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Acute myeloid leukemia (AML) in older patients has a poor prognosis, low complete remission (CR) rates, and poor overall survival (OS). Preclinical studies have shown synergistic effects of epigenetic priming with hypomethylating agents followed by cytarabine. Based on these data, we hypothesized that an induction regimen using epigenetic priming with decitabine, followed by cytarabine would be effective and safe in older patients with previously untreated AML. Here, we conducted a phase 2 trial in which older patients with previously untreated AML received an induction regimen consisting of 1 or 2 courses of decitabine 20 mg/m2 intravenously (IV) for 5 days followed by cytarabine 100 mg/m2 continuous IV infusion for 5 days. Forty-four patients (median age 76 years) were enrolled, and CR/CRi was achieved by 26 patients (59% of all patients, 66.7% of evaluable patients). Fourteen of 21 (66.7%) patients with adverse cytogenetics achieved CR including six out of seven evaluable patients with TP53 mutations. The 4- and 8-week mortality rates were 2.3% and 9.1%, respectively, with median OS of 10.7 months. These results suggest epigenetic priming with decitabine followed by cytarabine should be considered as an option for first-line therapy in older patients with AML. This trial was registered at www.clinicaltrials.gov as # NCT01829503.
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Citarabina , Leucemia Mieloide Aguda , Idoso , Humanos , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Decitabina , Epigênese Genética , Leucemia Mieloide Aguda/tratamento farmacológico , Leucemia Mieloide Aguda/genética , Indução de Remissão , Resultado do TratamentoRESUMO
ABSTRACT: Enasidenib (ENA) is an inhibitor of isocitrate dehydrogenase 2 (IDH2) approved for the treatment of patients with IDH2-mutant relapsed/refractory acute myeloid leukemia (AML). In this phase 2/1b Beat AML substudy, we applied a risk-adapted approach to assess the efficacy of ENA monotherapy for patients aged ≥60 years with newly diagnosed IDH2-mutant AML in whom genomic profiling demonstrated that mutant IDH2 was in the dominant leukemic clone. Patients for whom ENA monotherapy did not induce a complete remission (CR) or CR with incomplete blood count recovery (CRi) enrolled in a phase 1b cohort with the addition of azacitidine. The phase 2 portion assessing the overall response to ENA alone demonstrated efficacy, with a composite complete response (cCR) rate (CR/CRi) of 46% in 60 evaluable patients. Seventeen patients subsequently transitioned to phase 1b combination therapy, with a cCR rate of 41% and 1 dose-limiting toxicity. Correlative studies highlight mechanisms of clonal elimination with differentiation therapy as well as therapeutic resistance. This study demonstrates both efficacy of ENA monotherapy in the upfront setting and feasibility and applicability of a risk-adapted approach to the upfront treatment of IDH2-mutant AML. This trial is registered at www.clinicaltrials.gov as #NCT03013998.
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Aminopiridinas , Azacitidina , Leucemia Mieloide Aguda , Triazinas , Humanos , Azacitidina/efeitos adversos , Isocitrato Desidrogenase/genética , Mutação , Leucemia Mieloide Aguda/tratamento farmacológico , Leucemia Mieloide Aguda/genética , Resposta Patológica CompletaRESUMO
The small extracellular vesicles (sEV) accumulating in acute myeloid leukemia (AML) patients' plasma are mixtures of vesicles produced by leukemic and non-malignant cells. sEV originating from leukemia blasts could serve as potential non-invasive biomarkers of AML response to therapy. To isolate blast-derived sEV from patients' plasma, we developed a bioprinted microarray-based immunoassay using monoclonal antibodies (mAbs) specific for leukemia-associated antigens (LAAs) and mAbs specific for a mix of tetraspanins (CD9, CD63, and CD81). We determined the proportion of LAA+ sEV relative to total plasma sEV (the LAA+/total sEV ratio) in serially collected samples of newly diagnosed AML patients prior to, during, and after chemotherapy. At AML diagnosis, the LAA+/total sEV ratio was significantly higher in patients than in healthy donors (HDs). In patients who achieved complete remission (CR) after induction chemotherapy, the LAA+/total sEV ratios significantly decreased after each chemotherapy cycle to levels seen in HDs. In contrast, the LAA+/total sEV ratios in AML patients with persistent leukemia after therapy remained elevated during and after therapy, as did the percentage of leukemic blasts in these patients' bone marrows. The LAA+/total sEV ratio emerges as a promising non-invasive biomarker of leukemia response to therapy.
