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1.
Comput Biol Med ; 172: 108132, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38508058

ABSTRACT

BACKGROUND: So far, baseline Dynamic Contrast-Enhanced Magnetic Resonance Imaging (DCE-MRI) has played a key role for the application of sophisticated artificial intelligence-based models using Convolutional Neural Networks (CNNs) to extract quantitative imaging information as earlier indicators of pathological Complete Response (pCR) achievement in breast cancer patients treated with neoadjuvant chemotherapy (NAC). However, these models did not exploit the DCE-MRI exams in their full geometry as 3D volume but analysed only few individual slices independently, thus neglecting the depth information. METHOD: This study aimed to develop an explainable 3D CNN, which fulfilled the task of pCR prediction before the beginning of NAC, by leveraging the 3D information of post-contrast baseline breast DCE-MRI exams. Specifically, for each patient, the network took in input a 3D sequence containing the tumor region, which was previously automatically identified along the DCE-MRI exam. A visual explanation of the decision-making process of the network was also provided. RESULTS: To the best of our knowledge, our proposal is competitive than other models in the field, which made use of imaging data alone, reaching a median AUC value of 81.8%, 95%CI [75.3%; 88.3%], a median accuracy value of 78.7%, 95%CI [74.8%; 82.5%], a median sensitivity value of 69.8%, 95%CI [59.6%; 79.9%] and a median specificity value of 83.3%, 95%CI [82.6%; 84.0%], respectively. The median and CIs were computed according to a 10-fold cross-validation scheme for 5 rounds. CONCLUSION: Finally, this proposal holds high potential to support clinicians on non-invasively early pursuing or changing patient-centric NAC pathways.


Subject(s)
Breast Neoplasms , Neoadjuvant Therapy , Humans , Female , Neoadjuvant Therapy/methods , Artificial Intelligence , Contrast Media/therapeutic use , Treatment Outcome , Magnetic Resonance Imaging/methods , Breast Neoplasms/diagnostic imaging , Breast Neoplasms/drug therapy , Breast Neoplasms/pathology
2.
Cancer Med ; 12(22): 20663-20669, 2023 11.
Article in English | MEDLINE | ID: mdl-37905688

ABSTRACT

BACKGROUND: About 15%-20% of breast cancer (BC) cases is classified as Human Epidermal growth factor Receptor type 2 (HER2) positive. The Neoadjuvant chemotherapy (NAC) was initially introduced for locally advanced and inflammatory BC patients to allow a less extensive surgical resection, whereas now it represents the current standard for early-stage and operable BC. However, only 20%-40% of patients achieve pathologic complete response (pCR). According to the results of practice-changing clinical trials, the addition of trastuzumab to NAC brings improvements to pCR, and recently, the use of pertuzumab plus trastuzumab has registered further statistically significant and clinically meaningful improvements in terms of pCR. The goal of our work is to propose a machine learning model to predict the pCR to NAC in HER2-positive patients based on a subset of clinical features. METHOD: First, we evaluated the significant association of clinical features with pCR on the retrospectively collected data referred to 67 patients afferent to Istituto Tumori "Giovanni Paolo II." Then, we performed a feature selection procedure to identify a subset of features to be used for training a machine learning-based classification algorithm. As a result, pCR to NAC was associated with ER status, Pgr status, and HER2 score. RESULTS: The machine learning model trained on a subgroup of essential features reached an AUC of 73.27% (72.44%-73.66%) and an accuracy of 71.67% (71.64%-73.13%). According to our results, the clinical features alone are not enough to define a support system useful for clinical pathway. CONCLUSION: Our results seem worthy of further investigation in large validation studies and this work could be the basis of future study that will also involve radiomics analysis of biomedical images.


