Supervised Human-Guided Data Exploration

Peer reviewe

Elastic SCAD as a novel penalization method for SVM classification tasks in high-dimensional data

<p>Abstract</p> <p>Background</p> <p>Classification and variable selection play an important role in knowledge discovery in high-dimensional data. Although Support Vector Machine (SVM) algorithms are among the most powerful classification and prediction methods with a wide range of scientific applications, the SVM does not include automatic feature selection and therefore a number of feature selection procedures have been developed. Regularisation approaches extend SVM to a feature selection method in a flexible way using penalty functions like LASSO, SCAD and Elastic Net.</p> <p>We propose a novel penalty function for SVM classification tasks, Elastic SCAD, a combination of SCAD and ridge penalties which overcomes the limitations of each penalty alone.</p> <p>Since SVM models are extremely sensitive to the choice of tuning parameters, we adopted an interval search algorithm, which in comparison to a fixed grid search finds rapidly and more precisely a global optimal solution.</p> <p>Results</p> <p>Feature selection methods with combined penalties (Elastic Net and Elastic SCAD SVMs) are more robust to a change of the model complexity than methods using single penalties. Our simulation study showed that Elastic SCAD SVM outperformed LASSO (<it>L</it>₁) and SCAD SVMs. Moreover, Elastic SCAD SVM provided sparser classifiers in terms of median number of features selected than Elastic Net SVM and often better predicted than Elastic Net in terms of misclassification error.</p> <p>Finally, we applied the penalization methods described above on four publicly available breast cancer data sets. Elastic SCAD SVM was the only method providing robust classifiers in sparse and non-sparse situations.</p> <p>Conclusions</p> <p>The proposed Elastic SCAD SVM algorithm provides the advantages of the SCAD penalty and at the same time avoids sparsity limitations for non-sparse data. We were first to demonstrate that the integration of the interval search algorithm and penalized SVM classification techniques provides fast solutions on the optimization of tuning parameters.</p> <p>The penalized SVM classification algorithms as well as fixed grid and interval search for finding appropriate tuning parameters were implemented in our freely available R package 'penalizedSVM'.</p> <p>We conclude that the Elastic SCAD SVM is a flexible and robust tool for classification and feature selection tasks for high-dimensional data such as microarray data sets.</p

Local and distant recurrences in rectal cancer patients are predicted by the nonspecific immune response; specific immune response has only a systemic effect - a histopathological and immunohistochemical study

BACKGROUND: Invasion and metastasis is a complex process governed by the interaction of genetically altered tumor cells and the immunological and inflammatory host reponse. Specific T-cells directed against tumor cells and the nonspecific inflammatory reaction due to tissue damage, cooperate against invasive tumor cells in order to prevent recurrences. Data concerning involvement of individual cell types are readily available but little is known about the coordinate interactions between both forms of immune response. PATIENTS AND METHODS: The presence of inflammatory infiltrate and eosinophils was determined in 1530 patients with rectal adenocarcinoma from a multicenter trial. We selected 160 patients to analyze this inflammatory infiltrate in more detail using immunohistochemistry. The association with the development of local and distant relapses was determined using univariate and multivariate log rank testing. RESULTS: Patients with an extensive inflammatory infiltrate around the tumor had lower recurrence rates (3.4% versus 6.9%, p = 0.03), showing the importance of host response against tumor cells. In particular, peritumoral mast cells prevent local and distant recurrence (44% versus 15%, p = 0.007 and 86% versus 21%, p < 0.0001, respectively), with improved survival as a consequence. The presence of intratumoral T-cells had independent prognostic value for the occurrence of distant metastases (32% versus 76%, p < 0.0001). CONCLUSIONS: We showed that next to properties of tumor cells, the amount and type of inflammation is also relevant in the control of rectal cancer. Knowledge of the factors involved may lead to new approaches in the management of rectal cancer

Klinische Bedeutung der Bestimmung der Bindung von Trijodthyronin an Serumproteine mittels Dextran-Gel-Filtration

