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1.
Ann Oncol ; 29(10): 2068-2075, 2018 10 01.
Article in English | MEDLINE | ID: mdl-30165392

ABSTRACT

Background: We analyzed whether co-occurring mutations influence the outcome of systemic therapy in ALK-rearranged non-small-cell lung cancer (NSCLC). Patients and methods: ALK-rearranged stage IIIB/IV NSCLC patients were analyzed with next-generation sequencing and fluorescence in situ hybridization analyses on a centralized diagnostic platform. Median progression-free survival (PFS) and overall survival (OS) were determined in the total cohort and in treatment-related sub-cohorts. Cox regression analyses were carried out to exclude confounders. Results: Among 216 patients with ALK-rearranged NSCLC, the frequency of pathogenic TP53 mutations was 23.8%, while other co-occurring mutations were rare events. In ALK/TP53 co-mutated patients, median PFS and OS were significantly lower compared with TP53 wildtype patients [PFS 3.9 months (95% CI: 2.4-5.6) versus 10.3 months (95% CI: 8.6-12.0), P < 0.001; OS 15.0 months (95% CI: 5.0-24.9) versus 50.0 months (95% CI: 22.9-77.1), P = 0.002]. This difference was confirmed in all treatment-related subgroups including chemotherapy only [PFS first-line chemotherapy 2.6 months (95% CI: 1.3-4.1) versus 6.2 months (95% CI: 1.8-10.5), P = 0.021; OS 2.0 months (95% CI: 0.0-4.6) versus 9.0 months (95% CI: 6.1-11.9), P = 0.035], crizotinib plus chemotherapy [PFS crizotinib 5.0 months (95% CI: 2.9-7.2) versus 14.0 months (95% CI: 8.0-20.1), P < 0.001; OS 17.0 months (95% CI: 6.7-27.3) versus not reached, P = 0.049] and crizotinib followed by next-generation ALK-inhibitor [PFS next-generation inhibitor 5.4 months (95% CI: 0.1-10.7) versus 9.9 months (95% CI: 6.4-13.5), P = 0.039; OS 7.0 months versus 50.0 months (95% CI: not reached), P = 0.001). Conclusions: In ALK-rearranged NSCLC co-occurring TP53 mutations predict an unfavorable outcome of systemic therapy. Our observations encourage future research to understand the underlying molecular mechanisms and to improve treatment outcome of the ALK/TP53 co-mutated subgroup.


Subject(s)
Anaplastic Lymphoma Kinase/genetics , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Carcinoma, Non-Small-Cell Lung/mortality , Gene Rearrangement , Lung Neoplasms/mortality , Mutation , Tumor Suppressor Protein p53/genetics , Adenocarcinoma/drug therapy , Adenocarcinoma/genetics , Adenocarcinoma/mortality , Adenocarcinoma/pathology , Adult , Aged , Aged, 80 and over , Carcinoma, Adenosquamous/drug therapy , Carcinoma, Adenosquamous/genetics , Carcinoma, Adenosquamous/mortality , Carcinoma, Adenosquamous/pathology , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/pathology , Cohort Studies , Female , Follow-Up Studies , Humans , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Male , Middle Aged , Prognosis , Survival Rate , Young Adult
2.
Leukemia ; 2017 Dec 18.
Article in English | MEDLINE | ID: mdl-29249818

ABSTRACT

Some patients with acute myeloid leukemia (AML) who are in complete remission after induction chemotherapy harbor persisting pre-leukemic clones, carrying a subset of leukemia-associated somatic mutations. There is conflicting evidence on the prognostic relevance of these clones for AML relapse. Here, we characterized paired pre-treatment and remission samples from 126 AML patients for mutations in 68 leukemia-associated genes. Fifty patients (40%) retained ⩾1 mutation during remission at a variant allele frequency of ⩾2%. Mutation persistence was most frequent in DNMT3A (65% of patients with mutations at diagnosis), SRSF2 (64%), TET2 (55%), and ASXL1 (46%), and significantly associated with older age (P<0.0001) and, in multivariate analyses adjusting for age, genetic risk, and allogeneic transplantation, with inferior relapse-free survival (hazard ratio, 2.34; P=0039) and overall survival (hazard ratio, 2.14; P=036). Patients with persisting mutations had a higher cumulative incidence of relapse before, but not after allogeneic stem cell transplantation. Our work underlines the relevance of mutation persistence during first remission as a novel risk factor in AML. Persistence of pre-leukemic clones may contribute to the inferior outcome of elderly AML patients. Allogeneic transplantation abrogated the increased relapse risk associated with persisting pre-leukemic clones, suggesting that mutation persistence may guide postremission treatment.Leukemia accepted article preview online, 18 December 2017. doi:10.1038/leu.2017.350.