Subject(s)
Breast Neoplasms , Humans , Female , Breast Neoplasms/drug therapy , Breast Neoplasms/genetics , Breast Neoplasms/metabolism , Prognosis , Neoadjuvant Therapy/methods , Retrospective Studies , Receptor, ErbB-2/genetics , Receptor, ErbB-2/metabolism , Trastuzumab/therapeutic use , Machine Learning , Antineoplastic Combined Chemotherapy Protocols/therapeutic use
3.
Immunotherapy ; 15(2): 117-126, 2023 02.
Article in English | MEDLINE | ID: mdl-36695110

ABSTRACT

Aims: We performed a meta-analysis to assess the relative risk (RR) of all-grade and grade 3-4 hypertransaminasemia in studies comparing immune-based combinations with sunitinib in treatment-naive patients with advanced renal cell carcinoma. Materials & methods: Outcomes of interest included all-grade and grade 3-4 hypertransaminasemia measured as RRs and 95% confidence intervals (CIs). Results: RRs for all-grade hypertransaminasemia were 1.73 (95% CI: 1.25-2.4) and 1.63 (95% CI: 1.25-2.12) in patients receiving immunocombinations and sunitinib, respectively. The pooled RRs for grade 3-4 hypertransaminasemia were 3.24 and 3.04 in patients treated with immunocombinations or sunitinib. Conclusion: Immune-based combinations were associated with higher hypertransaminasemia risk. Physicians should pay attention to these common but overlooked events. Careful monitoring of tolerability remains a crucial need.


In our study, we aimed to determine the risk for developing alterations in liver function in treatment-naive patients with metastatic renal cell carcinoma, receiving an immunotherapic compound plus a tyrosine-kinase inhibitor or sunitinib alone. We found that combination treatment, compared with sunitinib, is associated with an increased risk to present this type of liver's toxicity, even a high-grade one.


Subject(s)
Carcinoma, Renal Cell , Kidney Neoplasms , Humans , Carcinoma, Renal Cell/drug therapy , Carcinoma, Renal Cell/pathology , Sunitinib/therapeutic use , Kidney Neoplasms/drug therapy , Kidney Neoplasms/pathology
4.
Expert Opin Drug Saf ; 22(4): 323-329, 2023 Apr.
Article in English | MEDLINE | ID: mdl-36426773

ABSTRACT

BACKGROUND: Despite all the improvements achieved over the last decade, the use of immune checkpoint inhibitors (ICIs) has been associated to a wide range of adverse drug events, which are frequently markedly different from those observed with cytotoxic chemotherapy and targeted therapies, such as sorafenib. RESEARCH DESIGN AND METHODS: We performed a meta-analysis with the aim to compare grade 3/4 treatment-related adverse events (TRAEs), grade 5 TRAEs, serious TRAEs, and TRAEs leading to discontinuation in ICIs versus sorafenib across phase III clinical trials of first-line treatment for advanced hepatocellular carcinoma (HCC). RESULTS: Odds ratios (ORs) with 95% confidence intervals (CIs) were calculated. Patients treated with ICIs showed higher risk of serious TRAEs (OR 1.48, 95% CI = 1.16-1.9) while sorafenib treatment was associated with higher risk of TRAEs leading to discontinuation (OR 0.65, 95% CI = 0.48-0.89). No differences in grade 3/4 TRAEs and grade 5 TRAEs. CONCLUSIONS: Beyond activity and efficacy, careful consideration should be given to toxicity while choosing the appropriate first-line treatment in HCC.


Subject(s)
Carcinoma, Hepatocellular , Drug-Related Side Effects and Adverse Reactions , Liver Neoplasms , Humans , Carcinoma, Hepatocellular/drug therapy , Sorafenib/adverse effects , Liver Neoplasms/drug therapy , Immunotherapy/adverse effects
5.
Curr Oncol ; 29(10): 7925-7931, 2022 10 19.
Article in English | MEDLINE | ID: mdl-36290903

ABSTRACT

Cholangiocarcinoma (CCA) is the second most frequent primary liver cancer, following hepatocellular carcinoma (HCC). Progress in the molecular understanding of CCA has led to the development of several agents, including FGFR inhibitors, such as pemigatinib, whose approval has marked a new era in this hepatobiliary malignancy. However, a number of questions remain unanswered, including the development of secondary resistance and the role of combination therapies, including FGFR inhibitors. Herein, we specifically focus on the current challenges and future research directions of pemigatinib use in CCA patients.