Neben den bewährten älteren Verfahren zur Bestimmung des proteingebundenen127Jods und des Radiojodumsatzes hat sich die gleichzeitige Bestimmung des sog. freien und des proteingebundenen Anteils an in vitro mit Serum inkubiertem L-Trijodthyronin-131Jod mittels Dextran-Gel-Filtration klinisch zur Differentialdiagnose von Hyperthyreose und Euthyreose bewährt. Bei Ausnützung der Verdrängung von proteingebundenem L-Trijodthyronin-131Jod durch nichtmarkiertes Hormon und bei Variation der Dextran-Gel-Menge in der Säule bietet die Methode gute Differenzierungsmöglichkeiten auch für die Schilddrüsenfunktionszustände Euthyreose und Hypothyreose. Bei dem Verfahren wird der Patient nicht mit radioaktivem Jod belastet, ein für die Kinderklinik wichtiger Gesichtspunkt. Manche Störfaktoren, die den131Jodspeicherungstest und die Bestimmung des proteingebundenen Jods (PB127I) verfälschen, haben keinen Einfluß auf die mit der Dextran-Gel-Filtration untersuchten Proteinbindungsverhältnisse für L-Trijodthyronin-131Jod. So hat sich das Verfahren für die Untersuchung von Patienten mit operativ oder durch131Jodbehandlung verkleinerten Schilddrüsen, mit endokrinem Exophthalmus und in Fällen mit vorausgegangener Jodgabe, z. B. in Form von Kontrastmitteln, besonders bewährt. Mit der Bestimmung des sog. freien L-Trijodthyronin-131Jods wird ein physiologisch und pathogenetisch wichtiger Parameter der Schilddrüsenfunktion ermittelt. Die klinische Bedeutung der Bestimmung der Bindungs-und Transportverhältnisse für Trijodthyronin mittels Dextran-Gel-Filtration wird diskutiert.In addition to conventional methods of assay of protein bound iodine (PB127I) and of131iodine turnover in the thyroid, the simultaneous determination of socalled free and protein bound 1-triiodothyronine-131I, added in vitro to serum, using dextran gel filtration was found to be clinically helpful for diagnosis of euthyroidism and hyperthyroidism. Employing discharge effects of non-labelled triiodothyronine on protein bound 1-triiodothyronine-131I and varying the amount of dextran gel in the columns, the method provides reasonably good differentiation of euthyroid and hypothyroid states. No radioactive iodine is given to patients during this procedure, a fact of importance for pediatriciens. Some factors, that influence131iodine uptake or PB127I levels, do not disturb protein binding of 1-triiodothyronine-131I as determined by dextran gel filtration. The latter method was found to be especially useful for the examination of patients with surgically, or by therapy with131iodine dissected thyroid glands, with endocrine exophthalmos, and in cases of previous iodine administration (e.g. X-ray procedures). Determination of socalled free 1-triiodothyronine-131I provides information about a factor of physiological and pathogenetical significance, its clinical meaning is discussed

Decreased number of mast cells infiltrating into needle biopsy specimens leads to a better prognosis of prostate cancer

Mast cell infiltration is often observed around human tumours. Inflammatory cells such as macrophages, neutrophils and mast cells infiltrating around tumours are known to contribute to tumour growth; however, the clinical significance of mast cell invasion in prostate cancer (PCa) has not been investigated. Mast cell infiltration was evaluated in 104 patients (age range, 45–88 years; median, 72 years), who underwent needle biopsy of the prostate and were confirmed to have PCa. Needle biopsy specimens of prostate were sliced into 5-μm-thick sections and immunostained for mast cells with monoclonal antibody against mast cell-specific tryptase. Mast cells were counted systematically under a microscope (× 400 magnification), and the relations between mast cell numbers and clinicopathologic findings were evaluated. The mast cell count was evaluated for prognostic value by multivariate analysis. Mast cells were immunostained around the cancer foci. The median number of mast cells in each case was 16. The mast cell count was higher around cancer foci in patients with higher Gleason scores than in those with low Gleason scores. The mast cell number correlated well with clinical stage (P<0.001). Prostate-specific antigen-free survival of patients with higher mast cell counts was better than that in patients with lower mast cell counts (P<0.001). Multivariate analysis revealed that mast cell count was a significant prognostic factor (P<0.005). The number of mast cells infiltrating around cancer foci in prostate biopsy specimens can be a significant prognostic factor of PCa

