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2.
Sci Rep ; 8(1): 9861, 2018 06 29.
Artigo em Inglês | MEDLINE | ID: mdl-29959370

RESUMO

Three dimensional (3D) co-cultures to mimic cellular dynamics have brought significant impacts in tissue engineering approaches for biomedical research. Herein, we present a novel sample holder combined with time-lapse fluorescence imaging technique, referred as 4D live cell imaging, allowing direct visualization of various cells up to 24 hours. We further extended our approach to monitor kinetics and dynamics of particle uptake by cells and translocation across tissue membranes.


Assuntos
Células Epiteliais Alveolares/fisiologia , Técnicas de Cultura de Células/métodos , Células Dendríticas/fisiologia , Imageamento Tridimensional/métodos , Macrófagos/fisiologia , Imagem com Lapso de Tempo/métodos , Células Epiteliais Alveolares/citologia , Adesão Celular , Movimento Celular , Células Cultivadas , Técnicas de Cocultura , Células Dendríticas/citologia , Humanos , Processamento de Imagem Assistida por Computador , Macrófagos/citologia , Microscopia de Fluorescência , Nanopartículas/química , Cicatrização
5.
Leukemia ; 31(12): 2807-2814, 2017 12.
Artigo em Inglês | MEDLINE | ID: mdl-28443606

RESUMO

We conducted a cytogenetic analysis of 642 children with de novo acute myeloid leukemia (AML) treated on the AML-Berlin-Frankfurt-Münster (BFM) 04 protocol to determine the prognostic value of specific chromosomal aberrations including monosomal (MK+), complex (CK+) and hypodiploid (HK+) karyotypes, individually and in combination. Multivariate regression analysis identified in particular MK+ (n=22) as a new independent risk factor for poor event-free survival (EFS 23±9% vs 53±2% for all other patients, P=0.0003), even after exclusion of four patients with monosomy 7 (EFS 28±11%, P=0.0081). CK+ patients without MK had a better prognosis (n=47, EFS 47±8%, P=0.46) than those with MK+ (n=12, EFS 25±13%, P=0.024). HK+ (n=37, EFS 44±8% for total cohort, P=0.3) influenced outcome only when t(8;21) patients were excluded (remaining n=16, EFS 9±8%, P<0.0001). An extremely poor outcome was observed for MK+/HK+ patients (n=10, EFS 10±10%, P<0.0001). Finally, isolated trisomy 8 was also associated with low EFS (n=16, EFS 25±11%, P=0.0091). In conclusion, monosomal karyotype is a strong and independent predictor for high-risk pediatric AML. In addition, isolated trisomy 8 and hypodiploidy without t(8;21) coincide with dismal outcome. These results have important implications for risk stratification and should be further validated in independent pediatric cohorts.


Assuntos
Variação Genética , Genótipo , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/mortalidade , Aberrações Cromossômicas , Cromossomos Humanos Par 7 , Ensaios Clínicos como Assunto , Feminino , Humanos , Cariótipo , Leucemia Mieloide Aguda/diagnóstico , Masculino , Monossomia , Mutação , Prognóstico , Análise de Sobrevida
6.
Leukemia ; 31(10): 2037-2047, 2017 10.
Artigo em Inglês | MEDLINE | ID: mdl-28074072

