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1.
BMC Cancer ; 22(1): 201, 2022 Feb 22.
Artigo em Inglês | MEDLINE | ID: mdl-35193533

RESUMO

BACKGROUND: Acute promyelocytic leukemia (APL) is considered a hematologic emergency due to high risk of bleeding and fatal hemorrhages being a major cause of death. Despite lower death rates reported from clinical trials, patient registry data suggest an early death rate of 20%, especially for elderly and frail patients. Therefore, reliable diagnosis is required as treatment with differentiation-inducing agents leads to cure in the majority of patients. However, diagnosis commonly relies on cytomorphology and genetic confirmation of the pathognomonic t(15;17). Yet, the latter is more time consuming and in some regions unavailable. METHODS: In recent years, deep learning (DL) has been evaluated for medical image recognition showing outstanding capabilities in analyzing large amounts of image data and provides reliable classification results. We developed a multi-stage DL platform that automatically reads images of bone marrow smears, accurately segments cells, and subsequently predicts APL using image data only. We retrospectively identified 51 APL patients from previous multicenter trials and compared them to 1048 non-APL acute myeloid leukemia (AML) patients and 236 healthy bone marrow donor samples, respectively. RESULTS: Our DL platform segments bone marrow cells with a mean average precision and a mean average recall of both 0.97. Further, it achieves high accuracy in detecting APL by distinguishing between APL and non-APL AML as well as APL and healthy donors with an area under the receiver operating characteristic of 0.8575 and 0.9585, respectively, using visual image data only. CONCLUSIONS: Our study underlines not only the feasibility of DL to detect distinct morphologies that accompany a cytogenetic aberration like t(15;17) in APL, but also shows the capability of DL to abstract information from a small medical data set, i. e. 51 APL patients, and infer correct predictions. This demonstrates the suitability of DL to assist in the diagnosis of rare cancer entities. As our DL platform predicts APL from bone marrow smear images alone, this may be used to diagnose APL in regions were molecular or cytogenetic subtyping is not routinely available and raise attention to suspected cases of APL for expert evaluation.


Assuntos
Células da Medula Óssea/patologia , Exame de Medula Óssea/métodos , Aprendizado Profundo , Leucemia Promielocítica Aguda/diagnóstico , Idoso , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Reprodutibilidade dos Testes , Estudos Retrospectivos , Coloração e Rotulagem
2.
BMC Palliat Care ; 21(1): 62, 2022 May 02.
Artigo em Inglês | MEDLINE | ID: mdl-35501763

RESUMO

BACKGROUND: Although the majority of German patients in a palliative state prefer to die at home, the actual place of death is most often a hospital. Unplanned hospital readmissions (UHA) not only contradict most patients' preferences but also increase the probability of an aggressive end-of-life treatment. As limited knowledge is available which factors contribute to an UHA, the PRePP-project aims to explore predictors related to informal caregivers (IC) as well as medical and structural factors. METHODS: This prospective, observational, mono-centric study will assess structural and medical factors as well as ICs' psychological burden throughout seven study visits. Starting in April 2021 it will consecutively include 240 patients and their respective IC if available. Standardized measures concerning ICs' Quality of Life (WHOQOL-BREF), psychological distress (NCCN-Distress Thermometer), anxiety (GAD-7) and depressiveness (PHQ-9) will be assessed. If participants prefer, assessment via phone, browser-based or paper-based will be conducted. Medical records will provide routinely assessed information concerning patient-related characteristics such as gender, age, duration of hospital stay and medical condition. Nurse-reported data will give information on whether hospitalization and death occurred unexpectedly. Data will be progressed pseudonymized. Multivariable regression models will help to identify predictors of the primary endpoint "unplanned hospital admissions". DISCUSSION: The PRePP-project is an important prerequisite for a clinical risk assessment of UHAs. Nevertheless, it faces several methodological challenges: as it is a single center study, representativity of results is limited while social desirability might be increased as the study is partly conducted by the treatment team. Furthermore, we anticipated an underrepresentation of highly burdened participants as they might refrain from participation. TRIAL REGISTRATION: This study was retrospectively registered 19 October 2021 at clinicaltrials.gov (NCT05082389). https://clinicaltrials.gov/ct2/show/NCT05082389.


