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1.
Haematologica ; 109(10): 3269-3281, 2024 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-38450530

RESUMO

Comprehensive genomic sequencing is becoming a critical component in the assessment of hematologic malignancies, with broad implications for patients' management. In this context, unequivocally discriminating somatic from germline events is challenging but greatly facilitated by matched analysis of tumor:normal pairs of samples. In contrast to solid tumors, in hematologic malignancies conventional sources of normal control material (peripheral blood, buccal swabs, saliva) could be highly involved by the neoplastic process, rendering them unsuitable. In this work we describe our real-world experience using cell-free DNA (cfDNA) isolated from nail clippings as an alternate source of normal control material, through the dedicated review of 2,610 tumor:nail pairs comprehensively sequenced by MSK-IMPACT-heme. Overall, we found that nail cfDNA is a robust germline control for paired genomic studies. In a subset of patients, nail DNA may be contaminated by tumor DNA, reflecting unique attributes of the hematologic disease and transplant history. Contamination is generally low level, but significantly more common among patients with myeloid neoplasms (20.5%; 304/1,482) than among those with lymphoid diseases (5.4%; 61/1,128) and particularly enriched in myeloproliferative neoplasms with marked myelofibrosis. When identified in patients with lymphoid and plasma-cell neoplasms, mutations commonly reflected a myeloid profile and correlated with a concurrent/evolving clonal myeloid neoplasm. Donor DNA was identified in 22% (11/50) of nails collected after allogeneic stem-cell transplantation. In this cohort, an association with a recent history of graft-versus-host disease was identified. These findings should be considered as a potential limitation to the use of nails as a source of normal control DNA but could also provide important diagnostic information regarding the disease process.


Assuntos
Ácidos Nucleicos Livres , Neoplasias Hematológicas , Unhas , Humanos , Neoplasias Hematológicas/genética , Neoplasias Hematológicas/diagnóstico , Unhas/metabolismo , Unhas/patologia , Unhas/química , Masculino , Feminino , Ácidos Nucleicos Livres/genética , Pessoa de Meia-Idade , Adulto , Idoso , Genômica/métodos , Sequenciamento de Nucleotídeos em Larga Escala , Mutação , Adulto Jovem , Idoso de 80 Anos ou mais , Adolescente
2.
J Natl Compr Canc Netw ; 22(7): 483-506, 2024 09.
Artigo em Inglês | MEDLINE | ID: mdl-39236759

RESUMO

The NCCN Guidelines for Cancer-Associated Venous Thromboembolic Disease provide strategies for the prevention, diagnosis, and treatment of venous thromboembolism (VTE) in adult patients with cancer. VTE is a common and life-threatening condition in patients with cancer, and its management often requires multidisciplinary efforts. The NCCN panel is comprised of specialists spanning various fields, including cardiology, hematology, medical oncology, internal medicine, interventional radiology, and pharmacology. The content featured in this issue specifically addresses the evaluation and recommended treatment options outlined in the NCCN Guidelines for the diverse subtypes of cancer-associated VTE.


Assuntos
Neoplasias , Tromboembolia Venosa , Humanos , Tromboembolia Venosa/etiologia , Tromboembolia Venosa/diagnóstico , Tromboembolia Venosa/terapia , Tromboembolia Venosa/prevenção & controle , Neoplasias/complicações , Neoplasias/terapia , Neoplasias/diagnóstico , Oncologia/normas , Oncologia/métodos , Anticoagulantes/uso terapêutico , Gerenciamento Clínico
3.
Blood ; 137(15): 2103-2113, 2021 04 15.
Artigo em Inglês | MEDLINE | ID: mdl-33270827

RESUMO

Venous thromboembolism (VTE) associated with cancer (CAT) is a well-described complication of cancer and a leading cause of death in patients with cancer. The purpose of this study was to assess potential associations of molecular signatures with CAT, including tumor-specific mutations and the presence of clonal hematopoiesis. We analyzed deep-coverage targeted DNA-sequencing data of >14 000 solid tumor samples using the Memorial Sloan Kettering-Integrated Mutation Profiling of Actionable Cancer Targets platform to identify somatic alterations associated with VTE. End point was defined as the first instance of cancer-associated pulmonary embolism and/or proximal/distal lower extremity deep vein thrombosis. Cause-specific Cox proportional hazards regression was used, adjusting for pertinent clinical covariates. Of 11 695 evaluable individuals, 72% had metastatic disease at time of analysis. Tumor-specific mutations in KRAS (hazard ratio [HR], 1.34; 95% confidence interval (CI), 1.09-1.64; adjusted P = .08), STK11 (HR, 2.12; 95% CI, 1.55-2.89; adjusted P < .001), KEAP1 (HR, 1.84; 95% CI, 1.21-2.79; adjusted P = .07), CTNNB1 (HR, 1.73; 95% CI, 1.15-2.60; adjusted P = .09), CDKN2B (HR, 1.45; 95% CI, 1.13-1.85; adjusted P = .07), and MET (HR, 1.83; 95% CI, 1.15-2.92; adjusted P = .09) were associated with a significantly increased risk of CAT independent of tumor type. Mutations in SETD2 were associated with a decreased risk of CAT (HR, 0.35; 95% CI, 0.16-0.79; adjusted P = .09). The presence of clonal hematopoiesis was not associated with an increased VTE rate. This is the first large-scale analysis to elucidate tumor-specific genomic events associated with CAT. Somatic tumor mutations of STK11, KRAS, CTNNB1, KEAP1, CDKN2B, and MET were associated with an increased risk of VTE in patients with solid tumors. Further analysis is needed to validate these findings and identify additional molecular signatures unique to individual tumor types.