Genome Wide DNA Copy Number Analysis of Serous Type Ovarian Carcinomas Identifies Genetic Markers Predictive of Clinical Outcome

Ovarian cancer is the fifth leading cause of cancer death in women. Ovarian cancers display a high degree of complex genetic alterations involving many oncogenes and tumor suppressor genes. Analysis of the association between genetic alterations and clinical endpoints such as survival will lead to improved patient management via genetic stratification of patients into clinically relevant subgroups. In this study, we aim to define subgroups of high-grade serous ovarian carcinomas that differ with respect to prognosis and overall survival. Genome-wide DNA copy number alterations (CNAs) were measured in 72 clinically annotated, high-grade serous tumors using high-resolution oligonucleotide arrays. Two clinically annotated, independent cohorts were used for validation. Unsupervised hierarchical clustering of copy number data derived from the 72 patient cohort resulted in two clusters with significant difference in progression free survival (PFS) and a marginal difference in overall survival (OS). GISTIC analysis of the two clusters identified altered regions unique to each cluster. Supervised clustering of two independent large cohorts of high-grade serous tumors using the classification scheme derived from the two initial clusters validated our results and identified 8 genomic regions that are distinctly different among the subgroups. These 8 regions map to 8p21.3, 8p23.2, 12p12.1, 17p11.2, 17p12, 19q12, 20q11.21 and 20q13.12; and harbor potential oncogenes and tumor suppressor genes that are likely to be involved in the pathogenesis of ovarian carcinoma. We have identified a set of genetic alterations that could be used for stratification of high-grade serous tumors into clinically relevant treatment subgroups

Erratum to: 36th International Symposium on Intensive Care and Emergency Medicine

[This corrects the article DOI: 10.1186/s13054-016-1208-6.]

Purinergic signalling and immune cells

This review article provides a historical perspective on the role of purinergic signalling in the regulation of various subsets of immune cells from early discoveries to current understanding. It is now recognised that adenosine 5'-triphosphate (ATP) and other nucleotides are released from cells following stress or injury. They can act on virtually all subsets of immune cells through a spectrum of P2X ligand-gated ion channels and G protein-coupled P2Y receptors. Furthermore, ATP is rapidly degraded into adenosine by ectonucleotidases such as CD39 and CD73, and adenosine exerts additional regulatory effects through its own receptors. The resulting effect ranges from stimulation to tolerance depending on the amount and time courses of nucleotides released, and the balance between ATP and adenosine. This review identifies the various receptors involved in the different subsets of immune cells and their effects on the function of these cells

Case Report: Schwannom im Bereich der Oberlippe und des Nasenstegs

Einleitung: Schwannome sind seltene, langsam wachsende, gutartige Tumoren der Zellen peripheren Nerven, die eine Differenzierung entsprechend Schwannscher Zellen aufweisen. Sie kommen intrakraniell(Akustikusneurinom)aber auch extrakraniell vor. Die extrakraniellen Schwannome sind am häufigsten in der Kopf-Hals-Region nachzuweisen.Methoden: In dieser Arbeit stellen wir den bemerkenswerten Fall einer 52-jähriger Patient mit einer indolenten Raumforderung der Columella bds. bis in die Oberlippe ziehend. Klinisch zeigte sich eine ballonierende Raumforderung ca. 3x4cm, indolent, wenig verschieblich und derb. Im CT NNH wurde eine glatt berandete, homogene Weichgewebsvermehrung am knorpeligen Anteil des Nasenseptums bis zur Oberlippe reichend. Unsere Therapie beinhaltete ein Teilablatio nasi bds. mit Entfernung der Colummella nasi sowie des vorderen Anteils des Septums und der Oberlippe. Die Rekonstruktion erfolgte mittels zweier Nasolabiallappen bds.Schlussfolgerung: Im Kontext unseres Fallberichtes diskutieren wir die klinischen und therapeutischen Merkmalen dieser seltener Entität.Der Erstautor gibt keinen Interessenkonflikt an