Assuntos
Cuidadores , Readmissão do Paciente , Cuidadores/psicologia , Humanos , Estudos Observacionais como Assunto , Pacientes Ambulatoriais , Estudos Prospectivos , Qualidade de Vida
3.
Cytotherapy ; 22(1): 21-26, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31883948

RESUMO

Isolation of mesenchymal stromal cells (MSCs) from pretreated, hematologic patients is challenging. Especially after allogeneic hematopoietic cell transplantation (HCT), standard protocols using bone marrow aspirates fail to reliably recover sufficient cell numbers. Because MSCs are considered to contribute to processes that mainly affect the outcome after transplantation, such as an efficient lymphohematopoietic recovery, extent of graft-versus-host disease as well as the occurrence of leukemic relapse, it is of great clinical relevance to investigate MSC function in this context. Previous studies showed that MSCs can be isolated by collagenase digestion of large bone fragments of hematologically healthy patients undergoing hip replacement or knee surgeries. We have now further developed this procedure for the isolation of MSCs from hematologic patients after allogeneic HCT by using trephine biopsy specimens obtained during routine examinations. Comparison of aspirates and trephine biopsy specimens from patients after allogeneic HCT revealed a significantly higher frequency of clonogenic MSCs (colony-forming unit-fibroblast [CFU-F]) in trephine biopsy specimens (mean, 289.8 ± standard deviation 322.5 CFU-F colonies/1 × 106 total nucleated cells versus 4.2 ± 9.9; P < 0.0001). Subsequent expansion of functional MSCs isolated from trephine biopsy specimen was more robust and led to a significantly higher yield compared with control samples expanded from aspirates (median, 1.6 × 106; range, 0-2.3 × 107 P0 MSCs versus 5.4 × 104; range, 0-8.9 × 106; P < 0.0001). Using trephine biopsy specimens as MSC source facilitates the investigation of various clinical questions.


Assuntos
Células da Medula Óssea/citologia , Transplante de Células-Tronco Hematopoéticas/métodos , Leucemia/terapia , Células-Tronco Mesenquimais/citologia , Adulto , Idoso , Biópsia , Medula Óssea , Colagenases/farmacologia , Feminino , Doença Enxerto-Hospedeiro/patologia , Humanos , Masculino , Pessoa de Meia-Idade , Células Tumorais Cultivadas , Adulto Jovem
4.
Ann Hematol ; 99(12): 2723-2729, 2020 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-32935189

RESUMO

Despite the increasing role of molecular markers, differential counts and morphology of hematopoietic cells in the bone marrow (BM) remain essential diagnostic criteria in hematological diseases. However, the respective reference values for BM myelogram commonly used came from small series with limited numbers of healthy individuals. We evaluated the myelograms of 236 healthy individuals who underwent unrelated bone marrow donation. Health check-ups were performed 4 weeks prior to harvest. Samples for this study, taken from the first aspiration, were stained according to the standard Pappenheim method. Three experienced investigators assessed cellularity, megakaryopoiesis, and differential counts independently. The median donor age was 31 (range 18-51) years. Predonation tests did not reveal any relevant morbidity. Thirty-seven out of 42 hypocellular marrow samples were from younger donors up to 39 years. Content of megakaryocytes was normal in 210 specimens (89%). Gender and body mass index had significant impact on hematopoiesis, whereas age had not. The number of erythroblasts was higher (about 32%) and the proportion granulopoiesis slightly lower (about 50%) compared with previous studies. Differential counts showed also some differences with respect to individual maturation stages in these lines. Interrater comparisons showed greater reliability for the assignment of cells to the different hematopoietic cell lines than for single-cell diagnoses. This study largely confirms the results for cell counts in normal human bone marrow available from previous reports and provides some insights into factors that affect individual cell populations. It also reveals substantial variability among even experienced investigators in cytological diagnoses.


Assuntos
Contagem de Células Sanguíneas/normas , Células da Medula Óssea/fisiologia , Transplante de Medula Óssea/normas , Doadores Vivos , Adolescente , Adulto , Contagem de Células Sanguíneas/métodos , Transplante de Medula Óssea/métodos , Contagem de Células/métodos , Contagem de Células/normas , Estudos de Coortes , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Distribuição Aleatória , Valores de Referência , Reprodutibilidade dos Testes , Estudos Retrospectivos , Adulto Jovem
5.
Lancet Oncol ; 23(6): e236, 2022 06.
Artigo em Inglês | MEDLINE | ID: mdl-35654053
6.
Support Care Cancer ; 25(9): 2849-2856, 2017 09.
Artigo em Inglês | MEDLINE | ID: mdl-28434096