RESUMO

Inhibition of anti-apoptotic BCL-2 (B-cell lymphoma 2) has recently emerged as a promising new therapeutic strategy for the treatment of a variety of human cancers, including leukemia. Here, we used T-cell acute lymphoblastic leukemia (T-ALL) as a model system to identify novel synergistic drug combinations with the BH3 mimetic venetoclax (ABT-199). In vitro drug screening in primary leukemia specimens that were derived from patients with high risk of relapse or relapse and cell lines revealed synergistic activity between venetoclax and the BET (bromodomain and extraterminal) bromodomain inhibitor JQ1. Notably, this drug synergism was confirmed in vivo using T-ALL cell line and patient-derived xenograft models. Moreover, the therapeutic benefit of this drug combination might, at least in part, be mediated by an acute induction of the pro-apoptotic factor BCL2L11 and concomitant reduction of BCL-2 upon BET bromodomain inhibition, ultimately resulting in an enhanced binding of BIM (encoded by BCL2L11) to BCL-2. Altogether, our work provides a rationale to develop a new type of targeted combination therapy for selected subgroups of high-risk leukemia patients.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Azepinas/farmacologia , Compostos Bicíclicos Heterocíclicos com Pontes/farmacologia , Terapia de Alvo Molecular , Proteínas de Neoplasias/antagonistas & inibidores , Leucemia-Linfoma Linfoblástico de Células T Precursoras/tratamento farmacológico , Proteínas Proto-Oncogênicas c-bcl-2/antagonistas & inibidores , Sulfonamidas/farmacologia , Triazóis/farmacologia , Animais , Azepinas/administração & dosagem , Proteína 11 Semelhante a Bcl-2/biossíntese , Proteína 11 Semelhante a Bcl-2/genética , Compostos Bicíclicos Heterocíclicos com Pontes/administração & dosagem , Proteínas de Ciclo Celular , Linhagem Celular Tumoral , Sinergismo Farmacológico , Feminino , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , Humanos , Camundongos , Camundongos Endogâmicos NOD , Camundongos SCID , Proteínas de Neoplasias/biossíntese , Proteínas de Neoplasias/genética , Proteínas Nucleares/antagonistas & inibidores , Domínios Proteicos , Sulfonamidas/administração & dosagem , Fatores de Transcrição/antagonistas & inibidores , Triazóis/administração & dosagem , Ensaios Antitumorais Modelo de Xenoenxerto
7.
Leukemia ; 31(6): 1269-1277, 2017 06.
Artigo em Inglês | MEDLINE | ID: mdl-27840424

RESUMO

Chromosomal rearrangements of the mixed lineage leukemia (MLL/KMT2A) gene leading to oncogenic MLL-fusion proteins occur in ~10% of acute leukemias and are associated with poor clinical outcomes, emphasizing the need for new treatment modalities. Inhibition of the DOT1-like histone H3K79 methyltransferase (DOT1L) is a specific therapeutic approach for such leukemias that is currently being tested in clinical trials. However, in most MLL-rearranged leukemia models responses to DOT1L inhibitors are limited. Here, we performed deep-coverage short hairpin RNA sensitizer screens in DOT1L inhibitor-treated MLL-rearranged leukemia cell lines and discovered that targeting additional nodes of MLL complexes concomitantly with DOT1L inhibition bears great potential for superior therapeutic results. Most notably, combination of a DOT1L inhibitor with an inhibitor of the MLL-Menin interaction markedly enhanced induction of differentiation and cell killing in various MLL disease models including primary leukemia cells, while sparing normal hematopoiesis and leukemias without MLL rearrangements. Gene expression analysis on human and murine leukemic cells revealed that target genes of MLL-fusion proteins and MYC were suppressed more profoundly upon combination treatment. Our findings provide a strong rationale for a novel targeted combination therapy that is expected to improve therapeutic outcomes in patients with MLL-rearranged leukemia.


Assuntos
Resistencia a Medicamentos Antineoplásicos/genética , Inibidores Enzimáticos/farmacologia , Rearranjo Gênico , Histona-Lisina N-Metiltransferase/genética , Leucemia/tratamento farmacológico , Metiltransferases/metabolismo , Proteína de Leucina Linfoide-Mieloide/genética , Proteínas Proto-Oncogênicas/antagonistas & inibidores , RNA Interferente Pequeno/genética , Animais , Apoptose , Proliferação de Células , Resistencia a Medicamentos Antineoplásicos/efeitos dos fármacos , Feminino , Regulação Leucêmica da Expressão Gênica , Histona-Lisina N-Metiltransferase/metabolismo , Humanos , Leucemia/genética , Leucemia/patologia , Metiltransferases/genética , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Nus , Proteína de Leucina Linfoide-Mieloide/metabolismo , Células Tumorais Cultivadas
8.
Klin Padiatr ; 227(3): 116-22, 2015 May.
Artigo em Inglês | MEDLINE | ID: mdl-25985446