Assuntos
Neoplasias/complicações , Tromboembolia Venosa/etiologia , Idoso , Predisposição Genética para Doença , Genômica , Humanos , Pessoa de Meia-Idade , Mutação , Neoplasias/genética , Fatores de Risco , Tromboembolia Venosa/genética
4.
AJR Am J Roentgenol ; 219(2): 175-187, 2022 08.
Artigo em Inglês | MEDLINE | ID: mdl-35352572

RESUMO

Interventions for thrombotic and nonthrombotic venous disorders have increased with technical advances and more trained venous specialists. Antithrombotic therapy is essential to clinical and procedural success; however, postprocedural therapeutic regimens exhibit significant heterogeneity due to limited prospective randomized data and incomplete mechanistic understanding of the critical factors driving long-term patency. Postinterventional antithrombotic therapy for thrombotic venous disorders should adhere to existing venous thromboembolism management guidelines, which include 3-6 months of therapeutic anticoagulation at minimum and consideration of extended therapy in patients with higher risk of thrombosis because of procedural or patient factors. The added benefit of antiplatelet agents in the acute and intermediate period is unknown, having shown improved long-term stent patency in some retrospective studies. Dual- and/or triple-agent therapy should be limited based on individual risks of thrombosis and bleeding. The treatment of nonthrombotic disorders is more heterogeneous, though patients with limited flow, extensive stent material, or underlying prothrombotic states such as malignancy or chronic inflammation may benefit from single-agent or multiagent antithrombotic therapy. However, the agent, dose, and duration of therapy remain indeterminate. Future prospective studies are warranted to improve patient risk stratification and standardize postprocedural anti-thrombotic therapy in patients receiving venous interventions.


Assuntos
Doenças Vasculares , Trombose Venosa , Fibrinolíticos/uso terapêutico , Humanos , Veia Ilíaca/patologia , Estudos Retrospectivos , Stents , Resultado do Tratamento , Grau de Desobstrução Vascular , Trombose Venosa/patologia
5.
Blood ; 129(13): 1763-1767, 2017 Mar 30.
Artigo em Inglês | MEDLINE | ID: mdl-28082441

RESUMO

Acute promyelocytic leukemia (APL) is commonly complicated by a complex coagulopathy. Uncertainty remains as to which markers of bleeding risk are independent predictors. Drawing from 5 large clinical trials that included all-trans retinoic acid (ATRA) as part of induction, we assessed known determinants of bleeding at baseline and evaluated them as potential predictors of hemorrhagic death (HD) in the first 30 days of treatment. The studies included were ALLG APML3 (single arm of ATRA + idarubicin ± prednisone), ALLG APML4 (single arm of ATRA + idarubicin + arsenic trioxide + prednisone), CALGB C9710 (single arm of ATRA + cytarabine + daunorubicin), Eastern Cooperative Oncology Group-American College of Radiology Imaging Network (ECOG-ACRIN) E2491 (intergroup I0129, consisting of daunorubicin + cytarabine vs ATRA), and SWOG S0521 (single-arm induction of ATRA + cytarabine + daunorubicin). A total of 1009 patients were included in the original trials, of which 995 had sufficient data to be included in our multivariate analysis. In this final cohort, there were 37 HD cases during the first 30 days following induction, for an estimated cumulative incidence of 3.7% (95% confidence interval [CI], 2.6% to 5.0%). Using multivariate Cox proportional hazards regression, the hazard ratio of HD in the first 30 days was 2.17 (95% CI, 0.84-5.62) for an ECOG performance status of 3-4 vs 0-2 and 5.20 (95% CI, 2.70-10.02) for a white blood cell count of ≥20 000/µL vs <20 000/µL. In this large cohort of APL patients, high white blood cell count emerged as an independent predictor of early HD.