RESUMO

PURPOSE: Gastrointestinal obstruction presents many burdens for patients with end-stage abdominal cancer, such as nausea and vomiting. Few detailed data on the efficacy of a percutaneous endoscopic gastrostomy (PEG) for decompression exists. This retrospective cohort study investigates the quantity of symptom relief realized with PEG and the corresponding complications. METHODS: Chart reviews of 75 patients with malignant gastrointestinal obstruction, who received a PEG for decompression, were performed. Abstracted data includes symptoms (vomiting, nausea, abdominal pain) and medication up to 7 days before and after the intervention, complications, demographics, potential influencing factors and survival. Generalized estimating equations (GEE) models determined symptom reduction. RESULTS: PEG decreased the mean frequency of vomiting per day from 2.2 (95% confidence interval (CI) 1.7-2.7) to 0.4 (95% CI 0.3-0.6) (p < 0.001). The probability of the occurrence of nausea on a given day was 80% (95% CI 74-85%) prior to the PEG placement and 40% (95% CI 34-47%) afterwards (p < 0.001). One hundred twelve complications were reported in 56 patients (none 19/75 patients (25%), minor 52/75 (69%), major 18/75 (24%)). Stomal leakage (18/75 patients), mild wound pain (17/75) and tube occlusion (13/75) occurred most frequently. The failure of the first attempt of the PEG placement (7/75) presented as the leading major complication. CONCLUSIONS: The PEG for decompression significantly reduces vomiting and nausea in patients with malignant gastrointestinal obstruction (p < 0.001). Minor complications are common and should be discussed prior to the intervention. Nevertheless, the PEG appears to demonstrate prevailing benefits in comparison to the risks.


Assuntos
Gastrostomia/métodos , Obstrução Intestinal/cirurgia , Adulto , Idoso , Idoso de 80 Anos ou mais , Estudos de Coortes , Feminino , Gastrostomia/efeitos adversos , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Fatores de Risco , Adulto Jovem
7.
Ann Hematol ; 94(4): 557-63, 2015 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-25366167

RESUMO

The combination of all-trans retinoic acid (ATRA) and idarubicin (AIDA) for induction therapy followed by three cycles of risk-adapted consolidation cycles is considered standard of care for patients with acute promyelocytic leukemia (APL). We report the outcome of 141 patients (median age 51 years; range, 19-82, 31 % ≥60 years) enrolled into the prospective Study Alliance Leukemia (SAL)-AIDA2000 trial, which comprised AIDA-based induction followed by only two courses of risk-adapted consolidation (daunorubicin or mitoxantrone ± cytarabine) followed by 2-year maintenance treatment. The early death rate was 7 % (median age 66 years), and additional 9 % stopped further treatment after induction. The estimated 6-year disease-free survival (DFS) was 80 % in all patients, 84 % in patients ≤60 and 72 % in patients >60 years (p = 0.140). No significant survival differences were observed between the high-risk and the non-high-risk patients (6-year OS 78 vs. 81 %, p = 0.625). Our results confirm the efficacy of a risk-adapted approach in APL patients. Furthermore, long-term outcomes are comparable to the results obtained with three cycles of consolidation. A modification of the number and intensity of conventional consolidation treatment may be a less toxic but equally effective approach and should be considered for further evaluation in randomized clinical trials in APL.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/administração & dosagem , Quimioterapia de Consolidação/métodos , Idarubicina/administração & dosagem , Leucemia Promielocítica Aguda/tratamento farmacológico , Tretinoína/administração & dosagem , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Esquema de Medicação , Feminino , Humanos , Leucemia Promielocítica Aguda/mortalidade , Masculino , Pessoa de Meia-Idade , Medicina de Precisão , Risco , Análise de Sobrevida , Adulto Jovem
8.
Urologie ; 63(5): 497-506, 2024 May.
Artigo em Alemão | MEDLINE | ID: mdl-38597946

RESUMO

Pharmacological pain therapy in cancer patients is based on guideline recommendations, which, however, do not fully coincide in all aspects due to varying weighting of evidence. The present article discusses current issues including the decreasing significance of the World Health Organization (WHO) analgesic ladder, with its distinction between step 2 and 3 being increasingly questioned. Risks of nonopioid analgesics such as paracetamol and nonsteroidal anti-inflammatory drugs (NSAIDs), particularly in older populations, are discussed. Paracetamol may potentially reduce the effectiveness of immunotherapies. Aspects of administering analgesics via a feeding tube are considered. Recommendations for the treatment of episodic pain, transitioning between different opioids, and some relevant interactions are also discussed.