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BACKGROUND: Patients with acute myeloid leukemia (AML) who have tumor protein p53 (TP53) mutations or a complex karyotype have a poor prognosis, and hypomethylating agents are often used. The authors evaluated the efficacy of entospletinib, an oral inhibitor of spleen tyrosine kinase, combined with decitabine in this patient population. METHODS: This was a multicenter, open-label, phase 2 substudy of the Beat AML Master Trial (ClinicalTrials.gov identifier NCT03013998) using a Simon two-stage design. Eligible patients aged 60 years or older who had newly diagnosed AML with mutations in TP53 with or without a complex karyotype (cohort A; n = 45) or had a complex karyotype without TP53 mutation (cohort B; n = 13) received entospletinib 400 mg twice daily with decitabine 20 mg/m2 on days 1-10 every 28 days for up to three induction cycles, followed by up to 11 consolidation cycles, in which decitabine was reduced to days 1-5. Entospletinib maintenance was given for up to 2 years. The primary end point was complete remission (CR) and CR with hematologic improvement by up to six cycles of therapy. RESULTS: The composite CR rates for cohorts A and B were 13.3% (95% confidence interval, 5.1%-26.8%) and 30.8% (95% confidence interval, 9.1%-61.4%), respectively. The median duration of response was 7.6 and 8.2 months, respectively, and the median overall survival was 6.5 and 11.5 months, respectively. The study was stopped because the futility boundary was crossed in both cohorts. CONCLUSIONS: The combination of entospletinib and decitabine demonstrated activity and was acceptably tolerated in this patient population; however, the CR rates were low, and overall survival was short. Novel treatment strategies for older patients with TP53 mutations and complex karyotype remain an urgent need.
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Leucemia Mieloide Aguda , Proteína Supressora de Tumor p53 , Humanos , Decitabina , Proteína Supressora de Tumor p53/genética , Leucemia Mieloide Aguda/tratamento farmacológico , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/patologia , Cariótipo , Resultado do Tratamento , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversosRESUMO
We investigated the impact of the number of induction/consolidation cycles on outcomes of 3113 adult AML patients who received allogeneic hematopoietic cell transplantation (allo-HCT) between 2008 and 2019. Patients received allo-HCT using myeloablative (MAC) or reduced-intensity (RIC) conditioning in first complete remission (CR) or with primary induction failure (PIF). Patients who received MAC allo-HCT in CR after 1 induction cycle had 1.3-fold better overall survival (OS) than 2 cycles to CR and 1.47-fold better than ≥3 cycles. OS after CR in 2 or ≥3 cycles was similar. Relapse risk was 1.65-fold greater in patients receiving ≥3 cycles to achieve CR. After RIC allo-HCT, the number of induction cycles to CR did not affect OS. Compared to CR in 1 cycle, relapse risk was 1.24-1.41-fold greater in patients receiving 2 or ≥3 cycles. For patients receiving only 1 cycle to CR, consolidation therapy prior to MAC allo-HCT was associated with improved OS vs. no consolidation therapy. Detectable MRD at the time of MAC allo-HCT did not impact outcomes while detectable MRD preceding RIC allo-HCT was associated with an increased risk of relapse. For allo-HCT in PIF, OS was significantly worse than allo-HCT in CR after 1-3 cycles.