Assuntos
Hemorragia/induzido quimicamente , Quimioterapia de Indução/efeitos adversos , Leucemia Promielocítica Aguda/complicações , Ensaios Clínicos como Assunto , Estudos de Coortes , Hemorragia/mortalidade , Humanos , Leucemia Promielocítica Aguda/tratamento farmacológico , Contagem de Leucócitos , Análise Multivariada , Prognóstico , Tretinoína/uso terapêutico
6.
Cancer Treat Res ; 179: 191-203, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31317489

RESUMO

Cancer can be associated with several distinct coagulation defects which can lead to bleeding complications. The primary hyperfibrinolytic syndrome associated with acute promyelocytic leukemia has been well recognized and is one of the most severe bleeding disorders. Acquired hemophilia, while rare and not only seen in the oncology setting, can be triggered by a malignancy and must be promptly recognized in order to prevent catastrophic hemorrhage. Other, less serious coagulopathic states have been linked to cancer, including acquired von Willebrand disease. Finally, several anti-neoplastic drugs can alter hemostasis and increase the risk of bleeding. A good understanding of this field can help mitigate the risk of complications in the cancer patient.


Assuntos
Antineoplásicos/efeitos adversos , Transtornos da Coagulação Sanguínea/etiologia , Neoplasias/complicações , Antineoplásicos/uso terapêutico , Transtornos da Coagulação Sanguínea/induzido quimicamente , Hemorragia/induzido quimicamente , Hemorragia/etiologia , Hemostasia/efeitos dos fármacos , Humanos , Neoplasias/tratamento farmacológico
7.
J Thromb Thrombolysis ; 43(4): 514-518, 2017 May.
Artigo em Inglês | MEDLINE | ID: mdl-28205078

RESUMO

The development of thrombocytopenia in the setting of therapeutic anticoagulation for venous thromboembolic disease (VTE) is common in cancer patients, but guidelines for management are based on limited past data and have not been validated. In 2011, Memorial Sloan Kettering Cancer Center (MSKCC) implemented the following guidelines in this setting: administer full dose enoxaparin for a platelet count > 50,000/mcL, half-dose enoxaparin for a platelet count of 25,000-50,000/mcL, and hold anticoagulation for a platelet count < 25,000/mcL. We now report validation of safety and efficacy of these guidelines. As a Quality Assessment Initiative, we evaluated our guidelines for adult cancer patients at MSKCC who were on therapeutic-dose enoxaparin for VTE during the years 2011 through 2013 and experienced at least one 7-day period of thrombocytopenia (platelet count ≤ 50,000/mcL). We assessed adherence to the enoxaparin dose modification guidelines, major bleeding, clinically relevant non-major bleeding, recurrent VTE, and mortality during the thrombocytopenic episodes. We identified 99 patients with 140 episodes of thrombocytopenia of 7 or more days. The median duration of these thrombocytopenic episodes was 12 days. The enoxaparin dose was modified in 133 of the 140 episodes (95%), reflecting satisfactory adherence to our institutional guidelines. There were no recurrent VTE events or major bleeding episodes when the anticoagulant dose was reduced or held. In this cohort, there was only one major bleeding episode, a trauma-associated retroperitoneal hemorrhage that occurred on the third day of a thrombocytopenic episode, prior to enoxaparin dose modification. There were 13 clinically relevant non-major bleeding episodes. Lastly, 10 patients died of cancer-related causes during an episode of thrombocytopenia. This Quality Assessment Initiative supports the safety and efficacy of our guidelines for therapeutic enoxaparin dose modification.


Assuntos
Enoxaparina/administração & dosagem , Neoplasias/complicações , Garantia da Qualidade dos Cuidados de Saúde , Trombocitopenia/etiologia , Adulto , Anticoagulantes/administração & dosagem , Feminino , Fidelidade a Diretrizes , Hemorragia/induzido quimicamente , Humanos , Masculino , Contagem de Plaquetas , Guias de Prática Clínica como Assunto/normas , Recidiva
8.
J Thromb Thrombolysis ; 43(2): 166-171, 2017 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-27696084

RESUMO

Low-molecular weight heparin (LMWH) has been the standard of care for treatment of venous thromboembolism (VTE) in patients with cancer. Rivaroxaban was approved in 2012 for the treatment of pulmonary embolism (PE) and deep vein thrombosis (DVT), but no prior studies have been reported specifically evaluating the efficacy and safety of rivaroxaban for cancer-associated thrombosis (CAT). Under a Quality Assessment Initiative (QAI), we established a Clinical Pathway to guide rivaroxaban use for CAT and now report a validation analysis of our first 200 patients. A 200 patient cohort with CAT (PE or symptomatic, proximal DVT), whose full course of anticoagulation was with rivaroxaban, were accrued. In competing risk analysis, primary endpoints at 6 months included new or recurrent PE or symptomatic proximal lower extremity DVT, major bleeding, clinically-relevant non-major bleeding leading to discontinuation of rivaroxaban, or death. In competing risk analysis, the 6 months cumulative incidence of new or recurrent VTE was 4.4 % (95 % CI = 1.4-7.4 %), major bleeding was 2.2 % (95 % CI = 0-4.2 %) and all-cause mortality 17.6 % (95 % CI = 11.7-23.0 %). In this cohort of 200 patients with active cancer and CAT the rates of new or recurrent VTE and major bleeding were comparable to the cancer subgroup analysis from the EINSTEIN studies. The results of our Clinical Pathway provide guidance on Rivaroxaban use for treatment of CAT, and suggest that safety and efficacy is preserved, compared with past-published experience with LMWH.