Assuntos
Dor do Câncer , Manejo da Dor , Humanos , Dor do Câncer/tratamento farmacológico , Manejo da Dor/métodos , Neoplasias/complicações , Neoplasias/tratamento farmacológico , Analgésicos/uso terapêutico , Analgésicos/administração & dosagem , Analgésicos/efeitos adversos , Analgésicos Opioides/uso terapêutico , Analgésicos Opioides/efeitos adversos , Analgésicos Opioides/administração & dosagem , Anti-Inflamatórios não Esteroides/uso terapêutico , Anti-Inflamatórios não Esteroides/administração & dosagem , Guias de Prática Clínica como Assunto , Acetaminofen/uso terapêutico , Acetaminofen/efeitos adversos
9.
Br J Haematol ; 161(2): 237-44, 2013 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-23432431

RESUMO

The role of allogeneic stem cell transplantation (HSCT) as compared to chemotherapy in acute myeloid leukaemia (AML) patients with abnormalities of chromosome 17p [abnl(17p)] has not yet been defined. Therefore, we analysed 3530 AML patients treated in three randomized, prospective, controlled clinical trials and compared post-remission therapies using a multivariate Cox regression analysis to determine whether allogeneic HSCT is superior than chemotherapy in overcoming the detrimental impact of patients with abnl(17p) AML. One hundred and forty-three patients (4%) were identified with abnl(17p) AML. All patients had received intensive induction chemotherapy. Forty-seven patients with a median age of 54 years (18-69 years) proceeded to allogeneic HSCT in first or second remission. The 3-year overall survival (OS) rate for the entire cohort of patients was 4% [95% confidence interval (CI), 1-7%]. OS and event-free survival at 3 years, calculated from the day of HSCT, was 11% (95% CI, 2-20%) and 6% (95% CI, 0-13%), respectively. Multivariate Cox regression analysis showed no benefit of allogeneic HSCT compared to chemotherapy (Hazard Ratio 0·97, 95% CI 0·56-1·67, P = 0·9). In conclusion, allogeneic HSCT does not improve survival in patients with abnl(17p) AML as compared to other adverse cytogenetic risk abnormalities.


Assuntos
Cariótipo Anormal , Cromossomos Humanos Par 17/genética , Transplante de Células-Tronco Hematopoéticas , Leucemia Mieloide Aguda , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Intervalo Livre de Doença , Feminino , Humanos , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/mortalidade , Leucemia Mieloide Aguda/terapia , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Taxa de Sobrevida , Transplante Homólogo
10.
BMC Cancer ; 13: 66, 2013 Feb 07.
Artigo em Inglês | MEDLINE | ID: mdl-23391192

RESUMO

BACKGROUND: A better understanding of patients' views on the benefit and burden obtained from palliative chemotherapy would facilitate shared decision making. We evaluated palliative cancer patients' reported outcomes (PROs) for toxicity and investigated the survival threshold for which they would repeat chemotherapy (CTx). METHODS: Patients who had received a minimum of three months of palliative CTx for advanced colorectal (CRC) or non-colorectal (non-CRC: upper gastrointestinal, lung and head-and-neck) cancer were assessed by questionnaire. Patients were questioned about PROs for toxicity, subjective burden from side effects, and were asked for the survival threshold necessary for them to repeat CTx. Expected survival (sum of indicated survival threshold and median survival time with best supportive care) was compared to the patients' actual survival. RESULTS: One hundred and thirty-four patients (CRC: 58; non-CRC: 76) were surveyed. The most frequent PRO- grade 3/4 toxicities were acne (12.8%), fatigue (9.0%), and diarrhea (8.5%). The symptom causing the highest subjective burden was fatigue and was worse than expected in 29.9% of the patients. The median survival threshold for which patients would repeat CTx was significantly longer in CRC than in non-CRC patients (p=0.01). Median expected survival was significantly longer than actual median survival (CRC: 44.0 months [22.0-65.9] compared with 30.0 months of actual survival [20.9-39.1]; non-CRC: 22.0 months [15.3-28.6] compared with 19.0 months of actual survival [15.1-22.9], p=0.03). CONCLUSION: Fatigue deserves more attention when toxicity of treatment and symptoms of disease are explained to patients. Patients' survival expectations from palliative chemotherapy are higher than previously described, exceed the median survival time known from phase III trials, and are significantly longer than their actual survival.