RESUMO

BACKGROUND: The outcome in children and adolescents with high-risk (HR) acute myeloid leukemia (AML) is still unsatisfactory. Therefore, in study AML-BFM 2004 we aimed to improve outcome of HR-patients by adding moderately dosed 2-Chloro-2-Deoxyadenosine (2-CDA) to the respective consolidation treatment backbone without increasing toxicity. The aim was to improve prognosis especially in FAB M4/M5/MLL patients, who represent the largest subgroup of HR patients. PATIENTS AND METHODS: In total, 343 children and adolescents with HR-AML were randomized to receive or not 2-CDA (6 mg/m²/d, days 1, 3) in combination with cytarabine/idarubicine (AI=500 mg/m² cytarabine 5 days continuous infusion plus 7 mg/m²/d idarubicin, days 3 and 5). RESULTS: RESULTS for patients of the AI/2-CDA arm (n=168) vs. the AI-arm (n=175) were similar: 5-year overall survival 68±4 vs. 72±4%, plogrank=0.38, event-free survival 53±4 vs. 49±4%, plogrank=0.77; cumulative incidence of relapse at 5 years: 35±4 vs. 37±4%, p(Gray)=0.89. RESULTS in patients with MLL rearrangement or FAB M4/M5 were also similar in the treatment groups. In addition, toxicities did not differ between the two arms. CONCLUSION: We conclude that additional, moderate dose 2-CDA does not improve prognosis in HR-patients when given during consolidation treatment. Its effect might be too low in this multidrug regimen, where the strongest effects are achieved during induction, or the chosen dose of 2-CDA might have been too low.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Cladribina/administração & dosagem , Cladribina/efeitos adversos , Leucemia Mieloide Aguda/tratamento farmacológico , Adolescente , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Criança , Pré-Escolar , Citarabina/administração & dosagem , Citarabina/efeitos adversos , Relação Dose-Resposta a Droga , Esquema de Medicação , Humanos , Idarubicina/administração & dosagem , Idarubicina/efeitos adversos , Infusões Intravenosas , Leucemia Mieloide Aguda/diagnóstico , Leucemia Mieloide Aguda/mortalidade , Prognóstico , Taxa de Sobrevida
10.
Leukemia ; 29(8): 1648-55, 2015 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-25748682

RESUMO

The prognosis for children with high-risk relapsed acute lymphoblastic leukemia (ALL) is poor. Here, we assessed the prognostic importance of response during induction and consolidation treatment prior to hematopoietic stem cell transplantation (HSCT) aiming to evaluate the best time to assess minimal residual disease (MRD) for intervention strategies and in future trials in high-risk ALL relapse patients. Included patients (n=125) were treated uniformly according to the ALL-REZ BFM (Berlin-Frankfurt-Münster) 2002 relapse trial (median follow-up time=4.8 years). Patients with MRD ⩾10(-3) after induction treatment (76/119, 64%) or immediately preceding HSCT (19/71, 27%) had a significantly worse probability of disease-free survival 10 years after relapse treatment begin, with 26% (±6%) or 23% (±7%), respectively, compared with 58% (±8%) or 48% (±7%) for patients with MRD <10(-3). Conventional intensive consolidation treatment reduced MRD to <10(-3) before HSCT in 63% of patients, whereas MRD remained high or increased in the rest of this patient group. Our data support that MRD after induction treatment can be used to quantify the activity of different induction treatment strategies in phase II trials. MRD persistence at ⩾10(-3) before HSCT reflects a disease highly resistant to conventional intensive chemotherapy and requiring prospective controlled investigation of new treatment strategies and drugs.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Monitorização Fisiológica , Recidiva Local de Neoplasia/tratamento farmacológico , Neoplasia Residual/tratamento farmacológico , Leucemia-Linfoma Linfoblástico de Células Precursoras/tratamento farmacológico , Adolescente , Criança , Feminino , Seguimentos , Transplante de Células-Tronco Hematopoéticas , Humanos , Quimioterapia de Indução , Masculino , Recidiva Local de Neoplasia/mortalidade , Recidiva Local de Neoplasia/patologia , Estadiamento de Neoplasias , Neoplasia Residual/mortalidade , Neoplasia Residual/patologia , Leucemia-Linfoma Linfoblástico de Células Precursoras/mortalidade , Leucemia-Linfoma Linfoblástico de Células Precursoras/patologia , Prognóstico , Estudos Prospectivos , Fatores de Risco , Taxa de Sobrevida
11.
Pediatr Hematol Oncol ; 31(2): 143-8, 2014 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-24498972

RESUMO

In adult therapy, arsenic trioxide (ATO) and all-trans-retinoic acid (ATRA) are recognized as active treatment of relapsed acute promyelocytic leukemia (APL). The efficacy of this combination in pediatric APL has not yet been well established. We report the case of a 6-year-old girl with relapsed APL, with a PML-RARα mutation, treated with a combination of ATO and ATRA. Over a period of 5 months, she received in total, 75 doses of intravenous ATO and 40 doses of oral ATRA. Currently, 22 months after relapse, she is still in complete remission. Here, we describe treatment of a relapsed APL in a child with limited treatment of ATO and ATRA and review the literature.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Leucemia Promielocítica Aguda/tratamento farmacológico , Trióxido de Arsênio , Arsenicais/administração & dosagem , Criança , Feminino , Humanos , Óxidos/administração & dosagem , Recidiva , Tretinoína/administração & dosagem
12.
Leukemia ; 28(3): 609-20, 2014 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-24270736