Subject(s)
Bile Duct Neoplasms , Carcinoma, Hepatocellular , Cholangiocarcinoma , Liver Neoplasms , Humans , Bile Duct Neoplasms/drug therapy , Liver Neoplasms/drug therapy , Cholangiocarcinoma/drug therapy , Cholangiocarcinoma/pathology , Protein Kinase Inhibitors/therapeutic use , Bile Ducts, Intrahepatic/pathology
6.
Future Med Chem ; 14(20): 1455-1470, 2022 10.
Article in English | MEDLINE | ID: mdl-35997677

ABSTRACT

Hepatocellular carcinoma (HCC) represents the most frequent type of primary liver tumor. Most HCC patients present with advanced disease at diagnosis and the recurrence rate after surgery remains high. Treatment options for advanced HCC are limited, with sorafenib representing the only systemic agent approved for treatment of advanced HCC in more than a decade. However, in recent years new molecular targeted therapies and immune checkpoint inhibitors (ICIs) have revolutionized the treatment of advanced HCC. In particular, combinations of ICIs with antiangiogenic drugs, or with other ICIs, represent one of the most promising strategies. Herein we provide a comprehensive overview of the main therapeutic advances in the systemic treatment of HCC, focusing on the most relevant ongoing clinical trials.


Subject(s)
Carcinoma, Hepatocellular , Liver Neoplasms , Humans , Carcinoma, Hepatocellular/drug therapy , Carcinoma, Hepatocellular/pathology , Liver Neoplasms/drug therapy , Liver Neoplasms/pathology , Sorafenib/therapeutic use , Immune Checkpoint Inhibitors , Immunotherapy
8.
Cells ; 11(12)2022 06 07.
Article in English | MEDLINE | ID: mdl-35740985

ABSTRACT

Immune checkpoint inhibitors (ICIs) have made a breakthrough in the systemic treatment for metastatic triple-negative breast cancer (TNBC) patients. However, results of phase II and III clinical trials assessing ICIs plus chemotherapy as neoadjuvant treatment were controversial and conflicting. We performed a meta-analysis aimed at assessing the Odds Ratio (OR) of the pathological complete response (pCR) rate in trials assessing neoadjuvant chemoimmunotherapy in TNBC. According to our results, the use of neoadjuvant chemoimmunotherapy was associated with higher pCR (OR 1.95; 95% Confidence Intervals, 1.27-2.99). In addition, we highlighted that this benefit was observed regardless of PD-L1 status since the analysis reported a statistically significant and clinically meaningful benefit in both PD-L1 positive and PD-L1 negative patients. These findings further support the exploration of the role of ICIs plus chemotherapy in early-stage TNBC, given the potentially meaningful clinical impact of these agents. Further studies aimed at more deeply investigating this emerging topic in breast cancer immunotherapy are warranted.


Subject(s)
Triple Negative Breast Neoplasms , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , B7-H1 Antigen , Humans , Immunotherapy , Neoadjuvant Therapy/methods , Triple Negative Breast Neoplasms/drug therapy , Triple Negative Breast Neoplasms/pathology
9.
J Pers Med ; 12(5)2022 May 20.
Article in English | MEDLINE | ID: mdl-35629263

ABSTRACT

BACKGROUND: Immune checkpoint inhibitors (ICIs) have recently represented a breakthrough in urothelial carcinoma (UC). Proton pump inhibitors (PPIs) are routinely used for extended time periods in UC patients, with these agents having potentially and frequently undervalued effects on ICIs efficacy. METHODS: We performed a meta-analysis aimed at investigating the impact of concomitant PPI administration on progression-free survival (PFS) and overall survival (OS) among patients receiving immunotherapy for metastatic UC. RESULTS: Two studies encompassing a total of 1015 patients were included. The pooled Hazard Ratios (HRs) for OS and PFS were 1.55 (95% CI, 1.31-1.84) and 1.43 (95% CI, 1.23-1.66), respectively, suggesting that the administration of PPIs was negatively associated with PFS and with OS in UC patients treated with ICIs. CONCLUSIONS: The current meta-analysis represents the first study to provide a systematic evaluation of the impact of concomitant PPI use in UC patients treated with ICIs. Further studies are warranted on this topic to clarify the relationship between gut microbiome, antiacid exposure, and cancer immunotherapy. In the current era of medical oncology, progress in this setting will require the collaboration of basic science and clinical research to optimize systemic treatment and to improve the outcomes of UC patients receiving ICIs.