Assuntos
Antineoplásicos/efeitos adversos , Neoplasias Colorretais/tratamento farmacológico , Neoplasias Gastrointestinais/tratamento farmacológico , Neoplasias de Cabeça e Pescoço/tratamento farmacológico , Neoplasias Pulmonares/tratamento farmacológico , Cuidados Paliativos , Acne Vulgar/induzido quimicamente , Acne Vulgar/psicologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Diarreia/induzido quimicamente , Diarreia/psicologia , Fadiga/induzido quimicamente , Fadiga/psicologia , Feminino , Conhecimentos, Atitudes e Prática em Saúde , Humanos , Masculino , Pessoa de Meia-Idade , Cuidados Paliativos/psicologia , Autorrelato , Sobrevida/psicologia
11.
Ann Palliat Med ; 12(4): 826-833, 2023 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-37038066

RESUMO

BACKGROUND: Immune checkpoint inhibitors (ICI) have emerged as a successful treatment option for diverse cancer entities. However, ICI therapy can be associated with immune-related adverse events (irAE) that can affect any organ system. These side effects can be severe, irreversible and sometimes even fatal. Due to the presentation as diverse and often unspecific clinical patterns, end-of-life care concepts may be pursued hastily suspecting disease progression in oncological patients receiving palliative care (PC). CASE DESCRIPTION: This report describes two cancer patients whose symptom burden was caused by such irAEs: One patient with metastatic cutaneous squamous cell carcinoma (SCC) presenting with disorientation and urinary incontinence, another patient with metastatic melanoma presenting with a sudden and unspecific deterioration of the overall condition. After imaging and blood sampling, an encephalitis and an immune-mediated diabetes mellitus were diagnosed. After treatment with corticosteroids and hydration alongside insulin substitution both patients experienced a complete symptom relief. CONCLUSIONS: We aim to emphasize the importance of continued collaboration between primary care givers and PC teams as well as raise awareness among PC providers of severe immune-related side effects in cancer patients receiving ICI. Especially within this patient cohort, PC teams play a crucial part in detecting possible irAEs, which resolve in the majority of cases when receiving early guideline-adapted treatment.


Assuntos
Carcinoma de Células Escamosas , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos , Enfermagem de Cuidados Paliativos na Terminalidade da Vida , Neoplasias Cutâneas , Humanos , Cuidados Paliativos , Carcinoma de Células Escamosas/tratamento farmacológico
12.
Blood ; 116(6): 971-8, 2010 Aug 12.
Artigo em Inglês | MEDLINE | ID: mdl-20442365

RESUMO

We present an analysis of prognostic factors derived from a trial in patients with acute myeloid leukemia older than 60 years. The AML96 trial included 909 patients with a median age of 67 years (range, 61-87 years). Treatment included cytarabine-based induction therapy followed by 1 consolidation. The median follow-up time for all patients is 68 months (5.7 years). A total of 454 of all 909 patients reached a complete remission (50%). Five-year overall survival (OS) and disease-free survival were 9.7% and 14%, respectively. Multivariate analyses revealed that karyotype, age, NPM1 mutation status, white blood cell count, lactate dehydrogenase, and CD34 expression were of independent prognostic significance for OS. On the basis of the multivariate Cox model, an additive risk score was developed that allowed the subdivision of the largest group of patients with an intermediate-risk karyotype into 2 groups. We are, therefore, able to distinguish 4 prognostic groups: favorable risk, good intermediate risk, adverse intermediate risk, and high risk. The corresponding 3-year OS rates were 39.5%, 30%, 10.6%, and 3.3%, respectively. The risk model allows further stratification of patients with intermediate-risk karyotype into 2 prognostic groups with implications for the therapeutic strategy.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Leucemia Mieloide Aguda/tratamento farmacológico , Leucemia Mieloide Aguda/mortalidade , Idoso , Idoso de 80 Anos ou mais , Antimetabólitos Antineoplásicos/uso terapêutico , Estudos de Coortes , Citarabina/uso terapêutico , Daunorrubicina/uso terapêutico , Intervalo Livre de Doença , Feminino , Seguimentos , Humanos , Leucemia Mieloide Aguda/genética , Masculino , Pessoa de Meia-Idade , Análise Multivariada , Proteínas Nucleares/genética , Nucleofosmina , Prognóstico , Modelos de Riscos Proporcionais , Estudos Prospectivos , Indução de Remissão , Fatores de Risco , Tirosina Quinase 3 Semelhante a fms/genética
13.
Haematologica ; 97(5): 723-30, 2012 May.
Artigo em Inglês | MEDLINE | ID: mdl-22180437

