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1.
Annu Int Conf IEEE Eng Med Biol Soc ; 2021: 2155-2158, 2021 11.
Article in English | MEDLINE | ID: mdl-34891715

ABSTRACT

The prediction at baseline of patients at high risk for therapy failure or recurrence would significantly impact on Hodgkin Lymphoma patients treatment, informing clinical practice. Current literature is extensively searching insights in radiomics, a promising framework for high-throughput imaging feature extraction, to derive biomarkers and quantitative prognostic factors from images. However, existing studies are limited by intrinsic radiomic limitations, high dimensionality among others. We propose an exhaustive patient representation and a recurrence-specific multi-view supervised clustering algorithm for estimating patient-to-patient similarity graph and learning recurrence probability. We stratified patients in two risk classes and characterize each group in terms of clinical variables.


Subject(s)
Hodgkin Disease , Algorithms , Cluster Analysis , Hodgkin Disease/diagnostic imaging , Humans , Phenotype , Retrospective Studies
3.
Eur J Nucl Med Mol Imaging ; 48(4): 1144-1153, 2021 04.
Article in English | MEDLINE | ID: mdl-32860075

ABSTRACT

INTRODUCTION: Patients with relapsed/refractory Hodgkin lymphoma (R/R HL) experience high response rates upon anti-PD1 therapy. In these patients, the optimal duration of treatment and the risk of relapse after anti-PD1 discontinuation are unknown. METHODS: We retrospectively analyzed patients with R/R HL who responded to anti-PD1 monotherapy and discontinued the treatment either because of unacceptable toxicity or prolonged remission. A machine learning algorithm based on 17 candidate variables was trained and validated to predict progression-free survival (PFS) landmarked at the time of discontinuation of anti-PD1 therapy. RESULTS: Forty patients from 14 centers were randomly assigned to training (n = 25) and validation (n = 15) sets. At the time of anti-PD1 discontinuation, patients had received treatment for a median duration of 11.2 (range, 0-time to best response was not statistically significant in discriminating patients with PFS lesser or greater than 12 months). Considering PFS status as a binary variable (alive or dead) at a specific time point (12 months) is convenient, intuitive and allows for comparing the value of potential predicting variables in these two groups of patients. Nonetheless, this approach has two drawbacks: first, it binarizes outcome; second, it excludes patients alive with a time to last follow up lesser 12 months. Therefore, it is less powerful to demonstrate statistically significant association with PFS even if it exists 5 months. Patients discontinued anti-PD1 treatment either because of prolonged remission (N = 27, 67.5%) or unacceptable toxicity (N = 13, 32.5%). Most patients were in CR (N = 35, 87.5%) at the time of anti-PD1 discontinuation. In the training set, the machine learning algorithm identified that the most important variables to predict PFS were patients' age, time to best response, and presence or absence of CR. The performance observed in the training set was validated in the validation set. CONCLUSION: In this pilot, proof of concept study using a machine learning algorithm, we identified biomarkers capable of predicting the risk of relapse after anti-PD1 discontinuation (age, time to best response, quality of response). Once confirmed, these simple biomarkers will represent useful tools to guide the management of these patients.


Subject(s)
Hodgkin Disease , Chronic Disease , Hodgkin Disease/drug therapy , Humans , Neoplasm Recurrence, Local/drug therapy , Progression-Free Survival , Retrospective Studies
5.
Bone Marrow Transplant ; 52(5): 683-688, 2017 May.
Article in English | MEDLINE | ID: mdl-28092347

ABSTRACT

We investigated the use of haploidentical hematopoietic stem cell transplantation (haplo-HSCT) in the treatment of advanced Hodgkin lymphoma (HL). Sixty-two consecutive HL patients underwent haplo-HSCT. Unmanipulated stem cells and post-transplant cyclophosphamide were given to all patients as GVHD prophylaxis. At 100 days, the cumulative incidence of grades 2-3 and grades 3-4 acute GVHD was 23% and 4%, respectively. The chronic GVHD (cGVHD) cumulative incidence was 16%, with one patient experiencing severe cGVHD. The 3-year OS, PFS, relapse rates and 1-year non-relapse mortality (NRM) were 63%, 59%, 21% and 20%, respectively. Uncontrolled disease status and high hematopoietic cell transplantation comorbidity index (HCT-CI) were associated with lower OS, whereas PBSC was an independent protective factor. Uncontrolled disease and HCT-CI >2 was predictive for NRM. Finally, disease status other than CR was predictive of relapse. In conclusion, haplo-HSCT is a valid treatment in advanced HL, offering excellent rates of survival and acceptable toxicities.