Assuntos
Neoplasias/complicações , Rivaroxabana/uso terapêutico , Tromboembolia Venosa/tratamento farmacológico , Anticoagulantes/uso terapêutico , Estudos de Coortes , Feminino , Hemorragia/induzido quimicamente , Humanos , Masculino , Pessoa de Meia-Idade , Neoplasias/tratamento farmacológico , Estudos Prospectivos , Recidiva , Rivaroxabana/normas , Resultado do Tratamento , Tromboembolia Venosa/etiologia
9.
J Thromb Thrombolysis ; 44(4): 489-493, 2017 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-28993967

RESUMO

Venous thromboembolism (VTE) is a common complication in cancer patients and anticoagulation (AC) remains the standard of care for treatment. Inferior vena cava (IVC) filters may also used to reduce the risk of pulmonary embolism, either alone or in addition to AC. Although widely used, data are limited on the safety and efficacy of IVC filters in cancer patients. We performed a retrospective review of outcomes after IVC filter insertion in a database of 1270 consecutive patients with cancer-associated pulmonary embolism (PE) at our institution between 2008 and 2009. Outcomes measured included rate of all recurrent VTE, recurrent PE, and overall survival within 12 months. 317 (25%) of the 1270 patients with PE had IVC filters placed within 30 days of the index PE event or prior to the index PE in the setting of prior DVT. Patients with IVC filters had markedly lower overall survival (7.3 months) than the non-IVC filter patients (13.2 months). Filter patients also had a lower rate of AC use at time of initial PE. There was a trend towards higher recurrent VTE in patients with IVC filters (11.9%) compared to non-filter patients (7.7%), but this was not significant (p = 0.086). The risk of recurrent PE was similar between the IVC filter cohort (3.5%) and non-filter group (3.5%, p = 0.99). Cancer patients receiving IVC filters had a similar risk of recurrent PE, but a trend towards more overall recurrent VTE. The filter patients had poorer overall survival, which may reflect a poorer cancer prognosis, and had greater contraindication to AC; therefore these patients likely had a higher inherent risk for recurrent VTE. A prospective study would be helpful for further clarification on the partial reduction in the recurrent PE risk by IVC filter placement in cancer patients.


Assuntos
Neoplasias/complicações , Embolia Pulmonar/etiologia , Filtros de Veia Cava/efeitos adversos , Tromboembolia Venosa/etiologia , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Recidiva , Estudos Retrospectivos , Fatores de Risco , Análise de Sobrevida , Resultado do Tratamento , Adulto Jovem
10.
Curr Opin Hematol ; 23(2): 121-6, 2016 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-26760586

RESUMO

PURPOSE OF REVIEW: Acute promyelocytic leukemia (APL) is associated with a complex coagulopathy. In spite of substantial recent improvements in treatment regimens, hemorrhagic death remains the main cause of induction failure. In this review, we delineate recent understanding of the pathophysiology and management of the hemorrhagic diathesis of APL. RECENT FINDINGS: Laboratory and clinical data suggest that the malignant leukocytes mediate the hemorrhagic diathesis associated with APL through multiple mechanisms which lead to a combination of consumptive coagulopathy and primary hyperfibrinolysis. Exposure of tissue factor and Annexin II by the leukemic blasts is the main determinants of these processes. Promyelocyte-derived microparticles have recently been implicated in the coagulopathy as well. Total white cell count and platelet count have emerged as good general predictors of hemorrhagic death, along with the different routine hemostatic parameters. Prompt treatment with all-trans retinoic acid, with or without arsenic trioxide, is the most important step in preventing bleeding complications. Repletion of coagulation factors and platelets with blood products remains the mainstay of supportive treatment, whereas the role of recombinant soluble thrombomodulin is currently being investigated. SUMMARY: The coagulopathy of APL is multifactorial, with both disseminated intravascular coagulation and primary hyperfibrinolysis mediated largely by the malignant leukocytes.


Assuntos
Transtornos da Coagulação Sanguínea/sangue , Transtornos da Coagulação Sanguínea/etiologia , Coagulação Sanguínea , Leucemia Promielocítica Aguda/complicações , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Coagulação Sanguínea/efeitos dos fármacos , Transtornos da Coagulação Sanguínea/diagnóstico , Transtornos da Coagulação Sanguínea/tratamento farmacológico , Transtornos da Coagulação Sanguínea/mortalidade , Humanos , Leucemia Promielocítica Aguda/diagnóstico , Leucemia Promielocítica Aguda/tratamento farmacológico , Leucemia Promielocítica Aguda/mortalidade , Prognóstico , Indução de Remissão , Trombomodulina/uso terapêutico , Resultado do Tratamento , Tretinoína/administração & dosagem
11.
Am J Obstet Gynecol ; 213(2): 208.e1-4, 2015 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-25743130