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Transplante de Células-Tronco Hematopoéticas , Leucemia Mieloide Aguda , Adulto , Humanos , Transplante Homólogo , Condicionamento Pré-Transplante , Recidiva Local de Neoplasia/etiologia , Transplante de Células-Tronco Hematopoéticas/efeitos adversos , Estudos RetrospectivosRESUMO
This study aimed to identify a recommended phase II dose and evaluate the safety, tolerability, pharmacokinetics/pharmacodynamics, and preliminary clinical activity of JNJ-63709178, a CD123/CD3 dual-targeting antibody, in patients with relapsed or refractory acute myeloid leukemia. Intravenous (i.v.) and subcutaneous (s.c.) administration of JNJ-63709178 were evaluated. The i.v. infusions were administered once every 2 weeks (cohorts 1-5 [n = 17]) or twice weekly (cohorts 6-11 [n = 36]). A twice-weekly s.c. dosing regimen with step-up dosing was also studied (s.c. cohorts 1-2 [n = 9]). Treatment-emergent adverse events (TEAEs) greater than or equal to grade 3 were observed in 11 (65%) patients in cohorts 1-5 and 33 (92%) patients in cohorts 6-11. At the highest i.v. dose (4.8 µg/kg), 5 (71%) patients discontinued treatment due to TEAEs. For s.c. administration (n = 9), eight (89%) patients experienced TEAEs greater than or equal to grade 3 and injection site reactions (≤ grade 3) emerged in all patients. At 4.8 µg/kg (i.v. and s.c.), the mean maximum serum concentrations were 30.3 and 3.59 ng/ml, respectively. Increases in multiple cytokines were observed following i.v. and s.c. administrations, and step-up dosing strategies did not mitigate cytokine production or improve the safety profile and led to limited duration of treatment. Minimal clinical activity was observed across all cohorts. The i.v. and s.c. dosing of JNJ-63709178 was associated with suboptimal drug exposure, unfavorable safety profiles, limited clinical activity, and inability to identify a recommended phase II dose.
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Antineoplásicos , Leucemia Mieloide Aguda , Humanos , Subunidade alfa de Receptor de Interleucina-3/uso terapêutico , Antineoplásicos/uso terapêutico , Leucemia Mieloide Aguda/tratamento farmacológicoRESUMO
BACKGROUND: Lenalidomide has been standard therapy for multiple myeloma and other haematological malignancies for more than a decade. Previous meta-analyses identified an association between lenalidomide and second primary malignancies (SPM) in patients with multiple myeloma. However, newer randomised controlled trials using lenalidomide for other indications have not reported an increased incidence of SPM. The aim of this study was to investigate the risk of developing SPM with lenalidomide use in all disease settings. METHODS: We did a systematic review of randomised controlled trials that reported SPM in patients treated with lenalidomide. PubMed, Embase, CENTRAL, Europe PubMed Central, and ClinicalTrials.gov were searched from Jan 1, 2004, to March 18, 2022. Randomised controlled trials with at least one lenalidomide group and one non-lenalidomide group were selected, regardless of the disease setting. Studies with a median follow-up of less than 12 months were excluded. Summary data were extracted by two reviewers (KS and KL) independently and verified by a third reviewer (JF). We then conducted a meta-analysis to assess the risk ratio (RR) of SPM with lenalidomide use across various disease subtypes using a random-effects model. We chose random effects for the primary analysis because of anticipated heterogeneity between different diseases, but we used fixed effects for stratified meta-analysis of multiple myeloma studies. Risk of bias was assessed with the PROTECT tool. The study was registered with PROSPERO, CRD42021257508. FINDINGS: Our search yielded 9078 studies, and 38 trials that included 14â058 patients were eligible for meta-analysis after screening, 18 of which were in multiple myeloma. The RR across all malignancies was 1·16 (95% CI 0·96-1·39). However, there was heterogeneity across indications (p=0·020). The RR when lenalidomide was used for multiple myeloma was 1·42 (1·09-1·84). There was no increase in SPM in lymphoma or chronic lymphocytic leukaemia (0·90 [0·76-1·08]) and myelodysplastic syndrome (0·96 [0·23-3·97]) trials. In the setting of multiple myeloma, lenalidomide increased both solid and haematological SPM, both in the no-transplantation and post-transplantation settings. From the 38 trials, 21 (55%) had low risk of bias, 12 (32%) had unclear risk of bias, and five (13%) had high risk of bias. INTERPRETATION: Based on the current data, lenalidomide-induced SPM seem to occur exclusively in patients with multiple myeloma. Thus, lenalidomide can be used for other indications without the major concern of a therapy-related neoplasm. In the multiple myeloma setting, lenalidomide is an effective drug, but patients should be monitored both for haematological and solid tumour SPM. This monitoring includes patients that have not received autologous haematopoietic stem-cell transplantation. Further investigations are needed to improve understanding on why lenalidomide only promotes SPM in patients with multiple myeloma. FUNDING: None.