3.
Internist (Berl) ; 57(11): 1121-1125, 2016 Nov.
Article in German | MEDLINE | ID: mdl-27411791

ABSTRACT

A 19-year old woman with acute myeloid leukemia presented with newly observed liver lesions during ongoing consolidation therapy. Due to unexplained cholestasis during induction, biliary duct drainage was performed. Microbiologic and histologic examinations revealed the presence of atypical mycobacteria, namely Mycobacterium abscessus. With an appropriate antiinfective regime which was continuously administered using a portable pump in the outpatient setting, further mycobacterial spread during simultaneous chemotherapy-associated neutropenia was prevented. Despite multiple bacterial resistance mechanisms, proper treatment of leukemia with curative intention could be ensured.


Subject(s)
Anti-Bacterial Agents/therapeutic use , Antineoplastic Agents/adverse effects , Chemical and Drug Induced Liver Injury/drug therapy , Leukemia, Myeloid, Acute/drug therapy , Mycobacterium Infections/chemically induced , Mycobacterium Infections/drug therapy , Antineoplastic Agents/therapeutic use , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/microbiology , Diagnosis, Differential , Female , Hepatitis , Humans , Leukemia, Myeloid, Acute/complications , Leukemia, Myeloid, Acute/microbiology , Mycobacterium Infections/diagnosis , Treatment Outcome , Young Adult
5.
Leukemia ; 30(6): 1230-6, 2016 06.
Article in English | MEDLINE | ID: mdl-26859081

ABSTRACT

We randomized 3375 adults with newly diagnosed acute myeloid leukemia (AML) or high-risk myelodysplastic syndrome to test whether increasingly intensive chemotherapies assigned at study-entry and analyzed on an intent-to-treat basis improved outcomes. In total, 1529 subjects <60 years were randomized to receive: (1) a first course of induction therapy with high-dose cytarabine and mitoxantrone (HAM) or with standard-dose cytarabine, daunorubicin and 6-thioguanine (TAD) followed by a second course of HAM; (2) granulocyte-colony stimulating factor (G-CSF) or no G-CSF before induction and consolidation courses; and (3) high-dose therapy and an autotransplant or maintenance chemotherapy. In total, 1846 subjects ⩾60 years were randomized to receive: (1) a first induction course of HAM or TAD and second induction course of HAM (if they had bone marrow blasts ⩾5% after the first course); and (2) G-CSF or no G-CSF as above. Median follow-up was 7.4 years (range, 1 day to 14.7 years). Five-year event-free survivals (EFSs) for subjects receiving a first induction course of HAM vs TAD were 17% (95% confidence interval, 15, 18%) vs 16% (95% confidence interval 14, 18%; P=0.719). Five-year EFSs for subjects randomized to receive or not receive G-CSF were 19% (95% confidence interval 16, 21%) vs 16% (95% confidence interval 14, 19%; P=0.266). Five-year relapse-free survivals (RFSs) for subjects <60 years receiving an autotransplant vs maintenance therapy were 43% (95% confidence interval 40, 47%) vs 40 (95% confidence interval 35, 44%; P=0.535). Many subjects never achieved pre-specified landmarks and consequently did not receive their assigned therapies. These data indicate the limited impact of more intensive therapies on outcomes of adults with AML. Moreover, none of the more intensive therapies we tested improved 5-year EFS, RFS or any other outcomes.