Subject(s)
Cyclophosphamide/therapeutic use , Hodgkin Disease/therapy , Transplantation, Haploidentical/methods , Adult , Aged , Female , Graft vs Host Disease/drug therapy , Graft vs Host Disease/prevention & control , Hodgkin Disease/mortality , Humans , Incidence , Male , Middle Aged , Peripheral Blood Stem Cell Transplantation , Prognosis , Survival Analysis , Transplantation, Haploidentical/mortality , Young Adult
10.
Bone Marrow Transplant ; 51(2): 194-8, 2016 Feb.
Article in English | MEDLINE | ID: mdl-26551778

ABSTRACT

Unmanipulated haploidentical transplantation (Haplo-SCT) using post-transplantation cyclophosphamide (PT-Cy) represents an alternative for patients with high-risk diseases lacking HLA-identical donor. Although it provides low incidences of GVHD, the efficacy of Haplo-SCT is still questioned, especially for patients with myeloid malignancies. Thus, we analyzed 60 consecutive patients with refractory (n=30) or high-risk CR (n=30) AML or myelodysplastic syndromes (MDSs) who underwent PT-Cy Haplo-SCT. The median age was 57 years (22-73 years), hematopoietic cell transplantation comorbidity index was ⩾3 in 38 patients (63%) and Haplo-SCT was the second allogeneic transplantation for 10 patients (17%). Although most of patients received PBSC as graft source (n=48, 80%), we found low incidences of grade 3-4 acute (2%) and severe chronic GVHD (4%). Among patients with high-risk CR diseases, 1-year non-relapse mortality, cumulative incidence of relapse, progression-free and overall survivals were 20%, 32%, 47% and 62%, respectively. In patients with refractory disease, corresponding results were 34%, 35%, 32% and 37%, respectively. We conclude that PT-Cy Haplo-SCT could provide promising anti-leukemic effect even in the setting of very advanced diseases. Thus, it represents a viable alternative for high-risk AML/MDS patients without HLA-identical donor.


Subject(s)
Cyclophosphamide/administration & dosage , Graft vs Host Disease/prevention & control , Leukemia, Myeloid, Acute/therapy , Myelodysplastic Syndromes/therapy , Stem Cell Transplantation , Acute Disease , Adult , Aged , Allografts , Chronic Disease , Female , Graft vs Host Disease/mortality , Humans , Leukemia, Myeloid, Acute/mortality , Male , Middle Aged , Myelodysplastic Syndromes/mortality
12.
Transpl Infect Dis ; 17(2): 242-9, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25648539

ABSTRACT

BACKGROUND: Recently, a platform of T-cell replete haploidentical hematopoietic stem cell transplantation (haplo-HSCT) using post-transplant cyclophosphamide (Cy) has shown high reproducibility and acceptable safety profile. METHOD: This prospective cohort analysis allowed us to collect data on infections among 70 consecutive recipients of haplo-HSCT affected by various hematologic malignancies. RESULTS: After a median follow-up of 23 months, cumulative incidence of viral infections was 70% (95% confidence interval [CI] 59-81) at 100 days and 77% (95% CI 67-87) at 1 year; 35 of 65 patients at risk had CMV reactivation (54%) and the rate of polyomavirus-virus-associated cystitis was 19% (13/70). Cumulative incidence of bacterial and fungal infections at 1 year were 63% (95% CI 51-75) and 12% (95% CI 4-19), respectively. Of note, only 1 invasive fungal infection occurred beyond 1 year after transplant (day +739). CONCLUSION: In conclusion, despite a high rate of viral infections in the early period, present data suggest a satisfactory infectious profile after T-cell replete haplo-HSCT using post-transplant Cy. These results may help clinicians to improve both prophylactic and therapeutic antimicrobial strategies in this emerging haploidentical setting.