RESUMO

OBJECTIVE: Ovarian vein thrombosis is associated with pregnancy and pelvic surgery. Postpartum ovarian vein thrombosis is associated with infection and a high morbidity rate and is treated with anticoagulant and intravenous antibiotic therapy. The natural history of such thrombotic events after debulking surgery for ovarian cancer has not been well described. Our objective was to characterize the presentation and outcomes for patients with this condition at our institution. STUDY DESIGN: We conducted a retrospective study of patients who underwent surgical debulking for ovarian cancer at Memorial Sloan Kettering Cancer Center between the years 2001 and 2010. Patients were included if contrast computed tomography scans of both the abdomen and pelvis were performed within 12 weeks before and 12 weeks after the surgery. The images were reviewed to assess for the presence and extent of a new postoperative ovarian vein thrombosis. When available, subsequent studies were assessed for thrombus progression. Medical records were reviewed to determine whether anticoagulation was used for treatment of the thrombotic episode and to record the occurrence of any new significant venous thromboembolic event in the next year. RESULTS: One hundred fifty-nine patients had satisfactory imaging. New ovarian vein thrombosis was a common complication of debulking surgery, as found in 41 of patients (25.8%). Only 5 women with ovarian vein thrombosis were started on anticoagulation, of which 2 individuals had an independent venous thromboembolic event as indication for treatment. Only 2 of the ovarian vein thromboses (4.9%) progressed to the inferior vena cava or left renal vein on subsequent scan. The estimated cumulative incidence of venous thromboembolism 1 year after the first postoperative scan was 17.1% for patients in the new ovarian vein thrombosis group vs 15.3% of individuals for the group without a postoperative ovarian vein thrombosis (P = .78). CONCLUSION: Ovarian vein thrombosis is commonly encountered after debulking surgery for ovarian cancer. Anticoagulation is usually not indicated, and clinically meaningful thrombus progression rarely occurs.


Assuntos
Procedimentos Cirúrgicos de Citorredução , Neoplasias Ovarianas/cirurgia , Ovário/irrigação sanguínea , Complicações Pós-Operatórias/epidemiologia , Trombose Venosa/epidemiologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Anticoagulantes/uso terapêutico , Estudos de Casos e Controles , Progressão da Doença , Feminino , Humanos , Pessoa de Meia-Idade , Complicações Pós-Operatórias/diagnóstico por imagem , Complicações Pós-Operatórias/tratamento farmacológico , Estudos Retrospectivos , Tomografia Computadorizada por Raios X , Trombose Venosa/diagnóstico por imagem , Trombose Venosa/tratamento farmacológico , Adulto Jovem
12.
J Thromb Thrombolysis ; 39(2): 155-65, 2015 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-24989022

RESUMO

Four target-specific oral anticoagulants (TSOA's) have been compared to a vitamin K antagonist for the treatment of acute venous thromboembolism (VTE): dabigatran (D), rivaroxaban (R), apixaban (A) and edoxaban (E). We performed an indirect comparison of the TSOA's, based on the six phase III trials identified (RE-COVER I, RE-COVER II, EINSTEIN-DVT, EINSTEIN-PE, AMPLIFY and Hokusai-VTE). There was no statistically significant difference in risk of recurrent VTE or all-cause mortality between the TSOA's. For major bleeding, the RR of an event was 0.42 (95% CI 0.21-0.87, p = 0.02) for A versus D, compared with 0.57 (95% CI 0.29-1.15, p = 0.12) for A versus R, 0.37 (95% CI 0.19-0.73, p < 0.001) for A versus E, 0.74 (95% CI 0.42-1.30, p = 0.30) for R versus D, 0.64 (95% CI 0.38-1.08, p = 0.10) for R versus E and 1.15 (95% CI 0.66-2.00, p = 0.62) for E versus D. For the composite endpoint of major or clinically relevant nonmajor bleeding, the RR was 0.71 (95% CI 0.53-0.96, p = 0.02) for A versus D, 0.47 (95% CI 0.37-0.61, p < 0.001) for A versus R, 0.54 (95% CI 0.42-0.70, p < 0.001) for A versus E, 1.50 (95% CI 1.17-1.92, p = 0.001) for R versus D, 1.15 (95% CI 0.95-1.39, p = 0.16) for R versus E and 1.31 (95% CI 1.02-1.68, p = 0.04) for E versus D. Overall, apixaban appears to be associated with a lower risk of bleeding than the other TSOA's. This analysis may be helpful to the clinician in trying to balance risk versus benefit in selecting a new anticoagulant. A dedicated randomized trial directly comparing the new agents would be required to confirm these results.