Subject(s)
Leukemia, Myeloid, Acute/drug therapy , Adult , Aminoglutethimide/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Cytarabine/therapeutic use , Danazol/therapeutic use , Disease-Free Survival , Granulocyte Colony-Stimulating Factor , Humans , Induction Chemotherapy , Leukemia, Myeloid, Acute/mortality , Leukemia, Myeloid, Acute/therapy , Middle Aged , Mitoxantrone/therapeutic use , Stem Cell Transplantation , Survival Rate , Tamoxifen/therapeutic use , Transplantation, Autologous , Treatment Outcome , Young Adult
6.
Leukemia ; 29(2): 377-86, 2015 Feb.
Article in English | MEDLINE | ID: mdl-24912430

ABSTRACT

In acute myeloid leukemia (AML), assessment of minimal residual disease (MRD) by flow cytometry (flow MRD) after induction and consolidation therapy has been shown to provide independent prognostic information. However, data on the value of earlier flow MRD assessment are lacking. Therefore, the value of flow MRD detection was determined during aplasia in 178 patients achieving complete remission after treatment according to AMLCG (AML Cooperative Group) induction protocols. Flow MRD positivity during aplasia predicted poor outcome (5-year relapse-free survival (RFS) 16% vs 43%, P<0.001) independently from age and cytogenetic risk group (hazard ratio for MRD positivity 1.71; P=0.009). Importantly, the prognosis of patients without detectable MRD was neither impacted by morphological blast count during aplasia nor by MRD status postinduction. Early flow MRD was also evaluated in the context of existing risk factors. Flow MRD was prognostic within the intermediate cytogenetic risk group (5-year RFS 15% vs 37%, P=0.016) as well as for patients with normal karyotype and NPM1 mutations (5-year RFS 13% vs 49%, P=0.02) or FLT3-ITD (3-year RFS rates 9% vs 44%, P=0.016). Early flow MRD assessment can improve current risk stratification approaches by prediction of RFS in AML and might facilitate adaptation of postremission therapy for patients at high risk of relapse.


Subject(s)
Bone Marrow Cells/cytology , Bone Marrow/abnormalities , Leukemia, Myeloid, Acute/blood , Leukocytes, Mononuclear/cytology , Neoplasm Recurrence, Local/blood , Neoplasm, Residual/diagnosis , Aged , Disease-Free Survival , Female , Flow Cytometry , Humans , Karyotyping , Leukemia, Myeloid, Acute/diagnosis , Leukemia, Myeloid, Acute/drug therapy , Male , Middle Aged , Nuclear Proteins/genetics , Nucleophosmin , Prognosis , Proportional Hazards Models , Remission Induction , Risk Factors , Treatment Outcome
7.
Leukemia ; 28(5): 1001-7, 2014 May.
Article in English | MEDLINE | ID: mdl-24150216

ABSTRACT

Chemomodulation of cytarabine by fludarabine has been attributed with a higher antileukemic efficacy, but randomized trials to address this question are rare. We therefore conducted a multicenter, randomized phase III study to evaluate the antileukemic efficacy of adding fludarabine to sequential high-dose cytarabine+idarubicin (SHAI) re-induction chemotherapy in relapsed or refractory acute myeloid leukemia (AML). Patients (n=326, of which 281 were evaluable) were randomly assigned to SHAI (cytarabine, 1 g/m(2) bid, days 1-2 and 8-9 (3 g/m(2) for patients ≤ 60 years with refractory AML or ≥ 2nd relapse); idarubicin 10 mg/m(2) daily, days 3-4 and 10-11) or F-SHAI (SHAI with fludarabine, 15 mg/m(2), 4 h before cytarabine). Although complete remission (CR) rates (35% SHAI and 44% F-SHAI) and overall survival did not differ between both regimens, fludarabine prolonged time to treatment failure from 2.04 to 3.38 months (median, P<0.05). Twenty-seven percent of patients proceeded to allogeneic stem cell transplantation, with a significantly higher number of patients in CR or incomplete remission in the F-SHAI group (22 vs 10%, P<0.01). In conclusion, fludarabine has a beneficial, although moderate, impact on the antileukemic efficacy of high-dose cytarabine-based salvage therapy for relapsed and refractory AML.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Leukemia, Myeloid, Acute/drug therapy , Adolescent , Adult , Aged , Aged, 80 and over , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Cytarabine/administration & dosage , Female , Humans , Male , Middle Aged , Prognosis , Recurrence , Survival Analysis , Vidarabine/administration & dosage , Vidarabine/analogs & derivatives , Young Adult
9.
Bone Marrow Transplant ; 47(1): 46-53, 2012 Jan.
Article in English | MEDLINE | ID: mdl-21358688

