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1.
Nat Commun ; 10(1): 3170, 2019 07 18.
Article in English | MEDLINE | ID: mdl-31320621

ABSTRACT

Pseudoprogression (PsP) is a diagnostic clinical dilemma in cancer. In this study, we retrospectively analyse glioblastoma patients, and using their dynamic susceptibility contrast and dynamic contrast-enhanced perfusion MRI images we build a classifier using radiomic features obtained from both Ktrans and rCBV maps coupled with support vector machines. We achieve an accuracy of 90.82% (area under the curve (AUC) = 89.10%, sensitivity = 91.36%, 67 specificity = 88.24%, p = 0.017) in differentiating between pseudoprogression (PsP) and progressive disease (PD). The diagnostic performances of the models built using radiomic features from Ktrans and rCBV separately were equally high (Ktrans: AUC = 94%, 69 p = 0.012; rCBV: AUC = 89.8%, p = 0.004). Thus, this MR perfusion-based radiomic model demonstrates high accuracy, sensitivity and specificity in discriminating PsP from PD, thus provides a reliable alternative for noninvasive identification of PsP versus PD at the time of clinical/radiologic question. This study also illustrates the successful application of radiomic analysis as an advanced processing step on different MR perfusion maps.


Subject(s)
Brain Neoplasms/diagnostic imaging , Brain Neoplasms/diagnosis , Glioblastoma/diagnostic imaging , Glioblastoma/diagnosis , Magnetic Resonance Imaging/methods , Brain Neoplasms/pathology , Disease Progression , Female , Glioblastoma/pathology , Humans , Male , Middle Aged , Retrospective Studies , Sensitivity and Specificity , Support Vector Machine
2.
Rev Bras Reumatol Engl Ed ; 57(1): 64-72, 2017.
Article in English, Portuguese | MEDLINE | ID: mdl-28137404

ABSTRACT

Gout is an inflammatory arthritis characterized by the deposition of monosodium urate crystals in the synovial membrane, articular cartilage and periarticular tissues leading to inflammation. Men are more commonly affected, mainly after the 5th decade of life. Its incidence has been growing with the population aging. In the majority of the cases, the diagnosis is made by clinical criteria and synovial fluid analysis, in search for monosodium urate crystals. Nonetheless, gout may sometimes have atypical presentations, complicating the diagnosis. In these situations, imaging methods have a fundamental role, aiding in the diagnostic confirmation or excluding other possible differential diagnosis. Conventional radiographs are still the most commonly used method in gout patients' evaluation; nevertheless, this is not a sensitive method, since it detect only late alterations. In the last years, there have been several advances in imaging methods for gout patients. Ultrasound has shown a great accuracy in the diagnosis of gout, identifying monosodium urate deposits in the synovial membrane and articular cartilage, in detecting and characterizing tophi and in identifying tophaceous tendinopathy and enthesopathy. Ultrasound has also been able to show crystal deposition in patients with articular pain in the absence of a classical gout crisis. Computed tomography is an excellent method for detecting bone erosions, being useful in spine involvement. Dual-energy CT is a new method able to provide information about the chemical composition of tissues, with high accuracy in the identification of monosodium urate deposits, even in the early stages of the disease and in cases of difficult characterization. Magnetic resonance imaging is useful in the evaluation of deep tissues not accessible by ultrasound. Besides the diagnosis, with the emergence of new drugs that aim to reduce tophaceous burden, imaging methods have become useful tools in monitoring the treatment of patients with gout.


Subject(s)
Gout/diagnostic imaging , Gout/therapy , Magnetic Resonance Imaging , Radiography, Dual-Energy Scanned Projection , Gout/pathology , Humans , Reproducibility of Results , Sensitivity and Specificity , Tomography, X-Ray Computed
3.
Rev. bras. reumatol ; 57(1): 64-72, Jan.-Feb. 2017. graf
Article in English | LILACS | ID: biblio-844212

