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1.
Leukemia ; 32(3): 645-653, 2018 03.
Article in English | MEDLINE | ID: mdl-28924241

ABSTRACT

Genome studies of chronic lymphocytic leukemia (CLL) have revealed the remarkable subclonal heterogeneity of the tumors, but the clinical implications of this phenomenon are not well known. We assessed the mutational status of 28 CLL driver genes by deep-targeted next-generation sequencing and copy number alterations (CNA) in 406 previously untreated patients and 48 sequential samples. We detected small subclonal mutations (0.6-25% of cells) in nearly all genes (26/28), and they were the sole alteration in 22% of the mutated cases. CNA tended to be acquired early in the evolution of the disease and remained stable, whereas the mutational heterogeneity increased in a subset of tumors. The prognostic impact of different genes was related to the size of the mutated clone. Combining mutations and CNA, we observed that the accumulation of driver alterations (mutational complexity) gradually shortened the time to first treatment independently of the clonal architecture, IGHV status and Binet stage. Conversely, the overall survival was associated with the increasing subclonal diversity of the tumors but it was related to the age of patients, IGHV and TP53 status of the tumors. In conclusion, our study reveals that both the mutational complexity and subclonal diversity influence the evolution of CLL.


Subject(s)
Biomarkers, Tumor , Clonal Evolution/genetics , Leukemia, Lymphocytic, Chronic, B-Cell/genetics , Mutation/genetics , Adult , Aged , Aged, 80 and over , DNA Copy Number Variations , Disease Progression , Female , Follow-Up Studies , Humans , Leukemia, Lymphocytic, Chronic, B-Cell/diagnosis , Leukemia, Lymphocytic, Chronic, B-Cell/mortality , Male , Middle Aged , Neoplasm Staging , Prognosis , Proportional Hazards Models , Signal Transduction , Young Adult
2.
Clin Transl Oncol ; 17(8): 612-9, 2015 Aug.
Article in English | MEDLINE | ID: mdl-25895906

ABSTRACT

PURPOSE: The cure rate in Hodgkin lymphoma is high, but the response along with treatment is still unpredictable and highly variable among patients. Detecting those patients who do not respond to treatment at early stages could bring improvements in their treatment. This research tries to identify the main biological prognostic variables currently gathered at diagnosis and design a simple machine learning methodology to help physicians improve the treatment response assessment. METHODS: We carried out a retrospective analysis of the response to treatment of a cohort of 263 Caucasians who were diagnosed with Hodgkin lymphoma in Asturias (Spain). For that purpose, we used a list of 35 clinical and biological variables that are currently measured at diagnosis before any treatment begins. To establish the list of most discriminatory prognostic variables for treatment response, we designed a machine learning approach based on two different feature selection methods (Fisher's ratio and maximum percentile distance) and backwards recursive feature elimination using a nearest-neighbor classifier (k-NN). The weights of the k-NN classifier were optimized using different terms of the confusion matrix (true- and false-positive rates) to minimize risk in the decisions. RESULTS AND CONCLUSIONS: We found that the optimum strategy to predict treatment response in Hodgkin lymphoma consists in solving two different binary classification problems, discriminating first if the patient is in progressive disease; if not, then discerning among complete and partial remission. Serum ferritin turned to be the most discriminatory variable in predicting treatment response, followed by alanine aminotransferase and alkaline phosphatase. The importance of these prognostic variables suggests a close relationship between inflammation, iron overload, liver damage and the extension of the disease.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Hodgkin Disease/drug therapy , Inflammation/epidemiology , Iron Overload/epidemiology , Liver Diseases/epidemiology , Adult , Aged , Aged, 80 and over , Bleomycin/therapeutic use , Dacarbazine/therapeutic use , Doxorubicin/therapeutic use , Female , Follow-Up Studies , Hodgkin Disease/pathology , Humans , Incidence , Machine Learning , Male , Middle Aged , Neoplasm Staging , Prognosis , Remission Induction , Retrospective Studies , Vinblastine/therapeutic use
3.
Leukemia ; 27(5): 1100-6, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23295735