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Neoplasias Hematológicas , Mieloma Múltiplo , Segunda Neoplasia Primária , Humanos , Lenalidomida/efeitos adversos , Mieloma Múltiplo/complicações , Mieloma Múltiplo/tratamento farmacológico , Mieloma Múltiplo/patologia , Segunda Neoplasia Primária/epidemiologia , Segunda Neoplasia Primária/etiologia , Segunda Neoplasia Primária/tratamento farmacológico , Transplante Autólogo , Neoplasias Hematológicas/complicações , Neoplasias Hematológicas/tratamento farmacológicoAssuntos
Quimioterapia de Indução , Leucemia Mieloide Aguda , Humanos , Nomogramas , Citogenética , Leucemia Mieloide Aguda/diagnóstico , Leucemia Mieloide Aguda/tratamento farmacológico , Leucemia Mieloide Aguda/genética , Proteínas Nucleares/genética , Análise Citogenética , Mutação , Prognóstico , Tirosina Quinase 3 Semelhante a fms , Proteína Supressora de Tumor p53/genéticaRESUMO
Acute myeloid leukaemia (AML) is conventionally thought of as a medical emergency. However, several studies on the association of time from diagnosis to treatment with survival did not have concordant results. Here we analyse 55 985 AML patients from the National Cancer Database, and we show that in patients less than 60 years old a five-day delay in chemotherapy initiation leads to worse long-term survival. The difference is small [hazard ratio (HR) 1.05, 95% confidence interval (CI) 1.01-1.09 in multivariate analysis] but statistically significant. This study raises the issue of power to detect small differences in retrospective studies.
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Leucemia Mieloide Aguda , Tempo para o Tratamento , Bases de Dados Factuais , Humanos , Leucemia Mieloide Aguda/diagnóstico , Leucemia Mieloide Aguda/mortalidade , Leucemia Mieloide Aguda/terapia , Pessoa de Meia-Idade , Modelos de Riscos Proporcionais , Estudos Retrospectivos , Análise de Sobrevida , Tempo para o Tratamento/estatística & dados numéricos , Reino Unido/epidemiologiaRESUMO
Prevention of relapse is a major therapeutic challenge and an unmet need for patients with acute myeloid leukemia (AML). Venetoclax is a highly selective, potent, oral BCL-2 inhibitor that induces apoptosis in AML cells. When combined with azacitidine, it leads to prolonged overall survival and rapid, durable remissions in treatment-naive AML patients ineligible for intensive chemotherapy. VIALE-M is a randomized, double-blind, two-arm study to evaluate the safety and efficacy of venetoclax in combination with oral azacitidine (CC-486) as maintenance therapy in patients in complete remission with incomplete blood count recovery after intensive induction and consolidation therapies. The primary end point is relapse-free survival. Secondary outcomes include overall survival, minimal residual disease conversion and improvement in quality-of-life. Trial Registration Number: NCT04102020 (ClinicalTrials.gov).