RESUMO

BACKGROUND: According to WHO 2008 guidelines, the required percentage of cells manifesting dysplasia in the bone marrow to qualify as significant is 10% or over in one or more hematopoietic cell lineages, but this threshold is controversial. No 'normal' values have been established. Therefore, we investigated dyshematopoiesis in bone marrow aspirate squash preparations of 120 healthy bone marrow donors. DESIGN AND METHODS: Bone marrow squash slides of 120 healthy unrelated bone marrow donors were examined independently by 4 experienced morphologists. Samples were taken from the first aspiration during the harvest. Bone marrow preparation and assessment were performed according to WHO recommendations and ICSH guidelines. RESULTS: More than 10% dysmyelopoiesis could be detected in 46% of bone marrow aspirate squash preparations with 26% in 2 or more cell lineages and 7% in 3 cell lineages in healthy bone marrow donors. Donors under the age of 30 years exhibited more dysgranulopoietic changes and dysmegakaryopoietic changes (P<0.001) compared to the older donors. Female donors showed more dysgranulopoietic changes than male donors (P = 0.025). The concordance rate between the 4 investigators was modest in dysgranulopoiesis but poor in dyserythropoiesis and dysmegakaryopoiesis. CONCLUSIONS: The poor reliability of the 10% cut off was partly related to the proximity of the current criteria to the observed cut-off mean values of the normal population. These findings question the current WHO threshold of the 10% or over necessary for the percentage of cells manifesting dysplasia to be considered significant, and suggest that either a higher threshold would be more appropriate or different thresholds should be set for each lineage.


Assuntos
Medula Óssea/patologia , Eritropoese/fisiologia , Granulócitos/patologia , Hematopoese/fisiologia , Megacariócitos/patologia , Doadores de Tecidos , Adolescente , Adulto , Linhagem da Célula , Estudos de Coortes , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Variações Dependentes do Observador , Prognóstico , Adulto Jovem
14.
J Pers Med ; 12(8)2022 Aug 04.
Artigo em Inglês | MEDLINE | ID: mdl-36013227

RESUMO

AI model development for synthetic data generation to improve Machine Learning (ML) methodologies is an integral part of research in Computer Science and is currently being transferred to related medical fields, such as Systems Medicine and Medical Informatics. In general, the idea of personalized decision-making support based on patient data has driven the motivation of researchers in the medical domain for more than a decade, but the overall sparsity and scarcity of data are still major limitations. This is in contrast to currently applied technology that allows us to generate and analyze patient data in diverse forms, such as tabular data on health records, medical images, genomics data, or even audio and video. One solution arising to overcome these data limitations in relation to medical records is the synthetic generation of tabular data based on real world data. Consequently, ML-assisted decision-support can be interpreted more conveniently, using more relevant patient data at hand. At a methodological level, several state-of-the-art ML algorithms generate and derive decisions from such data. However, there remain key issues that hinder a broad practical implementation in real-life clinical settings. In this review, we will give for the first time insights towards current perspectives and potential impacts of using synthetic data generation in palliative care screening because it is a challenging prime example of highly individualized, sparsely available patient information. Taken together, the reader will obtain initial starting points and suitable solutions relevant for generating and using synthetic data for ML-based screenings in palliative care and beyond.

15.
Leukemia ; 36(1): 111-118, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34497326

RESUMO

The evaluation of bone marrow morphology by experienced hematopathologists is essential in the diagnosis of acute myeloid leukemia (AML); however, it suffers from a lack of standardization and inter-observer variability. Deep learning (DL) can process medical image data and provides data-driven class predictions. Here, we apply a multi-step DL approach to automatically segment cells from bone marrow images, distinguish between AML samples and healthy controls with an area under the receiver operating characteristic (AUROC) of 0.9699, and predict the mutation status of Nucleophosmin 1 (NPM1)-one of the most common mutations in AML-with an AUROC of 0.92 using only image data from bone marrow smears. Utilizing occlusion sensitivity maps, we observed so far unreported morphologic cell features such as a pattern of condensed chromatin and perinuclear lightening zones in myeloblasts of NPM1-mutated AML and prominent nucleoli in wild-type NPM1 AML enabling the DL model to provide accurate class predictions.


Assuntos
Biomarcadores Tumorais/genética , Medula Óssea/patologia , Aprendizado Profundo , Leucemia Mieloide Aguda/patologia , Mutação , Nucleofosmina/genética , Adulto , Idoso , Medula Óssea/metabolismo , Estudos de Casos e Controles , Feminino , Seguimentos , Humanos , Leucemia Mieloide Aguda/genética , Masculino , Pessoa de Meia-Idade , Prognóstico , Estudos Retrospectivos
16.
J Palliat Med ; 25(10): 1557-1562, 2022 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-35930252