Assuntos
Dabigatrana , Hemorragia/induzido quimicamente , Embolia Pulmonar , Pirazóis , Piridinas , Piridonas , Rivaroxabana , Tiazóis , Trombose Venosa , Doença Aguda , Adulto , Idoso , Anticoagulantes/administração & dosagem , Anticoagulantes/efeitos adversos , Ensaios Clínicos Fase III como Assunto , Dabigatrana/administração & dosagem , Dabigatrana/efeitos adversos , Feminino , Hemorragia/prevenção & controle , Humanos , Masculino , Pessoa de Meia-Idade , Avaliação de Resultados em Cuidados de Saúde , Embolia Pulmonar/diagnóstico , Embolia Pulmonar/tratamento farmacológico , Embolia Pulmonar/mortalidade , Pirazóis/administração & dosagem , Pirazóis/efeitos adversos , Piridinas/administração & dosagem , Piridinas/efeitos adversos , Piridonas/administração & dosagem , Piridonas/efeitos adversos , Recidiva , Medição de Risco , Rivaroxabana/administração & dosagem , Rivaroxabana/efeitos adversos , Análise de Sobrevida , Tiazóis/administração & dosagem , Tiazóis/efeitos adversos , Trombose Venosa/diagnóstico , Trombose Venosa/tratamento farmacológico , Trombose Venosa/mortalidade
13.
Bleeding Thromb Vasc Biol ; 3(Suppl 1): 21-29, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-39323613

RESUMO

The goal of machine learning (ML) is to create informative signals and useful tasks by leveraging large datasets to derive computational algorithms. ML has the potential to revolutionize the healthcare industry by boosting productivity, enhancing safe and effective patient care, and lightening the load on clinicians. In addition to gaining mechanistic insights into cancer-associated thrombosis (CAT), ML can be used to improve patient outcomes, streamline healthcare delivery, and spur innovation. Our review paper delves into the present and potential applications of this cutting-edge technology, encompassing three areas: i) computer vision-assisted diagnosis of thromboembolism from radiology data; ii) case detection from electronic health records using natural language processing; iii) algorithms for CAT prediction and risk stratification. The availability of large, well-annotated, high-quality datasets, overfitting, limited generalizability, the risk of propagating inherent bias, and a lack of transparency among patients and clinicians are among the challenges that must be overcome in order to effectively develop ML in the health sector. To guarantee that this powerful instrument can be utilized to maximize innovation in CAT, clinicians can collaborate with stakeholders such as computer scientists, regulatory bodies, and patient groups.

14.
Gynecol Oncol Rep ; 53: 101399, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38757118

RESUMO

Objective: Romiplostim is used to treat chemotherapy-induced thrombocytopenia in a variety of tumor types; however, few studies have examined its use in breast and gynecologic cancers. We evaluated platelet response and durability of response to romiplostim in patients with gynecologic or breast cancer complicated by chemotherapy-induced thrombocytopenia. Methods: We retrospectively identified 33 patients with gynecologic or breast cancer who received romiplostim between 07/1/2021-07/31/2022 at an academic cancer center. Results: Thirty-three patients met inclusion criteria; 26 (79 %) had breast cancer, 4 (12 %) had ovarian cancer, and 3 (9 %) had endometrial cancer. Twenty patients (61 %) experienced treatment delays and 12 (36 %) required dose reductions prior to starting romiplostim for chemotherapy-induced thrombocytopenia, with some patients experiencing both. Eleven patients (33 %) did not undergo a dose reduction or delay prior to initiation of romiplostim. Median platelet count prior to romiplostim therapy was 53 k/mcL (range, 40.5-78.8). Median platelet count within 3 weeks following initiation of romiplostim was 147 k/mcL (range, 31-562). Twenty-one patients (64 %) achieved platelet correction within 3 weeks, of whom 10 (48 %) resumed anticancer therapy and maintained platelet levels above 100 k/mcL at 8 weeks. Twelve patients did not achieve platelet correction within 3 weeks of romiplostim initiation; 4 (33 %) required a treatment change secondary to persistent thrombocytopenia, 3 (25 %) required a treatment dose reduction, 3 (25 %) were deemed too ill to continue therapy, and 2 (17 %) required a treatment delay. Conclusions: Romiplostim facilitated the resumption of anticancer therapy in 64 % of patients with gynecologic or breast cancer complicated by chemotherapy-induced thrombocytopenia.

15.
Blood Adv ; 8(12): 2991-3000, 2024 Jun 25.
Artigo em Inglês | MEDLINE | ID: mdl-38522096

RESUMO

ABSTRACT: Venous thromboembolism (VTE) is a leading cause of preventable in-hospital mortality. Monitoring VTE cases is limited by the challenges of manual medical record review and diagnosis code interpretation. Natural language processing (NLP) can automate the process. Rule-based NLP methods are effective but time consuming. Machine learning (ML)-NLP methods present a promising solution. We conducted a systematic review and meta-analysis of studies published before May 2023 that use ML-NLP to identify VTE diagnoses in the electronic health records. Four reviewers screened all manuscripts, excluding studies that only used a rule-based method. A meta-analysis evaluated the pooled performance of each study's best performing model that evaluated for pulmonary embolism and/or deep vein thrombosis. Pooled sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) with confidence interval (CI) were calculated by DerSimonian and Laird method using a random-effects model. Study quality was assessed using an adapted TRIPOD (Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis) tool. Thirteen studies were included in the systematic review and 8 had data available for meta-analysis. Pooled sensitivity was 0.931 (95% CI, 0.881-0.962), specificity 0.984 (95% CI, 0.967-0.992), PPV 0.910 (95% CI, 0.865-0.941) and NPV 0.985 (95% CI, 0.977-0.990). All studies met at least 13 of the 21 NLP-modified TRIPOD items, demonstrating fair quality. The highest performing models used vectorization rather than bag-of-words and deep-learning techniques such as convolutional neural networks. There was significant heterogeneity in the studies, and only 4 validated their model on an external data set. Further standardization of ML studies can help progress this novel technology toward real-world implementation.