10.
Medicina (Kaunas) ; 58(5)2022 Apr 27.
Article in English | MEDLINE | ID: mdl-35630016

ABSTRACT

Immunotherapy has revolutionized previous triple-negative breast cancer (TNBC) treatment algorithms, prompting researchers and clinicians to consider the expansion of the role of immunotherapy in other settings, including the earlier stage of the disease (e.g., as neoadjuvant and adjuvant therapy). The role of chemoimmunotherapy have been assessed in some recently presented and published clinical trials, including the KEYNOTE-522, the IMpassion031, and the GeparNUEVO. In the current Editorial, we will provide a critical snapshot of these studies, exploring strengths and limitations of neoadjuvant chemotherapy in early TNBC.


Subject(s)
Triple Negative Breast Neoplasms , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Chemotherapy, Adjuvant , Humans , Immunotherapy , Neoadjuvant Therapy , Triple Negative Breast Neoplasms/drug therapy
11.
Cancers (Basel) ; 14(9)2022 Apr 28.
Article in English | MEDLINE | ID: mdl-35565344

ABSTRACT

Characterization of breast cancer into intrinsic molecular profiles has allowed women to live longer, undergoing personalized treatments. With the aim of investigating the relation between different values of ki67 and the predisposition to develop a breast cancer-related IDE at different ages, we enrolled 900 patients with a first diagnosis of invasive breast cancer, and we partitioned the dataset into two sub-samples with respect to an age value equal to 50 years. For each sample, we performed a Kaplan−Meier analysis to compare the IDE-free survival curves obtained with reference to different ki67 values. The analysis on patients under 50 years old resulted in a p-value < 0.001, highlighting how the behaviors of patients characterized by a ki67 ranging from 10% to 20% and greater than 20% were statistically significantly similar. Conversely, patients over 50 years old characterized by a ki67 ranging from 10% to 20% showed an IDE-free survival probability significantly greater than patients with a ki67 greater than 20%, with a p-value of 0.01. Our work shows that the adoption of two different ki67 values, namely, 10% and 20%, might be discriminant in designing personalized treatments for patients under 50 years old and over 50 years old, respectively.

12.
Expert Opin Investig Drugs ; 31(7): 707-713, 2022 Jul.
Article in English | MEDLINE | ID: mdl-35575038

ABSTRACT

INTRODUCTION: The adenosine pathway has been suggested to play a key role in several carcinogenetic processes, with the metabolism of adenosine-5'-triphosphate (ATP) and its derivatives reported to be dysregulated in breast cancer. Preclinical evidence has supported the role of adenosine in the pathogenesis of this malignancy as well as the development of selective adenosine pathway inhibitors. AREAS COVERED: The paper overviews the evidence regarding the use of adenosine pathway inhibitors in breast cancer; a literature search was conducted in January 2022 of Pubmed/Medline, Cochrane library, and Scopus databases. EXPERT OPINION: The adenosine pathway regulates inflammation, apoptosis, metastasis, and cell proliferation in breast cancer cells, and adenosine pathway inhibitors have yielded encouraging results in early-phase clinical trials. Well-designed, multicenter studies focused on monotherapies and combination therapies (which include immune checkpoint inhibitors) are warranted in this setting.