Subject(s)
Bacterial Infections/epidemiology , Cyclophosphamide/administration & dosage , Graft vs Host Disease/prevention & control , Hematologic Neoplasms/therapy , Hematopoietic Stem Cell Transplantation/methods , Immunocompromised Host , Immunosuppressive Agents/administration & dosage , Mycoses/epidemiology , Virus Diseases/epidemiology , Adult , Aged , Bacterial Infections/etiology , Bacterial Infections/immunology , Cohort Studies , Cyclophosphamide/adverse effects , Cystitis/epidemiology , Cystitis/etiology , Cystitis/immunology , Cytomegalovirus Infections/epidemiology , Cytomegalovirus Infections/etiology , Cytomegalovirus Infections/immunology , Female , Haplotypes , Humans , Immunosuppressive Agents/adverse effects , Incidence , Male , Middle Aged , Mycoses/etiology , Mycoses/immunology , Polyomavirus Infections/epidemiology , Polyomavirus Infections/etiology , Polyomavirus Infections/immunology , Prospective Studies , Transplantation Conditioning , Virus Diseases/etiology , Virus Diseases/immunology , Young Adult
13.
Bone Marrow Transplant ; 50(4): 499-504, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25621797

ABSTRACT

Persistence of disease after salvage therapy among relapsed or refractory Hodgkin lymphoma (HL) patients predicts poor outcome. Here, we report on 41 HL patients with active disease after salvage therapy and who received high-dose melphalan (HD-PAM) and auto-SCT as a bridge to a second autologous or an allogeneic transplantation between 2002 and 2013 at our center. Disease response was based on 18-fluoro-deoxyglucose-positron emission tomography results in all patients. Overall response rate after HD-PAM was 78% and it did not differ among PR or stable/progressive disease patients (P=1.00). Response was associated with better OS: hazard ratio=0.32 (95% confidence interval: 0.13-0.77, P=0.01) irrespective of disease status before HD-PAM. Thirty-three patients (80%) were able to complete the planned treatment, intended as tandem autologous or auto-allo transplant. Hematological and extrahematological toxicity of HD-PAM was manageable, without any treatment-related death. In conclusion, HD-PAM is a valuable therapeutic option in relapsed/refractory HL patients with active disease after salvage therapy, with an impressive 78% overall response rate and 80% rate of proceeding to further transplantation. The present data may be integrated with the growing literature on new drugs in the field of relapsed/refractory HL.


Subject(s)
Antineoplastic Agents, Alkylating/administration & dosage , Hodgkin Disease/mortality , Hodgkin Disease/therapy , Melphalan/administration & dosage , Adolescent , Adult , Autografts , Disease-Free Survival , Female , Hodgkin Disease/pathology , Humans , Male , Middle Aged , Recurrence , Stem Cell Transplantation , Survival Rate
15.
Ann Oncol ; 26(1): 167-172, 2015 Jan.
Article in English | MEDLINE | ID: mdl-25344361

ABSTRACT

BACKGROUND: In the late 1990s, the use of high-dose chemotherapy (HDCT) and stem-cell rescue held promise for patients with advanced and poor prognosis germ-cell tumors (GCT). We started a randomized phase II trial to assess the efficacy of sequential HDCT compared with cisplatin, etoposide, and bleomycin (PEB). PATIENTS AND METHODS: Patients were randomly assigned to receive four cycles of PEB every 3 weeks or two cycles of PEB followed by a high-dose sequence (HDS) comprising HD-cyclophosphamide (7.0 g/m(2)), 2 courses of cisplatin and HD-etoposide (2.4 g/m(2)) with stem-cell support, and a single course of HD-carboplatin [area under the curve (AUC) 27 mg/ml × min] with autologous stem-cell transplant. Postchemotherapy surgery was planned on responding residual disease in both arms. The primary end point was progression-free survival (PFS). The study was designed to detect a 30% improvement of 5-year PFS (from 40% to 70%), with 80% power and two-sided α at 5%. RESULTS: From December 1996 to March 2007, 85 patients were randomized: 43 in PEB and 42 in HDS arm. Median follow-up was 114.2 months [interquartile range (IQR): 87.7-165.8]. Complete or partial response with normal markers (PRm-) were obtained in 28 (65.1%) and 29 (69.1%) patients, respectively. Five-year PFS was 55.8% [95% confidence interval (CI) 42.8-72.8] and 54.8% (95% CI 41.6%-72.1%) in PEB and HDS arm, respectively (log-rank test P = 0.726). Five-year overall survival was 62.8% (95% CI 49.9-79.0) and 59.3% (95% CI 46.1-76.3). One toxic death (PEB arm) was recorded. CONCLUSIONS: The study failed to meet the primary end point. Furthermore, survival estimates of conventional-dose chemotherapy higher than expected should be accounted for and will likely limit further improvements in the first-line setting. CLINICALTRIALS.GOV: NCT02161692.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/administration & dosage , Neoplasms, Germ Cell and Embryonal/drug therapy , Testicular Neoplasms/drug therapy , Adult , Bleomycin/administration & dosage , Carboplatin/administration & dosage , Carboplatin/therapeutic use , Cisplatin/administration & dosage , Cyclophosphamide/administration & dosage , Cyclophosphamide/therapeutic use , Disease-Free Survival , Drug Combinations , Etoposide/administration & dosage , Female , Hematopoietic Stem Cell Transplantation , Humans , Male , Neoplasms, Germ Cell and Embryonal/mortality , Testicular Neoplasms/mortality , Young Adult
16.
Cell Death Dis ; 5: e1434, 2014 Oct 02.
Article in English | MEDLINE | ID: mdl-25275595