ABSTRACT

In AML, a complex aberrant karyotype is associated with poor response to chemotherapy and dismal prognosis. We prospectively studied the concept of allogeneic haematopoietic SCT (HSCT), performed early and regardless of response to induction treatment in patients with complex karyotype AML (CK-AML). The preparative regimen consisted of fludarabine, Ara-C and amsacrine (FLAMSA) chemotherapy, followed by reduced intensity conditioning (RIC) 3 days later. In vivo T-cell depletion by anti-thymocyte globulin was used to protect from early GvHD, and prophylactic donor lymphocyte transfusion was given from day+120 to augment the GvL effect, once tolerance was established. Eighteen consecutive patients with CK-AML (median age: 53 years) received HSCT from related (n=7) or unrelated (n=11) donors. Before FLAMSA-RIC, nine patients each had received one and two induction courses. Stage at start of FLAMSA-RIC was CR/CRi (n=8) or persistent disease (n=10). Following HSCT, 16 patients achieved CR. After a follow-up of 51 months, 11 patients are alive in CR, whereas seven have died in remission (n=3), or from leukaemia (n=4). Cumulative incidence of relapse, non-relapse mortality, acute GvHD≥II and chronic GvHD were 0.222±0.098, 0.235±0.104, 0.367±0.120 and 0.481±0.123, respectively. Four-year survival from HSCT is 61%. Early HSCT following FLAMSA-RIC may improve the outcome of this unfavourable AML subgroup.


Subject(s)
Abnormal Karyotype , Antineoplastic Combined Chemotherapy Protocols/administration & dosage , Hematopoietic Stem Cell Transplantation , Leukemia, Myeloid, Acute , Transplantation Conditioning/methods , Acute Disease , Adolescent , Adult , Amsacrine/administration & dosage , Amsacrine/adverse effects , Antilymphocyte Serum , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Child , Cytarabine/administration & dosage , Cytarabine/adverse effects , Disease-Free Survival , Female , Follow-Up Studies , Graft vs Host Disease/etiology , Graft vs Host Disease/genetics , Graft vs Host Disease/mortality , Graft vs Host Disease/pathology , Graft vs Host Disease/therapy , Humans , Immunosuppressive Agents/administration & dosage , Immunosuppressive Agents/adverse effects , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/mortality , Leukemia, Myeloid, Acute/pathology , Leukemia, Myeloid, Acute/therapy , Lymphocyte Depletion/adverse effects , Lymphocyte Depletion/methods , Male , Middle Aged , Pilot Projects , Prospective Studies , Survival Rate , Transplantation Conditioning/adverse effects , Transplantation, Homologous , Vidarabine/administration & dosage , Vidarabine/adverse effects , Vidarabine/analogs & derivatives
12.
Leukemia ; 23(12): 2248-58, 2009 Dec.
Article in English | MEDLINE | ID: mdl-19741727

ABSTRACT

The objective of this study for newly diagnosed acute promyelocytic leukemia (APL) was to evaluate the efficacy of an intensified double induction chemotherapy including high dose ara-C (HD) and all-trans retinoic acid (ATRA) followed by consolidation and 3 years maintenance therapy. In contrast to APL studies stratifying therapy according to pretreatment white blood cell (WBC) count < and > or =10 x 10(9)/l (low/intermediate and high risk according to the Sanz score), our patients received uniform therapy. From 1994 to 2005, 142 patients (age, 16-60 years) were enrolled. In the low/intermediate (n=105) vs high (n=37) WBC group, the rates of complete remission were 95.2 vs 83.8%, of induction death were 4.8 vs 16.2% (P=0.05) and of molecular remission were 87.5 vs 91.3% (P=1). Long-term overall survival was 84.4 vs 73.0% (P=0.12), event free survival was 78.3 vs 67.3% (P=0.11), relapse free survival was 82.1 vs 80.0% (P=0.83) and the cumulative incidence of relapse was 7.4 vs 11.4% (P=0.46). No relapse or death occurred after 4.7 years. ATRA and intensified chemotherapy including HD ara-C followed by prolonged maintenance therapy reduced the relapse risk in high risk patients. Pretreatment WBC count > or =10 x 10(9)/l count was no relevant prognostic factor for relapse.


