Recognition and classification of colon cells applying the ensemble of classifiers

2009 ◽  
Vol 39 (2) ◽  
pp. 156-165 ◽  
Author(s):  
M. Kruk ◽  
S. Osowski ◽  
R. Koktysz
Author(s):  
Giampaolo L. Libralao ◽  
Osvaldo C. P. Almeida ◽  
Andre C. P. L. F. Carvalho

Author(s):  
B. Panessa-Warren ◽  
G.T. Tortora ◽  
J. Warren

Since the mid 1960’s when the TEM was a new and primary tool for elucidating the classification of the various strains of microorganisms, investigators around the world have been reporting morphological surface aberrations (such as hairs, ribbons, tubular appendages and feather-like structures) of the clostridial endospore that facilitate and verify the classification of these organisms. Yolton Pope, Samsonoff and others were unable to discern the function, of these appendages and stated that the “functional role of spore appendages remains obscure”.Today, there is still no information on the functional role, if any, of these “appendages” and “hairs”. For the past few years we have been examining the endospores from two clostridial species that are pathogenic in man and higher mammals, C.sporogenes ATCC3584, and C.difficile ATCC 9689 and 43594. These organisms cause wound infections, pseudomembranous colitis, and nosocomial diarrhea. Our previous work strongly suggested that the outer envelope of these spores, the exosporium, had a “morphological plasticity” that allowed the spores to attach to a surface that supported bacterial growth5,6. With current advances in high resolution SEM using LaB6 and field emission sources, it is now possible to study these extremely small and complex spore appendages at all stages of germination with spacial orientation capabilities not possible when the original studies were done. Over the past 2 yrs, the advances in software technology and improved SEM resolution and image enhancement capabilities, make it possible to work with fields of intact spores still attached to a nutritive surface and examine the exosporium and membrane contacts with the nutrient surface at resolution and magnifications formerly reserved for TEM. This investigation combines attachment studies using agar substrates (Trypticase Soy agar + 5% glucose, and Blood CDC agar) and human cells (lung fibroblasts and colon cells), with high resolution imaging of intact spores on their nutritive substrate (agar and human cell)to determine the ultrastructural changes that accomplish clostridial colonization. Studies were also done to determine if attachment was altered as a result of exposure to cation substitution, cation chelation, or colchicine treatment.


2016 ◽  
Author(s):  
Portia Banerjee ◽  
Seyed Safdarnejad ◽  
Lalita Udpa ◽  
Satish Udpa

2017 ◽  
Vol 2017 ◽  
pp. 1-14 ◽  
Author(s):  
Francesco Di Maio ◽  
Roberta Rossetti ◽  
Enrico Zio

Integrated Deterministic and Probabilistic Safety Analysis (IDPSA) of dynamic systems calls for the development of efficient methods for accidental scenarios generation. The necessary consideration of failure events timing and sequencing along the scenarios requires the number of scenarios to be generated to increase with respect to conventional PSA. Consequently, their postprocessing for retrieving safety relevant information regarding the system behavior is challenged because of the large amount of generated scenarios that makes the computational cost for scenario postprocessing enormous and the retrieved information difficult to interpret. In the context of IDPSA, the interpretation consists in the classification of the generated scenarios as safe, failed, Near Misses (NMs), and Prime Implicants (PIs). To address this issue, in this paper we propose the use of an ensemble of Semi-Supervised Self-Organizing Maps (SSSOMs) whose outcomes are combined by a locally weighted aggregation according to two strategies: a locally weighted aggregation and a decision tree based aggregation. In the former, we resort to the Local Fusion (LF) principle for accounting the classification reliability of the different SSSOM classifiers, whereas in the latter we build a classification scheme to select the appropriate classifier (or ensemble of classifiers), for the type of scenario to be classified. The two strategies are applied for the postprocessing of the accidental scenarios of a dynamic U-Tube Steam Generator (UTSG).


1966 ◽  
Vol 24 ◽  
pp. 21-23
Author(s):  
Y. Fujita

We have investigated the spectrograms (dispersion: 8Å/mm) in the photographic infrared region fromλ7500 toλ9000 of some carbon stars obtained by the coudé spectrograph of the 74-inch reflector attached to the Okayama Astrophysical Observatory. The names of the stars investigated are listed in Table 1.


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