Classification of neocortical interneurons using affinity propagation

In spite of over a century of research on cortical circuits, it is still unknown how many classes of cortical neurons exist. Neuronal classification has been a difficult problem because it is unclear what a neuronal cell class actually is and what are the best characteristics are to define them. Recently, unsupervised classifications using cluster analysis based on morphological, physiological or molecular characteristics, when applied to selected datasets, have provided quantitative and unbiased identification of distinct neuronal subtypes. However, better and more robust classification methods are needed for increasingly complex and larger datasets. We explored the use of affinity propagation, a recently developed unsupervised classification algorithm imported from machine learning, which gives a representative example or exemplar for each cluster. As a case study, we applied affinity propagation to a test dataset of 337 interneurons belonging to four subtypes, previously identified based on morphological and physiological characteristics. We found that affinity propagation correctly classified most of the neurons in a blind, non-supervised manner. In fact, using a combined anatomical/physiological dataset, our algorithm differentiated parvalbumin from somatostatin interneurons in 49 out of 50 cases. Affinity propagation could therefore be used in future studies to validly classify neurons, as a first step to help reverse engineer neural circuits.

Petrarca y las primeras ediciones de Terencio

[ES] De entre las ediciones de Terencio publicadas en las primeras décadas de la imprenta, las de Vindelino de Espira son las que muestran una mayor voluntad filológica y, sin duda, las que ofrecen un texto más correcto. Estas ediciones dependen del texto terenciano reconstruido por Petrarca: concretamente, IGI 9408 desciende de una fase textual anterior a la que queda fijada en 1358 y responde además a algunos de los criterios propugnados por Petrarca en la Vita Terrentii; IGI 9409, por su parte, depende —parcialmente— del texto de 1358 y muestra indicios de haber sufrido la influencia de otro ejemplar de Petrarca. En fin, la presencia de la Vita Terrentii en la transmisión impresa de Terencio es una muestra más de la vigencia de la filología terencia de Petrarca durante aquellos años.