Subject(s)
Cytarabine/administration & dosage , Leukemia, Promyelocytic, Acute/drug therapy , Adolescent , Adult , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Germany , Humans , Leukemia, Promyelocytic, Acute/mortality , Longitudinal Studies , Lymphocyte Count , Middle Aged , Prognosis , Remission Induction , Survival Analysis , Treatment Outcome , Tretinoin/administration & dosage , Young Adult
13.
Internist (Berl) ; 50(7): 881-6, 2009 Jul.
Article in German | MEDLINE | ID: mdl-19536514

ABSTRACT

We discuss the case of a 32 year-old male with severe microcytic anemia (hemoglobin 2,9 g/dl) and megaloblastic changes in the bone marrow. The patient reported of substantial dietary weight loss. The family history was positive for beta-thalassemia. Previous blood work showed iron deficiency with mild anemia. Further work-up verified beta-thalassemia minor and revealed severely decreased vitamin B12 levels with positive anti intrinsic-factor antibodies, pathognomonic for autoimmune pernicious anemia. The paradoxon therefore dissolved as a pernicious anemia with megaloblastic changes with microcytic erythrocytes due to beta-thalassemia.


Subject(s)
Anemia, Pernicious/diagnosis , Anemia, Pernicious/etiology , Vitamin B 12 Deficiency/diagnosis , Vitamin B 12 Deficiency/etiology , beta-Thalassemia/complications , beta-Thalassemia/diagnosis , Adult , Diagnosis, Differential , Humans , Male
14.
Dtsch Med Wochenschr ; 134(23): 1222-6, 2009 Jun.
Article in German | MEDLINE | ID: mdl-19472094

ABSTRACT

Identification of numerous criteria important in the pathogenesis, biology, prognosis and treatment of the different types of leukemia necessitates a broad spectrum of diagnostic methods for the initial diagnosis and in the further course of the disease. In addition to cytomorphology with cytochemistry, which is been path-breaking for the application of further diagnostic methods, cytogenetics has become an obligatory diagnostic tool. Immunophenotyping and, even more relevant, molecular genetics plays an important role. Other diagnostic techniques are widely developed. The diagnostic procedures are described, with a focus on their mode of operation as well as their clinical significance. Because of their high clinical relevance and growing complexity, the diagnosis of leukemias should be performed in specialized laboratories.


Subject(s)
Leukemia/diagnosis , Adult , Cytogenetic Analysis , Cytological Techniques , Histocytochemistry , Humans , Immunophenotyping , In Situ Hybridization, Fluorescence/methods , Neoplasm, Residual/diagnosis , Oligonucleotide Array Sequence Analysis , Polymerase Chain Reaction , Prognosis
16.
MMW Fortschr Med ; 149(15): 34-5, 37, 2007 Apr 12.
Article in German | MEDLINE | ID: mdl-17668774

ABSTRACT

Thrombocytopenia is present when the number of platelets drops to below 150 G/l. Leaving aside pseudothrombocytopenia, such a situation may be triggered by pregnancy or a range of different drugs, or may signify the presence of idiopathic thrombocytopenic purpura (ITP). Thrombocytosis is present when the platelet count exceeds 500 G/l. This condition includes a large variety of forms of reactive thrombocytosis, a clonal increase in thrombocytes in hematological diseases, and the rare condition of familial thrombocytosis.