RESUMO

Switches from the lymphoid to myeloid lineage during B-cell precursor acute lymphoblastic leukemia (BCP-ALL) treatment are considered rare and thus far have been detected in MLL-rearranged leukemia. Here, we describe a novel BCP-ALL subset, switching BCP-ALL or swALL, which demonstrated monocytosis early during treatment. Despite their monocytic phenotype, 'monocytoids' share immunoreceptor gene rearrangements with leukemic B lymphoblasts. All swALLs demonstrated BCP-ALL with CD2 positivity and no MLL alterations, and the proportion of swALLs cases among BCP-ALLs was unexpectedly high (4%). The upregulation of CEBPα and demethylation of the CEBPA gene were significant in blasts at diagnosis, prior to the time when most of the switching occurs. Intermediate stages between CD14(neg)CD19(pos)CD34(pos) B lymphoblasts and CD14(pos)CD19(neg)CD34(neg) 'monocytoids' were detected, and changes in the expression of PAX5, PU1, M-CSFR, GM-CSFR and other genes accompanied the switch. Alterations in the Ikaros and ERG genes were more frequent in swALL patients; however, both were altered in only a minority of swALLs. Moreover, switching could be recapitulated in vitro and in mouse xenografts. Although children with swALL respond slowly to initial therapy, risk-based ALL therapy appears the treatment of choice for swALL. SwALL shows that transdifferentiating into monocytic lineage is specifically associated with CEBPα changes and CD2 expression.


Assuntos
Antígenos CD2/imunologia , Monócitos/patologia , Leucemia-Linfoma Linfoblástico de Células Precursoras B/imunologia , Adolescente , Linhagem da Célula , Criança , Pré-Escolar , Estudos de Coortes , Feminino , Humanos , Imunofenotipagem , Masculino , Reação em Cadeia da Polimerase Multiplex , Neoplasia Residual , Leucemia-Linfoma Linfoblástico de Células Precursoras B/patologia , Prognóstico
13.
Leukemia ; 28(5): 1015-21, 2014 May.
Artigo em Inglês | MEDLINE | ID: mdl-24166298

RESUMO

Intrachromosomal amplification of chromosome 21 (iAMP21) defines a distinct cytogenetic subgroup of childhood B-cell precursor acute lymphoblastic leukaemia (BCP-ALL). To date, fluorescence in situ hybridisation (FISH), with probes specific for the RUNX1 gene, provides the only reliable detection method (five or more RUNX1 signals per cell). Patients with iAMP21 are older (median age 9 years) with a low white cell count. Previously, we demonstrated a high relapse risk when these patients were treated as standard risk. Recent studies have shown improved outcome on intensive therapy. In view of these treatment implications, accurate identification is essential. Here we have studied the cytogenetics and outcome of 530 iAMP21 patients that highlighted the association of specific secondary chromosomal and genetic changes with iAMP21 to assist in diagnosis, including the gain of chromosome X, loss or deletion of chromosome 7, ETV6 and RB1 deletions. These iAMP21 patients when treated as high risk showed the same improved outcome as those in trial-based studies regardless of the backbone chemotherapy regimen given. This study reinforces the importance of intensified treatment to reduce the risk of relapse in iAMP21 patients. This now well-defined patient subgroup should be recognised by World Health Organisation (WHO) as a distinct entity of BCP-ALL.


Assuntos
Cromossomos Humanos Par 21 , Análise Citogenética , Leucemia-Linfoma Linfoblástico de Células Precursoras/genética , Adolescente , Adulto , Criança , Pré-Escolar , Subunidade alfa 2 de Fator de Ligação ao Core/genética , Feminino , Humanos , Hibridização in Situ Fluorescente , Masculino , Leucemia-Linfoma Linfoblástico de Células Precursoras/terapia , Resultado do Tratamento , Adulto Jovem
14.
Leukemia ; 28(3): 577-88, 2014 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-24080946

