Pancreatic Neoplasms/mortality , Tumor Microenvironment/immunology , Carcinoma, Pancreatic Ductal/immunology , Carcinoma, Pancreatic Ductal/pathology , Cohort Studies , Datasets as Topic , Female , Humans , Male , Middle Aged , Pancreas/immunology , Pancreatic Neoplasms/immunology , Pancreatic Neoplasms/pathology , Predictive Value of Tests , Prognosis , Risk Assessment/methods
5.
Theranostics ; 11(14): 7018-7028, 2021.
Article in English | MEDLINE | ID: mdl-34093868

ABSTRACT

Rationale: Hepatectomy and adjuvant chemotherapy after resection of colorectal liver metastases (CRLM) may improve survival, however, patients which may benefit cannot currently be identified. Postoperative circulating tumor DNA (ctDNA) analysis can detect minimal residual disease (MRD) and predict the prognosis and efficacy of adjuvant chemotherapy. Our study aims to determine the impact of serial ctDNA analysis to predict the outcome among patients undergoing resection of CRLM. Methods: Between May 2018 and October 2019, 91 CRLM patients were prospectively enrolled. Whole exome sequencing was performed in 50 primary and 48 metastatic liver tissues. Targeted sequencing of 451 cancer relevant genes was performed in 50 baseline plasma to determine plasma-tissue concordance. We prospectively investigated changes in the amount and constitution of ctDNA in 271 serial plasma samples taken at different time points (baseline, pre-operation, post-operation, post-operative adjuvant chemotherapy (post-ACT) and recurrence) during the treatment of CRLM. Results: Detected molecular alterations were highly consistent among baseline ctDNA, primary and liver metastases tissue. Patients with a higher variant allele frequency (VAF) level at baseline ctDNA represent a higher tumor burden, and decreased ctDNA during pre-operative chemotherapy predicted better tumor response. Patients with detectable post-operative and post-ACT ctDNA were associated with significantly shorter recurrence-free survival (RFS). ROC analysis showed that post-ACT ctDNA status was superior to post-operative ctDNA status in predicting RFS with an AUROC of 0.79. A significant difference in overall recurrence rate was observed in patients with detectable vs undetectable levels of ctDNA after resection of CRLM (79.4% vs 41.7%) and after completion of adjuvant chemotherapy (77.3% vs 40.7%). During adjuvant chemotherapy, patients with decreased ctDNA VAF after adjuvant chemotherapy had a recurrence rate of 63.6%, compared to 92.3% in patients with increased ctDNA VAF. Conclusions: We envision that dynamic ctDNA analysis, especially in a post-ACT setting, might be used to not only reflect MRD but also to determine rational personalized adjuvant therapy after the resection of CRLM.


Subject(s)
Chemotherapy, Adjuvant , Circulating Tumor DNA/blood , Colorectal Neoplasms/blood , Liver Neoplasms/blood , Neoplasm Recurrence, Local/blood , Alleles , Biomarkers, Tumor/blood , Biomarkers, Tumor/genetics , Circulating Tumor DNA/genetics , Circulating Tumor DNA/metabolism , Colorectal Neoplasms/genetics , Colorectal Neoplasms/metabolism , Colorectal Neoplasms/pathology , Correlation of Data , Female , Gene Expression Regulation, Neoplastic/genetics , Hepatectomy , Humans , Kaplan-Meier Estimate , Liver Neoplasms/genetics , Liver Neoplasms/secondary , Liver Neoplasms/surgery , Male , Middle Aged , Mutation , Neoplasm Recurrence, Local/genetics , Neoplasm, Residual , Prognosis , ROC Curve , Exome Sequencing
6.
JAMA Netw Open ; 4(4): e215250, 2021 04 01.
Article in English | MEDLINE | ID: mdl-33835174

