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Vendor : Nortel
Exam Code : 920-324
Exam Name : Communication Server (CS) Rls. 4.0 Database Administrator
Questions and Answers : 58 Q & A
Updated On : June 14, 2019
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Test Number : 920-324
Test Name : Communication Server (CS) Rls. 4.0 Database Administrator
Vendor Name : Nortel
Q&A : 58 Dumps Questions

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Communication Server (CS) Rls. 4.0 Database Administrator certification

a web server for comparative evaluation of single-mobilephone RNA-seq records | 920-324 Dumps and Real exam Questions with VCE Practice Test

statistics collection and preprocessing

We chosen a mouse gene set of interest in accordance with the NCBI Consensus CDS (CCDS) which carries 20,499 different genes. For genes with numerous isoforms, we consolidate all attainable coding regions (aiding strategies). To look for scRNA-seq datasets, we queried the NCBI Gene Expression Omnibus (GEO) and the ArrayExpress database for mouse single-telephone RNA-seq sequence (See aiding methods for the queries we used). We then down load metadata for each and every sequence again in this query and parse this metadata to establish the distinctive samples that comprise each series. We examined the metadata for each and every pattern (e.g., library strategy, library supply, facts processing) and exclude any samples that don't comprise scRNA-seq data.

We next attempted to down load each study’s uncooked RNA-seq reads and for these reports for which these statistics are available, we developed a pipeline that uniformly processed scRNA-seq facts. We use the reference mouse genome from the USA genome browser17 (construct mm10), and align RNA-seq reads with HISAT218 version 2.1.0. We align reads as single-conclusion or paired-conclusion as appropriate, and discard samples for which fewer than 40% of reads align to coding regions. We represent gene expression the usage of RPKM. See Supplementary Fig. three for a histogram of examine counts per sequence.

Labeling using telephone Ontology terms

We use the mobilephone Ontology (CL)19 accessible from to identify the selected telephone forms that are represented in our GEO query outcomes. We parsed the ontology phrases right into a directed acyclic graph constitution, including edges between terms for “is_a” and “part_of” relationships. word that this alternative of aspect direction means that each one edges element towards the basis nodes in the ontology.

We use the name and any attainable synonyms for each and every ontology term to instantly identify the matching phrases for each and every pattern of interest (helping methods). This produces a collection of ontology time period hits for each and every pattern. We filter these ontology term hits via with the exception of any phrases which are descendants of any other selected phrases (e.g., term CL:0000000 “cell” suits many reports), producing a group of “particular” ontology terms for each and every sample—for any two nodes u and v in such a set, neither u nor v is a descendant of the different in the ontology.

Dimensionality reduction

Most existing evaluation methods for scRNA-seq information use some kind of dimensionality reduction to visualize and analyze the data, most exceptionally PCA and equivalent methods20,21 and t-SNE22. previous work has shown that whereas such strategies are useful, supervised methods for dimensionality discount may also Boost the means to accurately characterize different mobile types10.

the usage of neural networks for dimensionality discount has been proven to work well as a supervised method to study compact, discriminative representations of data23. The normal, unreduced dimensions kind the enter layer to a neural network, where each and every dimension is an input unit. After training the model towards a particular objective (corresponding to classification), the ultimate hidden layer, which is usually a whole lot smaller in the variety of devices than the enter layer, can be taken as a reduced dimensionality representation of the records. These discovered points are referred to as neural embeddings in the literature, and here we proven a number of diverse neural community architectures which either explicitly optimize these neural embeddings (for example, siamese24 and triplet networks12) or those who most effective optimize the label accuracy. All neural networks we used were carried out in Python the use of the Keras API25.

Neural community architectures

Prior work showed that sparsely linked NN architectures according to protein interplay records will also be greater effective in identifying telephone types when compared to dense networks10. here we extra studied different NN networks architectures and in comparison their performance to the PPI and dense networks. First, we checked out one more system to community genes in accordance with the Gene Ontology (GO)26. To assemble a hierarchical neural network structure that mirrors the structure of GO, we affiliate input genes with GO nodes. distinctive genes are associated (and related to) the same node. We use this grouping of the input genes as the first hidden layer of a neural community. Nodes in the subsequent hidden layer can be constructed from GO nodes which are descendants of nodes within the prior layer. We continue this manner except the ultimate hidden layer has the preferred number of nodes (the measurement of our reduced dimension). The final result is the network depicted in Supplementary Fig. 13. See additionally aiding strategies.