Subject(s)
Adenosine , Breast Neoplasms , Adenosine/metabolism , Adenosine Triphosphate/metabolism , Apoptosis , Breast Neoplasms/drug therapy , Female , Humans , Immunotherapy/methods
13.
Future Oncol ; 18(18): 2301-2309, 2022 Jun.
Article in English | MEDLINE | ID: mdl-35378995

ABSTRACT

Stage I-III triple-negative breast cancer accounts for approximately 15-20% of new diagnoses of early breast cancer. Novel systemic treatment options have recently been assessed as part of the neoadjuvant approach, such as the addition of immune checkpoint inhibitors to cytotoxic chemotherapy. However, several questions remain unanswered, including the identification of predictors of response to immunotherapy in this setting, and further efforts aimed at identifying reliable predictors and clarifying the effective role of PD-L1 status, tumor mutational burden, tumor-infiltrating lymphocytes and other biomarkers are warranted. Herein we will provide an overview of recent clinical studies of neoadjuvant immune checkpoint inhibitors in patients with triple-negative breast cancer, especially focusing on the recently presented and published KEYNOTE-522, IMpassion031 and GeparNUEVO trials.


Subject(s)
Triple Negative Breast Neoplasms , Biomarkers, Tumor , Humans , Immune Checkpoint Inhibitors/pharmacology , Immune Checkpoint Inhibitors/therapeutic use , Lymphocytes, Tumor-Infiltrating , Neoadjuvant Therapy , Triple Negative Breast Neoplasms/drug therapy , Triple Negative Breast Neoplasms/pathology
14.
Expert Rev Gastroenterol Hepatol ; 16(4): 333-339, 2022 Apr.
Article in English | MEDLINE | ID: mdl-35403533

ABSTRACT

INTRODUCTION: Hepatocellular carcinoma (HCC) remains a frequently diagnosed malignancy worldwide, still representing an important cause of cancer-related death. Recent years have seen the emergence of novel systemic treatments for HCC patients, including immune checkpoint inhibitors (ICIs). Nonetheless, several questions regarding HCC immunotherapy remain unanswered, especially in terms of biochemical predictors of response. AREAS COVERED: In the current paper, we will discuss available evidence regarding predictive biomarkers of response to HCC immunotherapy. A literature search was conducted in January 2022 of Pubmed/Medline, Cochrane library, and Scopus databases. EXPERT OPINION: The identification of predictive biomarkers represents an unmet need in HCC patients receiving ICIs. The HCC medical community is called to further efforts aimed to elucidate the effective role of PD-L1 expression, TMB, MSI, gut microbiota, and other emerging biomarkers.


Subject(s)
Carcinoma, Hepatocellular , Liver Neoplasms , Biomarkers , Carcinoma, Hepatocellular/pathology , Humans , Immune Checkpoint Inhibitors/adverse effects , Immunotherapy/adverse effects , Liver Neoplasms/pathology
15.
Cancers (Basel) ; 14(6)2022 Mar 09.
Article in English | MEDLINE | ID: mdl-35326555

ABSTRACT

(1) Background: In recent years, immunotherapy has revolutionized the treatment landscape of non-small cell lung cancer (NSCLC), representing a therapeutic breakthrough in this field. Antacid agents such as proton pump inhibitors (PPIs) and histamine-2-receptor antagonists (H2RAs) are commonly prescribed for extended periods in NSCLC patients, and these drugs have the potential to modify the efficacy of immune checkpoint inhibitors (ICIs). (2) Materials and Methods: Herein, we conducted a systematic review and meta-analysis to investigate the impact of PPIs and H2RAs on progression-free survival (PFS) and overall survival (OS) among patients receiving immunotherapy for metastatic NSCLC. Effect measures for OS were Hazard Ratios (HRs) and 95% Confidence Intervals (CIs), which were extracted from available studies. Forest plots were used to assess HRs to describe the relationship between treatment and OS in the specified cohorts of patients. (3) Results: Six studies were included in the analysis, involving 2267 patients. The pooled HRs for OS and PFS were 1.4 (95% CI, 1.25-1.58) and 1.29 (95% CI, 1.17-1.43), respectively, suggesting that PPIs and H2RAs administration was negatively associated with PFS and OS. (4) Conclusion: Concomitant antacid use could modify the activity of ICIs in NSCLC patients.