ABSTRACT

ABSTRACT Gout is an inflammatory arthritis characterized by the deposition of monosodium urate crystals in the synovial membrane, articular cartilage and periarticular tissues leading to inflammation. Men are more commonly affected, mainly after the 5th decade of life. Its incidence has been growing with the population aging.In the majority of the cases, the diagnosis is made by clinical criteria and synovial fluid analysis, in search for monosodium urate crystals. Nonetheless, gout may sometimes have atypical presentations, complicating the diagnosis. In these situations, imaging methods have a fundamental role, aiding in the diagnostic confirmation or excluding other possible differential diagnosis. Conventional radiographs are still the most commonly used method in gout patients’ evaluation; nevertheless, this is not a sensitive method, since it detect only late alterations. In the last years, there have been several advances in imaging methods for gout patients. Ultrasound has shown a great accuracy in the diagnosis of gout, identifying monosodium urate deposits in the synovial membrane and articular cartilage, in detecting and characterizing tophi and in identifying tophaceous tendinopathy and enthesopathy. Ultrasound has also been able to show crystal deposition in patients with articular pain in the absence of a classical gout crisis. Computed tomography is an excellent method for detecting bone erosions, being useful in spine involvement. Dual-energy CT is a new method able to provide information about the chemical composition of tissues, with high accuracy in the identification of monosodium urate deposits, even in the early stages of the disease and in cases of difficult characterization. Magnetic resonance imaging is useful in the evaluation of deep tissues not accessible by ultrasound. Besides the diagnosis, with the emergence of new drugs that aim to reduce tophaceous burden, imaging methods have become useful tools in monitoring the treatment of patients with gout.


RESUMO A gota é uma artrite caracterizada pela deposição de cristais de monourato sódico na membrana sinovial, na cartilagem articular e nos tecidos periarticulares que leva a um processo inflamatório. Na maioria dos casos o diagnóstico é estabelecido por critérios clínicos e pela análise do líquido sinovial, em busca dos cristais de MSU. Porém, a gota pode se manifestar de maneiras atípicas e dificultar o diagnóstico. Nessas situações, os exames de imagem têm papel fundamental, auxiliam na confirmação diagnóstica ou ainda excluem outros diagnósticos diferenciais. A radiografia convencional ainda é o método mais usado no acompanhamento desses pacientes, porém é um exame pouco sensível, por detectar somente alterações tardias. Nos últimos anos, surgiram avanços nos métodos de imagem em relação à gota. O ultrassom se mostra um exame de grande acurácia no diagnóstico de gota, identifica depósitos de MSU na cartilagem articular e nos tecidos periarticulares e detecta e caracteriza tofos, tendinopatias e entesopatias por tofos. A tomografia computadorizada é um ótimo exame para a detecção de erosões ósseas e avaliação do acometimento na coluna. A tomografia computadorizada de dupla-energia, um método novo, fornece informações sobre a composição química dos tecidos, permite a identificação dos depósitos de MSU com elevada acurácia. A ressonância magnética pode ser útil na avalição dos tecidos profundos, não acessíveis ao ultrassom. Além do diagnóstico, com o surgimento de drogas que visam reduzir a carga tofácea, os exames de imagem se tornam uma ferramenta útil no acompanhamento do tratamento dos pacientes com gota.


Subject(s)
Humans , Magnetic Resonance Imaging , Radiography, Dual-Energy Scanned Projection , Gout/therapy , Gout/diagnostic imaging , Tomography, X-Ray Computed , Reproducibility of Results , Sensitivity and Specificity , Gout/pathology
4.
Int J Rheum Dis ; 15(2): 179-82, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22462421

ABSTRACT

AIM: To investigate serum levels of tumor markers in patients with rheumatoid arthritis (RA) and their association with disease activity or the presence of cancer. METHOD: We performed an observational cohort study including 100 patients with RA and control subjects. Serum levels of tumor markers carcinoembryonic antigen (CEA), cancer antigen (CA) 125, CA 19-9 and CA 15-3 were evaluated along with clinical and laboratorial RA data. Association tests between tumor markers levels and RA disease activity parameters were performed. Patients with abnormal tests were submitted to further investigation, including chest X-ray, colonoscopy, abdominal ultrasonography, upper gastrointestinal endoscopy and mammography, depending on the type of tumor marker that was elevated. RESULTS: Patients with RA had high levels of CEA and CA 19-9 more frequently than controls (P < 0.05). No correlation was found between tumor markers and RA disease activity assessed by the Disease Activity Score 28. Two neoplasms were found, but only one was related to high tumor marker (an ovarian carcinoma with high CA 125 levels). CONCLUSION: High tumor markers were frequently found in RA patients, even with controlled disease and were not related to actual cancer. Therefore, small increases of these markers in RA cases probably do not warrant a search for an occult neoplasm.