RESUMO

Histone deacetylase (HDAC) inhibitors (HDACis) are well-characterized anti-cancer agents with promising results in clinical trials. However, mechanistically little is known regarding their selectivity in killing malignant cells while sparing normal cells. Gene expression-based chemical genomics identified HDACis as being particularly potent against Down syndrome-associated myeloid leukemia (DS-AMKL) blasts. Investigating the antileukemic function of HDACis revealed their transcriptional and post-translational regulation of key autophagic proteins, including ATG7. This leads to suppression of autophagy, a lysosomal degradation process that can protect cells against damaged or unnecessary organelles and protein aggregates. DS-AMKL cells exhibit low baseline autophagy due to mammalian target of rapamycin (mTOR) activation. Consequently, HDAC inhibition repressed autophagy below a critical threshold, which resulted in accumulation of mitochondria, production of reactive oxygen species, DNA damage and apoptosis. Those HDACi-mediated effects could be reverted upon autophagy activation or aggravated upon further pharmacological or genetic inhibition. Our findings were further extended to other major acute myeloid leukemia subgroups with low basal level autophagy. The constitutive suppression of autophagy due to mTOR activation represents an inherent difference between cancer and normal cells. Thus, via autophagy suppression, HDACis deprive cells of an essential pro-survival mechanism, which translates into an attractive strategy to specifically target cancer cells.


Assuntos
Antineoplásicos/farmacologia , Apoptose/efeitos dos fármacos , Autofagia/efeitos dos fármacos , Inibidores de Histona Desacetilases/farmacologia , Leucemia Mieloide/patologia , Animais , Humanos , Leucemia Mieloide/imunologia , Leucemia Mieloide/metabolismo , Camundongos , Espécies Reativas de Oxigênio/metabolismo , Ensaios Antitumorais Modelo de Xenoenxerto
15.
Leukemia ; 26(4): 654-61, 2012 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-21968880

RESUMO

Infants <1 year of age have a high prevalence of prognostically unfavorable leukemias and a presumed susceptibility to treatment-related toxicities. A total of 125 infants with acute myeloid leukemia (AML) were treated in studies AML-BFM-98 (n = 59) and -2004 (n = 66). Treatment regimens of both studies were comparable, consisting of intensive induction followed by four courses (mainly high-dose cytarabine and anthracyclines). Allogeneic-hematopoietic stem-cell-transplantation (allo-HSCT) in 1st remission was optional for high-risk (HR) patients. Most infants (120/125=96%) were HR patients according to morphological, cytogenetic/molecular genetic and response criteria. Five-year overall survival was 66 ± 4%, and improved from 61 ± 6% in study-98 to 75 ± 6% in study-2004 (P(logrank) 0.14) and event-free survival rates were 44 ± 6% and 51 ± 6% (P(logrank) 0.66), respectively. Results in HR infants were similar to those of older HR children (1-<2- or 2-<10-year olds, P(logrank) 0.90 for survival). Survival rates of HSCT in 1st remission, initial partial response and after relapse were high (13/14, 2/8 and 20/30 patients, respectively). The latter contributes to excellent 5-year survival after relapse (50±8%). Despite more severe infections and pulmonary toxicities in infants, treatment-related death rate was identical to that of older children (3%). Our data indicate that intensive frontline and relapse AML treatment is feasible in infants, toxicities are manageable, and outcome is favorable.


Assuntos
Leucemia Mieloide Aguda/terapia , Antraciclinas/administração & dosagem , Criança , Pré-Escolar , Citarabina/administração & dosagem , Feminino , Transplante de Células-Tronco Hematopoéticas , Histona-Lisina N-Metiltransferase , Humanos , Lactente , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/mortalidade , Masculino , Análise Multivariada , Proteína de Leucina Linfoide-Mieloide/genética , Terapia de Salvação , Resultado do Tratamento
17.
Bone Marrow Transplant ; 34(9): 795-8, 2004 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-15354207

RESUMO

The optimal therapy for children with relapsed or refractory acute promyelocytic leukemia (APL) is unclear. We therefore reviewed our institutional outcomes for children undergoing allogeneic hematopoietic stem cell transplantation (HSCT) for advanced APL. Between 1986 and 2003, 12 allogeneic HSCTs (five related donor, seven unrelated donor) were performed for 11 patients (median age, 13 years) with relapsed (n = 8) or refractory (n = 3) APL. All patients engrafted, after a median of 18.5 days. Grade B-D acute graft-versus-host disease (GVHD) developed after five transplants (42%; 90% CI, 18-68%), and the cumulative incidence of chronic GVHD was 45% (90% CI, 19-71%). The cumulative incidence of overt relapse post-HSCT was 10% (90% CI, 0-28%). The overall 5-year survival was 73% (90% confidence interval (CI), 51-95%), with a median post-HSCT follow-up of 64 months. The Lansky/Karnofsky performance scores are 100% in six of eight survivors. In view of the low risk of subsequent relapse and favorable survival suggested by other reports and our own experience, we continue to recommend allogeneic HSCT for children with advanced APL for whom a suitably HLA-matched donor is identified.