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Protocolos de Quimioterapia Combinada Antineoplásica , Leucemia Mieloide Aguda , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Azacitidina/efeitos adversos , Compostos Bicíclicos Heterocíclicos com Pontes , Divisão Celular , Ensaios Clínicos Fase III como Assunto , Humanos , Ensaios Clínicos Controlados Aleatórios como Assunto , SulfonamidasRESUMO
BACKGROUND/AIM: The therapeutic potential of bromodomain and extra-terminal motif (BET) inhibitors in hematological cancers has been well established in preclinical and early-stage clinical trials, although as of yet, no BETtargeting agent has achieved approval. To add insight into potential response to mivebresib (ABBV-075), a broadspectrum BET inhibitor, co-clinical modeling of individual patient biopsies was conducted in the context of a Phase I trial in acute myeloid leukemia (AML). MATERIALS AND METHODS: Co-clinical modeling involves taking the patient's biopsy and implanting it in mice with limited passage so that it closely retains the original characteristics of the malignancy and allows comparisons of response between animal model and clinical data. Procedures were developed, initially with neonate NOD/Shi-scid-IL2rγnull (NOG) mice and then optimized with juvenile NOG-EXL as host mice, eventually resulting in a robust rate of engraftment (16 out of 26, 62%). RESULTS: Results from the co-clinical AML patient-derived xenograft (PDX) modeling (6 with >60% inhibition of bone marrow blasts) were consistent with the equivalent clinical data from patients receiving mivebresib in monotherapy, and in combination with venetoclax. The modeling system also demonstrated the activity of a novel BD2-selective BET inhibitor (ABBV-744) in the preclinical AML setting. Both agents were also highly effective in inhibiting blast counts in the spleen (10/10 and 5/6 models, respectively). CONCLUSION: These findings confirm the validity of the model system in the co-clinical setting, establish highly relevant in vivo models for the discovery of cancer therapy, and indicate the therapeutic value of BET inhibitors for AML and, potentially, myelofibrosis treatment.
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Leucemia Mieloide Aguda , Piridonas , Animais , Linhagem Celular Tumoral , Humanos , Leucemia Mieloide Aguda/tratamento farmacológico , Leucemia Mieloide Aguda/patologia , Camundongos , Camundongos Endogâmicos NOD , Camundongos SCID , Piridonas/farmacologia , Piridonas/uso terapêutico , SulfonamidasRESUMO
Evidence of the effectiveness of prophylactic use of tranexamic acid (TXA) in thrombocytopenia is lacking. To determine whether TXA safely reduces bleeding incidence in patients undergoing treatment for hematologic malignancies, a randomized, double-blind clinical trial was conducted from June 2016 through June 2020. Of 3120 screened adults, 356 patients were eligible and enrolled, and 337 patients (mean age, 53.9; 141 [41.8%] women), randomized to 1300 mg TXA orally or 1000 mg TXA through IV (n = 168) vs placebo (n = 169) thrice daily for maximum 30 days. Three hundred thirty patients were activated when their platelet counts fell below 30 000 per µL; 279 (83%) had complete outcome ascertainment. World Health Organization (WHO) grade ≥2 bleeding was observed in the 30 days following activation in 50.3% (73/145) and 54.2% (78/144) of patients in the TXA and placebo groups, with an adjusted odds ratio of 0.83 (95% confidence interval [CI], 0.50-1.34; P = .44). There was no statistically significant difference in the mean number of platelet transfusions (mean difference, 0.1; 95% CI, -1.9 to 2.0), mean days alive without grade ≥2 bleeding (mean difference, 0.8; 95% CI, -0.4 to 2.0), thrombotic events (6/163 [3.7%] TXA, 9/163 [5.5%] placebo), or deaths due to serious bleeding. Most common adverse events were: diarrhea (116/164 [70.7%] TXA and 114/163 [69.9%] placebo); febrile neutropenia (111/164 [67.7%] TXA, 105/163 [64.4%] placebo); fatigue (106/164 [64.6%] TXA, 109/163 [66.9%] placebo); and nausea (104/164 [63.4%] TXA, 97/163 [59.5%] placebo). Among patients with hematologic malignancy undergoing chemotherapy or hematopoietic stem cell transplantation, prophylactic treatment with TXA compared with placebo did not significantly reduce the risk of WHO grade ≥2 bleeding.