ABSTRACT

Improving treatment of advanced melanoma may require the development of effective strategies to overcome resistance to different anti-tumor agents and to counteract relevant pro-tumoral mechanisms in the microenvironment. Here we provide preclinical evidence that these goals can be achieved in most melanomas, by co-targeting of oncogenic and death receptor pathways, and independently of their BRAF, NRAS, p53 and PTEN status. In 49 melanoma cell lines, we found independent susceptibility profiles for response to the MEK1/2 inhibitor AZD6244, the PI3K/mTOR inhibitor BEZ235 and the death receptor ligand TRAIL, supporting the rationale for their association. Drug interaction analysis indicated that a strong synergistic anti-tumor activity could be achieved by the three agents and the AZD6244-TRAIL association on 20/21 melanomas, including cell lines resistant to the inhibitors or to TRAIL. Mechanistically, synergy was explained by enhanced induction of caspase-dependent apoptosis, mitochondrial depolarization and modulation of key regulators of extrinsic and intrinsic cell death pathways, including c-FLIP, BIM, BAX, clusterin, Mcl-1 and several IAP family members. Moreover, silencing experiments confirmed the central role of Apollon downmodulation in promoting the apoptotic response of melanoma cells to the combinatorial treatments. In SCID mice, the AZD6244-TRAIL association induced significant growth inhibition of a tumor resistant to TRAIL and poorly responsive to AZD6244, with no detectable adverse events on body weight and tissue histology. Reduction in tumor volume was associated not only with promotion of tumor apoptosis but also with suppression of the pro-angiogenic molecules HIF1α, VEGFα, IL-8 and TGFß1 and with inhibition of tumor angiogenesis. These results suggest that synergistic co-targeting of oncogenic and death receptor pathways can not only overcome melanoma resistance to different anti-tumor agents in vitro but can also promote pro-apoptotic effects and inhibition of tumor angiogenesis in vivo.


Subject(s)
Antineoplastic Agents/administration & dosage , Melanoma/drug therapy , Receptors, Death Domain/metabolism , Animals , Apoptosis/drug effects , Apoptosis Regulatory Proteins/genetics , Apoptosis Regulatory Proteins/metabolism , Benzimidazoles/administration & dosage , Cell Line, Tumor , Drug Resistance, Neoplasm , Drug Synergism , Female , Gene Expression Regulation, Neoplastic/drug effects , Humans , Melanoma/genetics , Melanoma/metabolism , Melanoma/physiopathology , Mice , Mice, SCID , Neovascularization, Pathologic , Receptors, Death Domain/genetics , TNF-Related Apoptosis-Inducing Ligand/administration & dosage
17.
Cell Death Dis ; 5: e1265, 2014 May 29.
Article in English | MEDLINE | ID: mdl-24874737

ABSTRACT

It has been demonstrated that α-synuclein can aggregate and contribute to the pathogenesis of some neurodegenerative diseases and it is capable of hindering autophagy in neuronal cells. Here, we investigated the implication of α-synuclein in the autophagy process in primary human T lymphocytes. We provide evidence that: (i) knocking down of the α-synuclein gene resulted in increased autophagy, (ii) autophagy induction by energy deprivation was associated with a significant decrease of α-synuclein levels, (iii) autophagy inhibition by 3-methyladenine or by ATG5 knocking down led to a significant increase of α-synuclein levels, and (iv) autophagy impairment, constitutive in T lymphocytes from patients with systemic lupus erythematosus, was associated with abnormal accumulation of α-synuclein aggregates. These results suggest that α-synuclein could be considered as an autophagy-related marker of peripheral blood lymphocytes, potentially suitable for use in the clinical practice.