Subject(s)
Incidental Findings , Thrombocytopenia/etiology , Thrombocytosis/etiology , Anemia, Iron-Deficiency/blood , Anemia, Iron-Deficiency/diagnosis , Drug-Related Side Effects and Adverse Reactions , Female , Hematologic Neoplasms/blood , Hematologic Neoplasms/diagnosis , Humans , Infections/blood , Infections/diagnosis , Inflammation/blood , Inflammation/diagnosis , Myelodysplastic Syndromes/blood , Myelodysplastic Syndromes/diagnosis , Neoplasms/blood , Neoplasms/diagnosis , Platelet Count , Pregnancy , Pregnancy Complications, Hematologic/blood , Pregnancy Complications, Hematologic/diagnosis , Purpura, Thrombocytopenic, Idiopathic/blood , Purpura, Thrombocytopenic, Idiopathic/diagnosis , Thrombocytosis/blood , Thrombocytosis/diagnosis
17.
MMW Fortschr Med ; 149(15): 40-1, 43, 2007 Apr 12.
Article in German | MEDLINE | ID: mdl-17668775

ABSTRACT

An increase in Hb levels, haematocrit or the absolute number of red blood cells may be evidence of polycythemia rubra vera. Much more commonly, however, erythrocytosis is due to an underlying non-hematological disease. To establish the diagnosis of polycythemia, a secondary polyglobulia must first be excluded. If no evidence of polyglobulia is found, or if EPO levels are decreased, or splenomegaly not accountable for by portal hypertension is present, a specific diagnostic work-up must be performed by a hematologist/oncologist. This includes a bone marrow aspiration, cytological examination and molecular genetic testing.


Subject(s)
Erythrocyte Count , Hematocrit , Hemoglobinometry , Polycythemia/etiology , Adult , Algorithms , Diagnosis, Differential , Family Practice , Female , Humans , Male , Polycythemia/diagnosis , Polycythemia Vera/diagnosis , Polycythemia Vera/etiology , Reference Values
18.
MMW Fortschr Med ; 149(15): 29-32; quiz 33, 2007 Apr 12.
Article in German | MEDLINE | ID: mdl-17672002

ABSTRACT

Leukocytosis is a condition often met with in the clinical and ambulatory setting. Although it is usually caused by an increase in the numbers of neutrophilic granulocytes, an increase in other leukocytes populations may also account for leukocytosis. Etiologically, both primary pathological conditions affecting the white blood cells, such as various forms of leukemia and lymphomas, and also rare genetic disorders must be considered. Decidedly more common, however, are reactive changes caused by infections, cigarette smoking, chronic inflammation, necrotic tissue or certain drugs. Although moderate leukocytosis in the absence of a clinical correlate and/or an apparent trigger, requires no diagnostic clarification, it should be kept under observation. If the etiology is uncertain, or a treatment-requiring disorder is suspected, the differential blood count is at the focus of the further diagnostic work-up. Depending upon the findings, this is supplemented by additional laboratory parameters, bone marrow examination, microbiological investigations and imaging procedures. Leukostasis resulting from vasoocclusion in the presence of very high numbers of leukocytes represents an emergency situation, and is an indication for leukapheresis.


Subject(s)
Infections/diagnosis , Inflammation/diagnosis , Leukocyte Count , Leukocytosis/etiology , Diagnosis, Differential , Family Practice , Humans , Infections/immunology , Inflammation/immunology , Leukocytosis/immunology
20.
Internist (Berl) ; 47 Suppl 1: S33-9, 2006 Jun.
Article in German | MEDLINE | ID: mdl-16773364

ABSTRACT

Genetic and molecular techniques have provided increasing insights into the biology of acute myeloid leukemia (AML). These investigations showed that AML is not a homogeneous disease but a heterogeneous group of biologically different subentities. These subentities are currently primarily defined by cytogenetics and molecular markers. They differ substantially in response to therapy and long-term outcome and hence allow different risk groups of patients to be defined. These will guide therapeutic decisions in future therapeutic strategies and may ultimately lead to an individualized treatment concept.


Subject(s)
Antineoplastic Agents/administration & dosage , Antineoplastic Agents/classification , Leukemia, Myeloid, Acute/diagnosis , Leukemia, Myeloid, Acute/drug therapy , Risk Assessment/methods , Humans , Leukemia, Myeloid, Acute/classification , Practice Guidelines as Topic , Practice Patterns, Physicians' , Risk Factors
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