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Antifibrinolíticos , Neoplasias Hematológicas , Ácido Tranexâmico , Adulto , Antifibrinolíticos/efeitos adversos , Antifibrinolíticos/uso terapêutico , Método Duplo-Cego , Feminino , Neoplasias Hematológicas/complicações , Neoplasias Hematológicas/tratamento farmacológico , Hemorragia/induzido quimicamente , Hemorragia/prevenção & controle , Humanos , Masculino , Pessoa de Meia-Idade , Transfusão de Plaquetas/efeitos adversos , Ácido Tranexâmico/uso terapêuticoRESUMO
Allogeneic hematopoietic cell transplantation (HCT) requires a complex, multicomponent medical regimen after hospital discharge. Patients must manage multiple medications; care for their catheter; minimize exposure to sources of potential infection; follow diet, exercise, and self-care guidelines; and attend frequent follow-up medical appointments. Their caregivers are tasked with helping them manage the regimen. Despite the importance of this management in preventing adverse clinical outcomes, there has been little study of regimen nonadherence and its predictors. We sought to prospectively determine rates and predictors of nonadherence to components of the post-HCT medical regimen during the first 8 weeks after hospital discharge. Patients (n = 92) and their caregivers (n = 91) (total n = 183) completed interview assessments pre-HCT, and at 4 weeks and 8 weeks after hospital discharge post-HCT. Sociodemographic factors (eg, age, sex), patient clinical status (eg, disease type, donor type), patient and caregiver self-reported health-related factors (eg, medical comorbidities), and patient and caregiver psychosocial factors (eg, anxiety, depression, HCT task-specific and general self-efficacy, relationship quality) were assessed pre-HCT. Nonadherence to each of 17 regimen tasks was assessed at 4 and 8 weeks after hospital discharge via self and caregiver collateral reports. Nonadherence rates varied among tasks, with 11.2% to 15.7% of the sample reporting nonadherence to immunosuppressant medication, 34.8% to 38.6% to other types of medications, 14.6% to 67.4% to required infection precautions, and 27.0% to 68.5% to lifestyle-related behaviors (eg, diet/exercise). Nonadherence rates were generally stable but worsened over time for lifestyle-related behaviors. The most consistent nonadherence predictors were patient and caregiver pre-HCT perceptions of lower HCT task efficacy. Higher caregiver depression, caregiver perceptions of poorer relationship with the patient, having a nonspousal caregiver, and having diseases other than acute myelogenous leukemia also predicted greater nonadherence in 1 or more areas. Rates of nonadherence varied across tasks, and both patient and caregiver factors, particularly self-efficacy, predicted nonadherence. The findings highlight the importance of considering not only patient factors, but also caregiver factors, in post-HCT regimen nonadherence.
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Cuidadores , Transplante de Células-Tronco Hematopoéticas , Cuidadores/psicologia , Transplante de Células-Tronco Hematopoéticas/psicologia , Humanos , Qualidade de Vida/psicologiaRESUMO
PURPOSE: Central venous catheters (CVCs) are widely used in acute myeloid leukemia (AML) patients. Complications associated with CVCs are frequently encountered and contribute to morbidity and mortality. Prospective studies investigating and comparing complications of different types of CVCs in AML patients and their effects on the quality of life are limited. METHODS: We conducted a prospective observational study and evaluated the complications associated with the use of CVCs in adult AML patients during induction chemotherapy and evaluated quality of life outcomes as reported by the patients during and after their hospitalization. RESULTS: Fifty newly diagnosed patients with AML (median age, 59 years) who received intensive induction chemotherapy were enrolled in the study. Twenty-nine patients (58%) had a peripherally inserted central catheters (PICCs) placed and 21 (42%) patients received a Hickmann tunneled central catheter (TCC). Three percent of cases developed catheter-related thrombosis in PICCs and no thrombosis in TCCs. Catheter-related bloodstream infection was diagnosed in 8% of patients. CVC occlusion occurred in 44 patients (88%). The total number of occlusion events was 128; 97% of patients with PICCs and 76% of patients with TCCs (p = 0.003). All patients reported that the use of CVC simplified their course of treatment. Most patients reported similar restrictions in activity associated with TCCs and PICCs. CONCLUSION: The present study demonstrates that thrombosis and catheter-related bloodstream infections remain important complications of CVCs in AML patients. Occlusion rates were higher with the use of PICCs and the use of CVCs impacted the quality of life.