RESUMO

Background: The opioid rotation ratios (ORRs) and conversion ratios (CRs) used worldwide among palliative care (PC) professionals to perform opioid rotations (ORs) and route conversions may have a wide variation. Methods: We surveyed PC professionals on opioid ratios used through email to the Multinational Association of Supportive Care in Cancer's PC study group and Twitter and Facebook posts between September and November 2020. Results: We received 370 responses from respondents from 53 countries: 276 (76%) were physicians, 46 (13%) advanced practice providers, 39 (11%) pharmacists, and 9 respondents did not report their profession. There were statistically significant variations in median CR from intravenous (IV) to oral morphine (2-3), IV to oral hydromorphone (2-4.5), ORR from IV hydromorphone to oral morphine (10-20), and ORR from transdermal fentanyl mcg/hour to oral morphine (2-3.5) across various groups. Conclusion: This survey highlights the wide variation in ORRs and CRs among PC clinicians worldwide and the need for further research to standardize practice.


Assuntos
Analgésicos Opioides , Neoplasias , Analgésicos Opioides/uso terapêutico , Fentanila , Humanos , Hidromorfona , Morfina , Cuidados Paliativos , Inquéritos e Questionários
17.
Mycoses ; 54(4): e143-7, 2011 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-20337942

RESUMO

Novel treatment schedules of induction therapy for acute lympoblastic leukaemia (ALL) use combinations of immunosuppressive and cytotoxic drugs that are associated with neutropenia and acquisition of invasive fungal infections. It has been described that posaconazole, a triazole antifungal drug, is active against a variety of Candida and Aspergillus species in vitro. Moreover, large clinical trials using posaconazole in severely immunosuppressed patients provided data on efficacy against Aspergillus in vivo. As patients with ALL are also affected by difficult-to-treat Aspergillus infections, we conducted a pilot study to prove the safety of posaconazole in patients undergoing intensified induction phase treatment. We report on eight patients receiving prophylactic (200 mg t.i.d.) dose of posaconazole and demonstrate good tolerability of the drug. The most obvious side effect was liver toxicity as defined by abnormal serum glutamic pyruvic transaminase, serum glutamic oxaloacetic transaminase and bilirubin levels (

Assuntos
Antifúngicos/administração & dosagem , Quimioprevenção/métodos , Micoses/prevenção & controle , Leucemia-Linfoma Linfoblástico de Células Precursoras/tratamento farmacológico , Triazóis/administração & dosagem , Adulto , Alanina Transaminase/sangue , Antifúngicos/efeitos adversos , Aspartato Aminotransferases/sangue , Aspergillus , Bilirrubina/sangue , Candida , Doença Hepática Induzida por Substâncias e Drogas/diagnóstico , Quimioprevenção/efeitos adversos , Feminino , Humanos , Testes de Função Hepática , Masculino , Triazóis/efeitos adversos , Adulto Jovem
18.
Transfus Med Hemother ; 37(5): 278-284, 2010.
Artigo em Inglês | MEDLINE | ID: mdl-21113250

RESUMO

BACKGROUND: Bernard-Soulier syndrome (BSS) is a severe congenital bleeding disorder characterized by thrombocytopenia, thrombocytopathy and decreased platelet adhesion. BSS results from genetic alterations of the glycoprotein (GP) Ib/IX/V complex. METHODS: We report on a patient demonstrating typical BSS phenotype (thrombocytopenia with giant platelets, bleeding symptoms). However, BSS was not diagnosed until he reached the age of 39 years. RESULTS: Flow cytometry of the patient's platelets revealed absence of GPIb/IX/V receptor surface expression. In addition, immunofluorescence analysis of patient's platelets demonstrated very faint staining of GPIX. A novel homozygous deletion comprising 11 nucleotides starting at position 1644 of the GPIX gene was identified using molecular genetic analysis. CONCLUSIONS: The novel 11-nucleotide deletion (g.1644_1654del11) was identified as causing the bleeding disorder in the BSS patient. This homozygous deletion includes the last 4 nucleotides of the Kozak sequence as well as the start codon and the following 4 nucleotides of the coding sequence. The Kozak sequence is a region indispensable for the initiation of the protein translation process, thus preventing synthesis of functional GPIX protein in the case of deletion.