Assuntos
Leucemia Promielocítica Aguda/terapia , Transplante de Células-Tronco , Doença Aguda , Adolescente , Adulto , Criança , Pré-Escolar , Doença Crônica , Feminino , Doença Enxerto-Hospedeiro/epidemiologia , Teste de Histocompatibilidade , Humanos , Incidência , Masculino , Recidiva , Estudos Retrospectivos , Transplante de Células-Tronco/efeitos adversos , Análise de Sobrevida , Transplante Homólogo/efeitos adversos , Resultado do Tratamento
18.
Eur J Pharm Sci ; 7(1): 5-16, 1998 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-9845773

RESUMO

Artificial Neural Networks (ANN) methodology was used to assess experimental data from a tablet compression study showing highly non-linear relationships (i.e. measurements of ejection forces) and compared to classical modelling technique (i.e. Response Surface Methodology, RSM). These kinds of relationships are known to be difficult to model using classical methods. The aim of this investigation was to quantitatively describe the achieved degree of data fitting and predicting abilities of the developed models. The comparison between the ANN and RSM was carried out both graphically and numerically. For comparing the goodness of fit, all data were used, whereas for the goodness of prediction the data were split into a learning and a validation data set. Better results were achieved for the model using ANN methodology with regard to data fitting and predicting ability. All determined ejection properties were mainly influenced by the concentration of magnesium stearate and silica aerogel, whereas the other factors showed very much lower effects. Important relationships could be recognised from the ANN model only, whereas the RSM model ignored them. The ANN methodology represents a useful alternative to classical modelling techniques when applied to variable data sets presenting non-linear relationships.


Assuntos
Química Farmacêutica/métodos , Redes Neurais de Computação , Comprimidos/química , Força Compressiva , Excipientes/química , Reprodutibilidade dos Testes
19.
Eur J Pharm Sci ; 7(1): 17-28, 1998 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-9845774

RESUMO

An application of the Artificial Neural Networks (ANN) methodology was investigated using experimental data from a mixture properties study and compared to classical modelling technique (i.e. Response Surface Methodology, RSM) both graphically and numerically. The aim of this investigation was to quantitatively describe the achieved degree of data fitting and robustness of the developed models. For comparing the goodness of fit, the R2 coefficient was used, whereas for the robustness of the models an outlier measurement was integrated in the data set. Comparable results were achieved for both ANN- and RSM methodologies for data fitting. The robustness of the models towards outliers was clearly better for the RSM methodology. All determined mixture properties were mainly influenced by the concentration of silica aerogel, whereas the other factors showed very much lower effects. For that reason the physical properties of this excipient (e.g. its specific surface area) are of importance for the behaviour of the mixtures.


Assuntos
Química Farmacêutica/métodos , Redes Neurais de Computação , Interpretação Estatística de Dados , Formas de Dosagem , Excipientes/química , Modelos Estatísticos , Tamanho da Partícula , Pós
20.
Eur J Pharm Sci ; 6(4): 287-301, 1998 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-9795084

RESUMO

Artificial Neural Networks (ANN) methodology was used to analyse experimental data from a tabletting study and compared both graphically and numerically to classical modelling techniques (i.e. Response surface methodology, RSM). The aim of this investigation was to describe quantitatively the degree of data fitting achieved and the robustness of the developed models using two types of experimental design (i.e. a statistical, highly organised design and a randomised design). To compare goodness of fit, the R(2) coefficient was used, whereas for the robustness of the models the R(2) coefficient of an independent validation data set was computed. Comparable results were achieved for both ANN and RSM methodology when using the statistical plan. However, the robustness of the models when developed based on a randomised plan was clearly better for the ANN methodology. Based on the results of this study, it appears that the ANN methodology is much less sensitive to the organisational level of a trial design and is therefore better adapted to the data analysis of the results of historical or poorly organised trials. All tablet properties determined were largely influenced by the dwell time during compression as well as by concentration of silica aerogel and magnesium stearate, whereas the other factors showed very much weaker effects.


Assuntos
Redes Neurais de Computação , Projetos de Pesquisa , Comprimidos , Biofarmácia , Modelos Estatísticos , Distribuição Aleatória , Reprodutibilidade dos Testes , Solubilidade , Resistência à Tração
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