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Infecções Relacionadas a Cateter , Cateterismo Venoso Central , Cateterismo Periférico , Cateteres Venosos Centrais , Leucemia Mieloide Aguda , Adulto , Infecções Relacionadas a Cateter/epidemiologia , Cateterismo Venoso Central/efeitos adversos , Cateterismo Periférico/efeitos adversos , Cateteres Venosos Centrais/efeitos adversos , Humanos , Quimioterapia de Indução , Leucemia Mieloide Aguda/tratamento farmacológico , Pessoa de Meia-Idade , Estudos Prospectivos , Qualidade de Vida , Fatores de RiscoRESUMO
OBJECTIVES: Flow cytometry (FC) is critical for the diagnosis and monitoring of hematologic malignancies. Machine learning (ML) methods rapidly classify multidimensional data and should dramatically improve the efficiency of FC data analysis. We aimed to build a model to classify acute leukemias, including acute promyelocytic leukemia (APL), and distinguish them from nonneoplastic cytopenias. We also sought to illustrate a method to identify key FC parameters that contribute to the model's performance. METHODS: Using data from 531 patients who underwent evaluation for cytopenias and/or acute leukemia, we developed an ML model to rapidly distinguish among APL, acute myeloid leukemia/not APL, acute lymphoblastic leukemia, and nonneoplastic cytopenias. Unsupervised learning using gaussian mixture model and Fisher kernel methods were applied to FC listmode data, followed by supervised support vector machine classification. RESULTS: High accuracy (ACC, 94.2%; area under the curve [AUC], 99.5%) was achieved based on the 37-parameter FC panel. Using only 3 parameters, however, yielded similar performance (ACC, 91.7%; AUC, 98.3%) and highlighted the significant contribution of light scatter properties. CONCLUSIONS: Our findings underscore the potential for ML to automatically identify and prioritize FC specimens that have critical results, including APL and other acute leukemias.
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Leucemia Mieloide Aguda , Leucemia Promielocítica Aguda , Leucemia-Linfoma Linfoblástico de Células Precursoras , Citometria de Fluxo/métodos , Humanos , Leucemia Mieloide Aguda/diagnóstico , Leucemia Mieloide Aguda/patologia , Leucemia Promielocítica Aguda/diagnóstico , Aprendizado de Máquina , Leucemia-Linfoma Linfoblástico de Células Precursoras/diagnóstico , Leucemia-Linfoma Linfoblástico de Células Precursoras/patologiaRESUMO
Dual bromodomain BET inhibitors that bind with similar affinities to the first and second bromodomains across BRD2, BRD3, BRD4, and BRDT have displayed modest activity as monotherapy in clinical trials. Thrombocytopenia, closely followed by symptoms characteristic of gastrointestinal toxicity, have presented as dose-limiting adverse events that may have prevented escalation to higher dose levels required for more robust efficacy. ABBV-744 is a highly selective inhibitor for the second bromodomain of the four BET family proteins. In contrast to the broad antiproliferative activities observed with dual bromodomain BET inhibitors, ABBV-744 displayed significant antiproliferative activities largely although not exclusively in cancer cell lines derived from acute myeloid leukemia and androgen receptor positive prostate cancer. Studies in acute myeloid leukemia xenograft models demonstrated antitumor efficacy for ABBV-744 that was comparable with the pan-BET inhibitor ABBV-075 but with an improved therapeutic index. Enhanced antitumor efficacy was also observed with the combination of ABBV-744 and the BCL-2 inhibitor, venetoclax compared with monotherapies of either agent alone. These results collectively support the clinical evaluation of ABBV-744 in AML (Clinical Trials.gov identifier: NCT03360006).