Subject(s)
Autophagy , Lupus Erythematosus, Systemic/metabolism , T-Lymphocytes/metabolism , alpha-Synuclein/metabolism , Adult , Aged , Biomarkers/metabolism , Female , Gene Knockdown Techniques , Humans , Lupus Erythematosus, Systemic/genetics , Lupus Erythematosus, Systemic/pathology , Male , Middle Aged , T-Lymphocytes/pathology , alpha-Synuclein/genetics
18.
Leukemia ; 28(9): 1861-71, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24561519

ABSTRACT

Relapsed/refractory Hodgkin's lymphoma (HL) is an unmet medical need requiring new therapeutic options. Interactions between the histone deacetylase inhibitor Givinostat and the RAF/MEK/ERK inhibitor Sorafenib were examined in HDLM-2 and L-540 HL cell lines. Exposure to Givinostat/Sorafenib induced a synergistic inhibition of cell growth (range, 70-80%) and a marked increase in cell death (up to 96%) due to increased H3 and H4 acetylation and strong mitochondrial injury. Gene expression profiling indicated that the synergistic effects of Givinostat/Sorafenib treatment are associated with the modulation of cell cycle and cell death pathways. Exposure to Givinostat/Sorafenib resulted in sustained production of reactive oxygen species (ROS) and activation of necroptotic cell death. The necroptosis inhibitor Necrostatin-1 prevented Givinostat/Sorafenib-induced ROS production, mitochondrial injury, activation of BH3-only protein BIM and cell death. Knockdown experiments identified BIM as a key signaling molecule that mediates Givinostat/Sorafenib-induced oxidative death of HL cells. Furthermore, in vivo xenograft studies demonstrated a 50% reduction in tumor burden (P<0.0001), a 5- to 15-fold increase in BIM expression (P < 0.0001) and a fourfold increase in tumor necrosis in Givinostat/Sorafenib-treated animals compared with mice that received single agents. These results provide a rationale for exploring Givinostat/Sorafenib combination in relapsed/refractory HL.


Subject(s)
Apoptosis Regulatory Proteins/physiology , Carbamates/administration & dosage , Histone Deacetylase Inhibitors/administration & dosage , Hodgkin Disease/drug therapy , Membrane Proteins/physiology , Niacinamide/analogs & derivatives , Phenylurea Compounds/administration & dosage , Proto-Oncogene Proteins/physiology , Reactive Oxygen Species/metabolism , Animals , Apoptosis/drug effects , Apoptosis Regulatory Proteins/genetics , Bcl-2-Like Protein 11 , Cell Line, Tumor , Hodgkin Disease/pathology , Humans , Imidazoles/pharmacology , Indoles/pharmacology , Membrane Proteins/genetics , Mice , Mice, SCID , Necrosis , Niacinamide/administration & dosage , Proto-Oncogene Proteins/genetics , Sorafenib , Up-Regulation , Xenograft Model Antitumor Assays
19.
Bone Marrow Transplant ; 49(4): 485-91, 2014 Apr.
Article in English | MEDLINE | ID: mdl-24442244

ABSTRACT

The importance of early therapy intensification in B-cell CLL (B-CLL) patients remains to be defined. Even though several studies have been published, no randomized trials comparing directly autologous stem cell transplant (ASCT) and the accepted conventional therapy (that is, rituximab, fludarabine and CY; R-FC) have been reported so far. To assess the benefit of a first-line aggressive therapy, we designed a multicenter, randomized, phase 3 trial comparing R-FC and high-dose chemotherapy supported by ASCT in patients under 65 years of age, with stage B(II) or C B-CLL. Primary end point was CR: 96 patients were enrolled (48 in each arm). On an intent-to-treat basis, the CR rates in the ASCT and R-FC arms were 62.5% and 58%, respectively. After 5 years of follow-up, PFS was 60.4% in the ASCT arm and 65.1% in the R-FC arm, time to progression 65.8 and 70.5%, and overall survival 88% vs 88.1%, respectively. Our trial demonstrates, for the first time in a randomized manner, that frontline ASCT does not translate into a survival advantage when compared with benchmark chemoimmunotherapy in B-CLL patients; the possibility of its clinical benefit in certain subgroups remains uncertain.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Hematopoietic Stem Cell Transplantation/methods , Leukemia, Lymphocytic, Chronic, B-Cell/therapy , Adult , Aged , Antibodies, Monoclonal, Murine-Derived/administration & dosage , Cyclophosphamide/administration & dosage , Cytarabine/administration & dosage , Doxorubicin/administration & dosage , Female , Hematopoietic Stem Cell Mobilization/methods , Humans , Leukemia, Lymphocytic, Chronic, B-Cell/drug therapy , Male , Melphalan/administration & dosage , Middle Aged , Prednisone/administration & dosage , Prospective Studies , Rituximab , Transplantation, Autologous , Vidarabine/administration & dosage , Vidarabine/analogs & derivatives , Vincristine/administration & dosage
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