ABSTRACT

Importance: The prevention of chemotherapy-induced nausea and vomiting has an important role in the overall management of cancer treatment. Objective: To evaluate whether adding aprepitant to palonosetron and dexamethasone can further prevent the incidence and severity of nausea and vomiting caused by FOLFIRI (fluorouracil, leucovorin, and irinotecan) or FOLFOX (fluorouracil, leucovorin, and oxaliplatin) chemotherapy regimens among women with gastrointestinal cancer at higher risk. Design, Setting, and Participants: This phase 3, double-blind, placebo-controlled randomized clinical trial recruited young women (age ≤50 years) who drank little or no alcohol and had gastrointestinal cancer for which they received FOLFOX or FOLFIRI chemotherapy. A total of 248 women were enrolled and assigned in the ratio 1:1 to intervention and control groups from August 4, 2015, to March 31, 2020. Intention-to-treat analysis was used to evaluate patient baseline characteristics and efficacy. The analysis was conducted on October 30, 2020. Interventions: Patients were randomly assigned to the aprepitant group (aprepitant, 125 mg, orally 60 minutes before initiation of chemotherapy on day 1 and 80 mg orally each morning of days 2 and 3; palonosetron, 0.25 mg, intravenously; and dexamethasone, 6 mg, orally 30 minutes before chemotherapy initiation on day 1) or the placebo group (placebo, 125 mg, orally 60 minutes before initiation of chemotherapy on day 1 and 80 mg orally on each morning of days 2 and 3; palonosetron, 0.25 mg, intravenously; and dexamethasone, 12 mg, orally 30 minutes before chemotherapy initiation on day 1). Main Outcomes and Measures: The primary end point was the complete response (CR) rate, defined as the proportion of patients without emesis episodes or rescue medication use during the overall phase of the first cycle. Other efficacy indicators, such as no vomiting and no nausea, were measured as the secondary and exploratory end points. Results: A total of 248 women from 4 clinical centers in China entered this study, and 243 patients (aprepitant regimen, 125 patients [51.4%]; placebo regimen, 118 patients [48.5%]) were evaluable for efficacy and safety; mean (SD) age of the total population was 40.1 (7.3) years. The CR rate was significantly higher in the aprepitant group vs the control group overall (107 [87.0%] vs 80 [66.7%]; P < .001) and in the acute (114 [92.7%] vs 91 [75.8%]; P = .001) and delayed (109 [88.6%] vs 84 [70.0%]; P = .001) phases of the trial. The incidence of adverse events was similar between the 2 groups (100 [80.0%] vs 96 [81.3%]; P = .79), and no grade 3 or 4 aprepitant treatment-related adverse events were observed. Multivariable analysis revealed that aprepitant use was the only independent factor associated with CR during the overall phase. Conclusions and Relevance: The combination of aprepitant with palonosetron and dexamethasone provided increased antiemetic efficacy in the FOLFOX or FOLFIRI chemotherapy regimen and was well tolerated by younger women with gastrointestinal cancer who have a history of little or no alcohol consumption. Trial Registration: ClinicalTrials.gov Identifier: NCT03674294.


Subject(s)
Antiemetics/administration & dosage , Antineoplastic Agents/adverse effects , Aprepitant/administration & dosage , Nausea/prevention & control , Stomach Neoplasms/drug therapy , Vomiting/prevention & control , Adult , Antineoplastic Agents/administration & dosage , Antineoplastic Combined Chemotherapy Protocols/administration & dosage , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Camptothecin/administration & dosage , Camptothecin/adverse effects , Camptothecin/analogs & derivatives , China , Double-Blind Method , Female , Fluorouracil/administration & dosage , Fluorouracil/adverse effects , Humans , Leucovorin/administration & dosage , Leucovorin/adverse effects , Middle Aged , Nausea/etiology , Organoplatinum Compounds/administration & dosage , Organoplatinum Compounds/adverse effects , Vomiting/etiology
7.
Invest New Drugs ; 39(3): 836-845, 2021 06.
Article in English | MEDLINE | ID: mdl-33411209

ABSTRACT

Background Gemcitabine plus cisplatin is regarded as the standard first-line therapy for patients with advanced biliary tract cancer (BTC); however, no standard chemotherapy has yet been recommended after treatment failure. Modified FOLFIRINOX (mFOLFIRINOX) appears to be a better-tolerated regimen, which leads to improved survival in metastatic pancreatic cancer that has histological and molecular similarities with BTC. We assessed the efficacy and safety of mFOLFIRINOX as salvage therapy in advanced BTC patients who were refractory to previous chemotherapy. Methods A total of 15 consecutive patients with documented unresectable locally advanced or metastatic BCT who received the mFOLFIRINOX regimen were included in the study. Patients were intravenously administrated with oxaliplatin (65 mg/m2), leucovorin (400 mg/m2), irinotecan (150 mg/m2), and continuous infusion of fluorouracil (2400 mg/m2) over 46 h. The objective response rates (ORR), disease control rates (DCR), progression-free survival (PFS), overall survival (OS), and adverse events (AEs) were recorded. Results At least three cycles of mFOLFIRINOX regimen were delivered to 15 patients with a median number of 6.0 cycles (IQR 5.5-11.0). The median duration of treatment was 3.8 months (IQR 2.9-8.5). Four patients (26.7%) achieved an ORR, and 12 patients (80.0%) had a DCR. The median PFS and OS were 6.7 months (95%CI 2.3-11.1) and 13.2 months (95%CI 7.3-19.1), respectively. Five patients (33.3%) had treatment-related grade 3/4 AEs. The most common grade 3/4 AE was neutropenia (n = 3, 20.0%), while there was no occurrence of febrile neutropenia. Conclusion Treatment with mFOLFIRINOX has promising efficacy and favorable tolerance as salvage therapy in patients with refractory advanced BCT.


Subject(s)
Antineoplastic Agents/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Biliary Tract Neoplasms/drug therapy , Salvage Therapy , Administration, Intravenous , Adult , Aged , Antineoplastic Agents/adverse effects , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Biliary Tract Neoplasms/mortality , Female , Fluorouracil/adverse effects , Fluorouracil/therapeutic use , Humans , Irinotecan/adverse effects , Irinotecan/therapeutic use , Kaplan-Meier Estimate , Leucovorin/adverse effects , Leucovorin/therapeutic use , Male , Middle Aged , Oxaliplatin/adverse effects , Oxaliplatin/therapeutic use , Retrospective Studies , Salvage Therapy/adverse effects , Treatment Outcome
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