ABSTRACT

NOTCH1 has been found recurrently mutated in a subset of patients with chronic lymphocytic leukemia (CLL). To analyze biological features and clinical impact of NOTCH1 mutations in CLL, we sequenced this gene in 565 patients. NOTCH1 mutations, found in 63 patients (11%), were associated with unmutated IGHV, high expression of CD38 and ZAP-70, trisomy 12, advanced stage and elevated lactate dehydrogenase. Sequential analysis in 200 patients demonstrated acquisition of mutation in one case (0.5%) and disappearance after treatment in two. Binet A and B patients with NOTCH1-mutated had a shorter time to treatment. NOTCH1-mutated patients were more frequently refractory to therapy and showed shorter progression-free and overall survival after complete remission. Overall survival was shorter in NOTCH1-mutated patients, although not independently from IGHV. NOTCH1 mutation increased the risk of transformation to diffuse large B-cell lymphoma independently from IGHV, with this being validated in resampling tests of replicability. In summary, NOTCH1 mutational status, that was rarely acquired during the course of the disease, identify a genetic subgroup with high risk of transformation and poor outcome. This recently identified genetic subgroup of CLL patients deserves prospective studies to define their best management.


Subject(s)
Leukemia, Lymphocytic, Chronic, B-Cell/genetics , Mutation , Receptor, Notch1/genetics , Cell Transformation, Neoplastic , Female , Humans , Leukemia, Lymphocytic, Chronic, B-Cell/mortality , Leukemia, Lymphocytic, Chronic, B-Cell/pathology , Male , Middle Aged , Risk
4.
Leukemia ; 25(1): 130-4, 2011 Jan.
Article in English | MEDLINE | ID: mdl-21030981

ABSTRACT

Loss of function mutations and deletions encompassing the plant homeodomain finger 6 (PHF6) gene are present in about 20% of T-cell acute lymphoblastic leukemias (ALLs). Here, we report the identification of recurrent mutations in PHF6 in 10/353 adult acute myeloid leukemias (AMLs). Genetic lesions in PHF6 found in AMLs are frameshift and nonsense mutations distributed through the gene or point mutations involving the second plant homeodomain (PHD)-like domain of the protein. As in the case of T-ALL, where PHF6 alterations are found almost exclusively in males, mutations in PHF6 were seven times more prevalent in males than in females with AML. Overall, these results identify PHF6 as a tumor suppressor gene mutated in AML and extend the role of this X-linked tumor suppressor gene in the pathogenesis of hematologic tumors.


Subject(s)
Carrier Proteins/genetics , Leukemia, Myeloid, Acute/genetics , Mutation , Adult , Aged , Animals , Female , Genes, Tumor Suppressor , Hematopoietic Stem Cells/metabolism , Humans , Leukemia, Myeloid, Acute/etiology , Male , Mice , Middle Aged , Myeloid Cells/metabolism , Repressor Proteins , Sex Characteristics
5.
Cancer Genet Cytogenet ; 100(1): 84-7, 1998 Jan 01.
Article in English | MEDLINE | ID: mdl-9406587

ABSTRACT

We report a case of acute myeloid leukemia (AML) with trisomy 10 as the sole abnormality. We have observed this case among 202 de novo and untreated AML examined cytogenetically in our laboratory during the last 10 years. The patient was an adult man diagnosed with AML-M2. An interesting morphologic finding was the presence in light microscopy and ultrastructural studies of prominent giant "Chediak-Higashi-like" granules in some of the leukemic cells. Cell marker studies showed positivity for CD7 and CD33, as seen in the six previously reported cases. The prognosis has been moderate-good, with a survival of 33 months. Trisomy 10 in AML appears to be a rare recurring numeric chromosomal abnormality and probably linked to a myeloblast subset with a CD33+ and CD7+ phenotype.


Subject(s)
Chromosomes, Human, Pair 10 , Leukemia, Myeloid, Acute/genetics , Trisomy , Aged , Humans , Leukemia, Myeloid, Acute/immunology , Male
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