18.
Expert Rev Gastroenterol Hepatol ; 16(3): 273-278, 2022 Mar.
Article in English | MEDLINE | ID: mdl-35220866

ABSTRACT

BACKGROUND: The 2021 has seen the publication of two practice-changing trials on second-line fluoropyrimidine-based doublet chemotherapy for advanced biliary tract cancer (BTC) patients. Herein, we conducted a meta-analysis aimed at assessing the overall survival (OS), disease control rate (DCR), and overall response rate (ORR) in ABC-06 and NIFTY trials. METHODS: We retrieved all the relevant trials through PubMed/Medline, Cochrane library, and EMBASE; additionally, proceedings of the main international oncological meetings were also searched for relevant abstracts. Outcomes of interest included OS, DCR, and ORR. Hazard Ratios (HRs) and their 95% Confidence Intervals (CIs) for OS, and Odds Ratios (ORs) and 95% CIs for DCR and ORR, were extracted. RESULTS: According to our results, fluoropyrimidine-based doublet chemotherapy significantly decreased the risk of death (HR, 0.63; 95% CI, 0.49-0.8) compared with control treatment. In addition, higher DCR and ORR were observed in BTC patients receiving fluoropyrimidine-based combinations. CONCLUSIONS: Although ABC-06 and NIFTY have recently established fluoropyrimidine-based doublet chemotherapy as the standard of care, the role of second-line chemotherapy remains the object of debate in the BTC medical community. Further studies are required to clarify the role of second-line fluoropyrimidine-based chemotherapy in some 'neglected' populations, including BTC patients with poor ECOG-PS.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols , Biliary Tract Neoplasms , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Biliary Tract Neoplasms/drug therapy , Disease-Free Survival , Humans
19.
Curr Oncol ; 29(2): 551-564, 2022 01 27.
Article in English | MEDLINE | ID: mdl-35200550

ABSTRACT

Recent years have seen some breakthroughs in the therapeutic landscape of advanced biliary tract cancer (BTC). Firstly, a better understanding of the molecular background of BTC has led to important improvements in the management of these hepatobiliary malignancies, with the advent of targeted agents representing an unprecedented paradigm shift, as witnessed by the FDA approval of pemigatinib and infigratinib for FGFR2-rearranged and ivosidenib in IDH1-mutant cholangiocarcinoma. In addition, several novel treatments are under assessment, including immune checkpoint inhibitors and combination chemotherapies. In the current review, we provide an overview of systemic treatment for metastatic BTC, summarizing recent clinical data on chemotherapy as well as the main results of targeted therapies and immunotherapy.


Subject(s)
Bile Duct Neoplasms , Biliary Tract Neoplasms , Cholangiocarcinoma , Bile Duct Neoplasms/drug therapy , Bile Ducts, Intrahepatic/pathology , Biliary Tract Neoplasms/drug therapy , Cholangiocarcinoma/drug therapy , Cholangiocarcinoma/pathology , Humans , Molecular Targeted Therapy/methods
20.
J Clin Med ; 11(4)2022 Feb 17.
Article in English | MEDLINE | ID: mdl-35207311

ABSTRACT

BACKGROUND: Immune checkpoint inhibitors (ICIs) have been evaluated as neoadjuvant treatment in urothelial carcinoma (UC) patients, with these agents reporting encouraging pathologic complete response (pCR) rates. Herein, we performed a systematic review and meta-analysis aimed at evaluating the incidence of pCR in UC patients treated with neoadjuvant ICI. Moreover, we investigated the impact of PD-L1 expression in this patient population, exploring the possible role of PD-L1 status as predictive biomarker. MATERIALS AND METHODS: We retrieved all the relevant trials through PubMed/Medline, Cochrane Library and EMBASE; moreover, proceedings of the main international oncological meetings were also searched for relevant abstracts. Eligible trials assessed pre-operative ICI in UC patients. RESULTS: Our meta-analysis has highlighted a pooled pCR rate of 36.6% in the overall population; interestingly, pCR was higher in PD-L1 positive compared with PD-L1 negative UCs (49.5% versus 35.1%, respectively). CONCLUSIONS: Positive signals emanating from neoadjuvant immunotherapy should encourage the scientific community to persist in the long road toward finding more effective treatments for UC patients.

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