Subject(s)
Arthritis, Rheumatoid/blood , Biomarkers, Tumor/blood , Neoplasms/blood , Arthritis, Rheumatoid/complications , Arthritis, Rheumatoid/physiopathology , CA-19-9 Antigen/blood , Carcinoembryonic Antigen/blood , Cohort Studies , Female , Health Status , Humans , Joints/physiopathology , Male , Middle Aged , Neoplasms/diagnosis , Severity of Illness Index
5.
Rev. bras. reumatol ; 52(2): 297-299, mar.-abr. 2012.
Article in Portuguese | LILACS | ID: lil-618383

ABSTRACT

A síndrome de Sjögren (SS) é uma doença autoimune caracterizada pela presença de infiltrado linfocítico nas glândulas salivares e lacrimais. Manifestações hematológicas da síndrome de Sjögren primária (SSp) geralmente consistem em anemia leve, trombocitopenia, neutropenia moderada e linfopenia. Agranulocitose é raramente descrita e, em geral, responde bem ao tratamento de imunossupressão. Neste trabalho, descrevemos o caso de uma paciente portadora de SSp que apresentou quadro de agranulocitose refratária ao tratamento. A biópsia de medula revelou medula óssea hipocelular com maturação normal da série granulocítica. A paciente foi sucessivamente tratada com prednisona em altas doses, fator estimulador de colônia de macrófagos e ciclosporina, todos sem resposta hematológica. Micofenolato mofetil (MMF) foi iniciado, e após dois meses houve aumento na contagem das células brancas. Após um ano de seguimento a paciente não apresentou novos episódios de neutropenia, nem complicações infecciosas. Concluímos que, na agranulocitose refratária associada à SSp, o tratamento com MMF pode ser uma opção eficaz e bem tolerada.


The Sjögren's syndrome (SS) is an autoimmune disease characterized by a lymphocytic infiltration of salivary and lacrimal glands. Hematological manifestations of primary SS (pSS) usually consist of mild anemia, thrombocytopenia, moderate neutropenia, and lymphopenia. Agranulocytosis is rarely reported and usually responds to immunosuppression. We report the case of a pSS patient who presented with refractory agranulocytosis. Bone marrow biopsy disclosed a hypocellular bone marrow with normal maturation of the granulocytic series. The patient was successively treated with high-dose prednisone, granulocyte-macrophage colony stimulation factor, and cyclosporine, with no hematological response. Mycophenolate mofetil (MMF) was initiated and after two months there was a rise on the white blood cell count. After one year of follow-up, she had neither further neutropenia episodes, nor infectious complications. We conclude that, in pSS refractory agranulocytosis, MMF can be an effective and well-tolerated treatment option.


Subject(s)
Aged , Female , Humans , Agranulocytosis/drug therapy , Agranulocytosis/etiology , Immunosuppressive Agents/therapeutic use , Mycophenolic Acid/analogs & derivatives , Sjogren's Syndrome/complications , Mycophenolic Acid/therapeutic use
6.
Rev Bras Reumatol ; 52(2): 297-9, 2012.
Article in English, Portuguese | MEDLINE | ID: mdl-22460418

ABSTRACT

The Sjögren's syndrome (SS) is an autoimmune disease characterized by a lymphocytic infiltration of salivary and lacrimal glands. Hematological manifestations of primary SS (pSS) usually consist of mild anemia, thrombocytopenia, moderate neutropenia, and lymphopenia. Agranulocytosis is rarely reported and usually responds to immunosuppression. We report the case of a pSS patient who presented with refractory agranulocytosis. Bone marrow biopsy disclosed a hypocellular bone marrow with normal maturation of the granulocytic series. The patient was successively treated with high-dose prednisone, granulocyte-macrophage colony stimulation factor, and cyclosporine, with no hematological response. Mycophenolate mofetil (MMF) was initiated and after two months there was a rise on the white blood cell count. After one year of follow-up, she had neither further neutropenia episodes, nor infectious complications. We conclude that, in pSS refractory agranulocytosis, MMF can be an effective and well-tolerated treatment option.


Subject(s)
Agranulocytosis/drug therapy , Agranulocytosis/etiology , Immunosuppressive Agents/therapeutic use , Mycophenolic Acid/analogs & derivatives , Sjogren's Syndrome/complications , Aged , Female , Humans , Mycophenolic Acid/therapeutic use
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