19.
BMJ Open ; 10(8): e035546, 2020 08 27.
Artigo em Inglês | MEDLINE | ID: mdl-32859662

RESUMO

OBJECTIVES: The choice of drug treatment in advanced soft tissue sarcoma (STS) continues to be a challenge regarding efficacy, quality of life (QoL) and toxicity. Unlike other cancer types, where integrating patient-reported outcomes (PRO) has proven to be beneficial for QoL, there is no such evidence in patients with STS as of now. The YonLife trial aimed to explore the effect of a tailored multistep intervention on QoL, symptoms and survival in patients with advanced STS undergoing treatment with trabectedin as well as identifying predictors of QoL. DESIGN: YonLife is a cluster-randomised, open-label, proof-of-concept study. The intervention incorporates electronic PRO assessment, a case vignette and expert-consented treatment recommendations. PARTICIPANTS: Six hospitals were randomised to the control arm (CA) or interventional arm (IA). Seventy-nine patients were included of whom 40 were analysed as per-protocol analysis set. PRIMARY AND SECONDARY OUTCOME MEASURES: The primary end point was the change of Functional Assessment for Cancer Therapy (FACT-G) total score after 9 weeks. Secondary outcomes included QoL (FACT-G subscales), anorexia and cachexia (Functional Assessment of Anorexia/Cachexia Therapy (FAACT)), symptoms (MD Anderson Symptom Inventory (MDASI)), anxiety and depression (HADS), pain intensity and interference (Brief Pain Inventory (BPI)) and survival assessment. RESULTS: After 9 weeks of treatment, QoL declined less in the IA (ΔFACT-G total score: -2.4, 95% CI: -9.2 to 4.5) as compared with CA (ΔFACT-G total score: -3.9; 95% CI:-11.3 to 3.5; p=0.765). In almost all FACT-G subscales, average declines were lower in IA, but without reaching statistical significance. Smaller adverse trends between arms were observed for MDASI, FAACT, HADS and BPI scales. These trends failed to reach statistical significance. Overall mean survival was longer in IA (648 days) than in CA (389 days, p=0.110). QoL was predicted by symptom severity, symptom interference, depression and anxiety. CONCLUSION: Our data suggest a potentially favourable effect of an electronic patient-reported outcomes based intervention on QoL that needs to be reappraised in confirmatory studies. TRIAL REGISTRATION NUMBER: ClinicalTrials.gov Identifier (NCT02204111).


Assuntos
Sarcoma , Neoplasias de Tecidos Moles , Humanos , Cuidados Paliativos , Qualidade de Vida , Sarcoma/tratamento farmacológico , Neoplasias de Tecidos Moles/tratamento farmacológico , Trabectedina
20.
Clin Cancer Res ; 14(17): 5585-93, 2008 Sep 01.
Artigo em Inglês | MEDLINE | ID: mdl-18765552

RESUMO

PURPOSE: Gemtuzumab ozogamicin (GO) has been associated with an increased risk of liver sinusoidal obstruction syndrome (SOS) when applied within 3 months of allogeneic hematopoietic cell transplantation (HCT). We hypothesized that GO might be safe and effective as part of a reduced-intensity conditioning regimen as salvage therapy of CD33+ acute myeloid leukemia. EXPERIMENTAL DESIGN: Thirty-one patients with acute myeloid leukemia which relapsed following conventional therapy (n=15), autologous (n=3), or allogeneic (n=13) HCT were included in a prospective phase I/II trial. The preparative regimen contained 6 and 3 mg/m(2) of GO on days -21 and -14 before transplantation, leading to a reduction of marrow blasts in 18 patients (58%). Eight patients received further cytoreductive chemotherapy before conditioning therapy was initiated. Fludarabine-based reduced-intensity (n=11) or nonmyelablative (n=16) conditioning and peripheral blood stem cell infusion from related (n=6) or unrelated (n=21) donors could be done in 27 patients during cytopenia. RESULTS: Primary engraftment occurred in all evaluable patients. Only one case of reversible hepatic sinusoidal obstruction syndrome was documented. Non-relapse mortality until day 100 was 22% (n=6). The probabilities of overall and disease-free survival at 24 months were 39% and 35%, respectively. Relapse of leukemia occurring between 2 and 24 months after transplantation (median, 8 months) was the major reason for treatment failure and death. CONCLUSION: These data suggest that GO can be combined with reduced-intensity conditioning even after previous autologous or allogeneic HCT.


Assuntos
Aminoglicosídeos/administração & dosagem , Anticorpos Monoclonais/administração & dosagem , Transplante de Células-Tronco Hematopoéticas , Leucemia Mieloide Aguda/terapia , Condicionamento Pré-Transplante/métodos , Adolescente , Idoso , Aminoglicosídeos/efeitos adversos , Anticorpos Monoclonais/efeitos adversos , Anticorpos Monoclonais Humanizados , Feminino , Gemtuzumab , Humanos , Leucemia Mieloide Aguda/mortalidade , Masculino , Pessoa de Meia-Idade , Recidiva , Terapia de Salvação , Análise de Sobrevida , Transplante Homólogo
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