Assuntos
Aprendizado de Máquina , Processamento de Linguagem Natural , Tromboembolia Venosa , Humanos , Tromboembolia Venosa/diagnóstico , Registros Eletrônicos de Saúde
16.
Blood Adv ; 8(4): 846-856, 2024 02 27.
Artigo em Inglês | MEDLINE | ID: mdl-38147626

RESUMO

ABSTRACT: Clonal hematopoiesis (CH) identified by somatic gene variants with variant allele fraction (VAF) ≥ 2% is associated with an increased risk of hematologic malignancy. However, CH defined by a broader set of genotypes and lower VAFs is ubiquitous in older individuals. To improve our understanding of the relationship between CH genotype and risk of hematologic malignancy, we analyzed data from 42 714 patients who underwent blood sequencing as a normal comparator for nonhematologic tumor testing using a large cancer-related gene panel. We cataloged hematologic malignancies in this cohort using natural language processing and manual curation of medical records. We found that some CH genotypes including JAK2, RUNX1, and XPO1 variants were associated with high hematologic malignancy risk. Chronic disease was predicted better than acute disease suggesting the influence of length bias. To better understand the implications of hematopoietic clonality independent of mutational function, we evaluated a set of silent synonymous and noncoding mutations. We found that silent CH, particularly when multiple variants were present or VAF was high, was associated with increased risk of hematologic malignancy. We tracked expansion of CH mutations in 26 hematologic malignancies sequenced with the same platform. JAK2 and TP53 VAF consistently expanded at disease onset, whereas DNMT3A and silent CH VAFs mostly decreased. These data inform the clinical and biological interpretation of CH in the context of nonhematologic cancer.


Assuntos
Hematopoiese Clonal , Neoplasias Hematológicas , Humanos , Idoso , Hematopoese/genética , Mutação , Neoplasias Hematológicas/epidemiologia , Neoplasias Hematológicas/genética , Neoplasias Hematológicas/patologia , Genótipo
17.
Nat Med ; 30(9): 2499-2507, 2024 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-39147831

RESUMO

Cancer-associated venous thromboembolism (VTE) is a major source of oncologic cost, morbidity and mortality. Identifying high-risk patients for prophylactic anticoagulation is challenging and adds to clinician burden. Circulating tumor DNA (ctDNA) sequencing assays ('liquid biopsies') are widely implemented, but their utility for VTE prognostication is unknown. Here we analyzed three plasma sequencing cohorts: a pan-cancer discovery cohort of 4,141 patients with non-small cell lung cancer (NSCLC) or breast, pancreatic and other cancers; a prospective validation cohort consisting of 1,426 patients with the same cancer types; and an international generalizability cohort of 463 patients with advanced NSCLC. ctDNA detection was associated with VTE independent of clinical and radiographic features. A machine learning model trained on liquid biopsy data outperformed previous risk scores (discovery, validation and generalizability c-indices 0.74, 0.73 and 0.67, respectively, versus 0.57, 0.61 and 0.54 for the Khorana score). In real-world data, anticoagulation was associated with lower VTE rates if ctDNA was detected (n = 2,522, adjusted hazard ratio (HR) = 0.50, 95% confidence interval (CI): 0.30-0.81); ctDNA- patients (n = 1,619) did not benefit from anticoagulation (adjusted HR = 0.89, 95% CI: 0.40-2.0). These results provide preliminary evidence that liquid biopsies may improve VTE risk stratification in addition to clinical parameters. Interventional, randomized prospective studies are needed to confirm the clinical utility of liquid biopsies for guiding anticoagulation in patients with cancer.


Assuntos
DNA Tumoral Circulante , Neoplasias , Tromboembolia Venosa , Humanos , Biópsia Líquida , Tromboembolia Venosa/genética , Tromboembolia Venosa/etiologia , Tromboembolia Venosa/sangue , DNA Tumoral Circulante/sangue , DNA Tumoral Circulante/genética , Feminino , Masculino , Pessoa de Meia-Idade , Neoplasias/complicações , Neoplasias/genética , Neoplasias/sangue , Neoplasias/patologia , Idoso , Aprendizado de Máquina , Estudos Prospectivos , Carcinoma Pulmonar de Células não Pequenas/genética , Carcinoma Pulmonar de Células não Pequenas/sangue , Carcinoma Pulmonar de Células não Pequenas/complicações , Carcinoma Pulmonar de Células não Pequenas/patologia , Prognóstico , Anticoagulantes/uso terapêutico , Adulto
18.
Br J Haematol ; 160(4): 530-7, 2013 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-23240761

RESUMO

Elevated levels of circulating tissue factor-bearing microparticles (TFMP) have been associated with an increased risk of developing venous thromboembolism (VTE) in cancer patients. We performed a randomized phase II study to evaluate the cumulative incidence of VTE in advanced cancer patients with lower levels of TFMP not receiving thromboprophylaxis and those with higher levels of circulating TFMP randomized to enoxaparin or observation. The cumulative incidence of VTE at 2 months in the higher TFMP group randomized to enoxaparin (N = 23) was 5·6% while the higher TFMP group observation arm (N = 11) was 27·3% (Gray test P = 0·06). The cumulative incidence of VTE in the low TFMP was 7·2% (N = 32). No major haemorrhages were observed in the enoxaparin arm. The median survival for patients with higher levels of TFMP followed by observation was 11·8 months compared with 17·8 months on enoxaparin (P = 0·58). In a prospective randomized trial, increased numbers of circulating TFMP detected by impedance flow cytometry identified cancer patients with a high incidence of VTE. Enoxaparin demonstrated a clear trend towards reducing the rate of VTE in patients with elevated levels of TFMP, with an overall rate of VTE similar in magnitude to the lower TFMP group.


Assuntos
Anticoagulantes/uso terapêutico , Enoxaparina/uso terapêutico , Neoplasias/complicações , Tromboembolia/prevenção & controle , Tromboplastina/metabolismo , Idoso , Idoso de 80 Anos ou mais , Micropartículas Derivadas de Células/metabolismo , Feminino , Produtos de Degradação da Fibrina e do Fibrinogênio/metabolismo , Humanos , Masculino , Pessoa de Meia-Idade , Análise de Sobrevida
19.
J Thromb Thrombolysis ; 36(2): 155-62, 2013 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-23595515

RESUMO

Dabigatran, rivaroxaban, apixaban and edoxaban administered in fixed doses and without routine laboratory monitoring have been compared to warfarin for the prevention of stoke in patients with nonvalvular atrial fibrillation (AF). Phase III data is currently available for dabigatran, rivaroxaban and apixaban. It is derived from three randomized controlled trials: RE-LY, ROCKET AF and ARISTOTLE. Dabigatran and apixaban appeared to be superior to warfarin for the primary endpoint of stroke or systemic embolism, while rivaroxaban was deemed non-inferior. The risk of major bleeding was modestly decreased overall with the new agents, while the risk of intracranial hemorrhage was substantially reduced. The results of ENGAGE AF-TIMI 48 comparing edoxaban to warfarin are still pending. Large, well designed clinical trials support the use of three new target-specific oral anticoagulants for the prevention of stroke in individuals with nonvalvular AF.


Assuntos
Anticoagulantes/uso terapêutico , Fibrilação Atrial/tratamento farmacológico , Idoso , Anticoagulantes/efeitos adversos , Ensaios Clínicos Fase III como Assunto , Feminino , Hemorragia/induzido quimicamente , Hemorragia/terapia , Humanos , Masculino , Pessoa de Meia-Idade , Ensaios Clínicos Controlados Aleatórios como Assunto , Fatores de Risco , Acidente Vascular Cerebral/prevenção & controle
20.
JACC CardioOncol ; 5(2): 246-255, 2023 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-37144118

RESUMO

Background: Patients with cancer have an increased risk for arterial thromboembolism (ATE). Scant data exist about the impact of cancer-specific genomic alterations on the risk for ATE. Objectives: The aim of this study was to determine whether individual solid tumor somatic genomic alterations influence the incidence of ATE. Methods: A retrospective cohort study was conducted using tumor genetic alteration data from adults with solid cancers who underwent Memorial Sloan Kettering-Integrated Mutation Profiling of Actionable Cancer Targets testing between 2014 and 2016. The primary outcome, ATE, was defined as myocardial infarction, coronary revascularization, ischemic stroke, peripheral arterial occlusion, or limb revascularization and identified through systematic electronic medical record assessments. Patients were followed from date of tissue-matched blood control accession to first ATE event or death, for up to 1 year. Cause-specific Cox proportional hazards regression was used to determine HRs of ATE for individual genes adjusted for pertinent clinical covariates. Results: Among 11,871 eligible patients, 74% had metastatic disease, and there were 160 ATE events. A significantly increased risk for ATE independent of tumor type was noted for the KRAS oncogene (HR: 1.98; 95% CI: 1.34-2.94; multiplicity-adjusted P = 0.015) and the STK11 tumor suppressor gene (HR: 2.51; 95% CI: 1.44-4.38; multiplicity-adjusted P = 0.015). Conclusions: In a large genomic tumor-profiling registry of patients with solid cancers, alterations in KRAS and STK11 were associated with an increased risk for ATE independent of cancer type. Further investigation is needed to elucidate the mechanism by which these mutations contribute to ATE in this high-risk population.

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