Siamese architectures expert with contrastive loss

The NNs discussed above not directly optimize the neural embedding layer by way of optimizing a classification target function (relevant project of scRNA-seq statistics to phone varieties). a number of NN architectures were proposed to explicitly optimize the embedding itself. as an example, siamese neural networks11,24 (Supplementary Fig. 10) consist of two similar twin subnetworks which share the equal weights. The outputs of each subnetworks are linked to a conjoined layer (sometimes noted as the distance layer) which directly calculates a distance between the embeddings in the remaining layers of the dual networks. The input to a siamese network is a pair of records features and the output which is optimized is whether or not they are identical (equal mobile classification) or now not. The loss is computed on the output of the space layer, and closely penalizes big distances between items from the identical class, whereas at the equal time penalizing small distances between gadgets from diverse class. specifically, the community optimizes the following loss function:

$$\mathrmContrastive\,\mathrmloss = \mathop \sum\limits_i = 1^P \left( Y^i \right)L_s\left( D^i \appropriate) + \left( 1 - Y^i \correct)L_d\left( D^i \appropriate)$$


$$\beginarrayl\mathrmthe place:\\ \quad \quad \,\,P\,\mathrmis\,\mathrmthe\,\mathrmset\,\mathrmof\,\mathrmall\,\mathrmpractising\,\mathrmexamples\,\left(\mathrmpairs\,\mathrmof\,\mathrmstatistics\,\mathrmfacets \correct)\\ \quad \quad \,\,Y\,\mathrmis\,\mathrmthe\,\mathrmcorresponding\,\mathrmlabel\,\mathrmfor\,\mathrmeach\,\mathrmpair\,\left( \mathrm1\,\mathrmsuggests\,\mathrmthat \right.\\ \quad \quad \,\,\,\,\mathrmthe\,\mathrmpair\,\mathrmbelong\,\mathrmto\,\mathrmthe\,\mathrmequal\,\mathrmcategory,\mathrm0\,\mathrmshows\,\mathrmthat\,\mathrmevery\\ \quad \quad \, \, \left. \, \, \mathrmpattern\, \mathrmin\, \mathrmthe\, \mathrmpair\, \mathrmcome\, \mathrmfrom\, \mathrmdiverse\, \mathrmcourses \right)\\ \quad \quad \, \, D\, \mathrmis\, \mathrmthe\, \mathrmEuclidean\,\mathrmdistance\, \mathrmbetween\, \mathrmthe\, \mathrmfacets\, \mathrmin\,\mathrmthe\,\mathrmpair\\ \quad \quad \, \, \, \, \mathrmcomputed\,\mathrmby way of\, \mathrmthe\, \mathrmnetwork\conclusionarray$$

$$L_s\left( D \right) = \frac12(D)^2$$


$$\beginarraylL_d\left( D \right) = \frac12\left( \mathrmmax\ 0,m - D\ \correct)^2\\ \quad \quad \, \, \mathrmthe place\,m\,\mathrmis\,\mathrma\,\mathrmmargin\,\mathrmhyperparameter,\,\mathrmalways\,\mathrmset\,\mathrmto\,1\conclusionarray$$


Following the identical motivations as siamese networks, triplet networks also are seeking to study an superior embedding but accomplish that via taking a look at three samples at a time in its place of just two as in a siamese community. The triplet loss used by Schroff et al.12 considers some extent (anchor), a 2nd aspect of the same type because the anchor (effective), and a third aspect of a different type (bad). See helping strategies for details.

working towards and checking out of neural embedding models

We habits supervised practising of our neural embedding fashions using stochastic gradient descent. despite the fact our processed dataset consists of many cells, each and every with a set of labels, we educate on a subset of “high self belief” cells to account for any label noise that can also have befell in our automated time period matching system. here is carried out by means of best holding terms that have as a minimum seventy five cells mapping to them, after which simplest holding cells with a single mapping time period. This ended in a practising set of 21,704 cells from the facts we processed ourselves (36,473 cells when combined with writer-processed facts). We experimented with tanh, sigmoid, and ReLU activations, and located that tanh carried out the top-rated. ReLU activation is advantageous for helping deeper networks converge by using fighting the vanishing gradient issue, but here our networks simplest have a couple of hidden layers, so the competencies of ReLU is much less clear. We also experimented with different learning rates, momentums, and enter normalizations (see internet server for full outcomes).

considering that our aim is to optimize a discriminative embedding, we look at various the pleasant of our neural embeddings with retrieval trying out, which is comparable to the project of cell-classification inference. In retrieval testing, we question a telephone (represented via the neural embedding of its gene expression vector) towards a large database of other cells (which might be additionally represented by means of their embeddings) to find the query’s nearest neighbors within the database.

Accounting for batch outcomes is a imperative situation in experiences which combine information from numerous stories and experimental labs27,28. here, we undertake a cautious practicing and contrast approach with a purpose to account for batch effects. We separate the studies for each and every mobile type when working towards and trying out in order that the look at various set is absolutely independent of the practicing set. We discover all cellphone varieties which come from multiple analyze, and hang out an entire examine for each such cell class to be part of the examine set (on occasion said because the “query” set within the context of suggestions retrieval). cellphone kinds that do not exist in more than one study are all kept within the practising set. For our built-in dataset, our training set contained 45 cellphone types, whereas our question set become a subset of 26 of the training mobilephone kinds. After practicing the model the use of the training set, the practicing set can then be used because the database in retrieval testing.

comparison of classification and embeddings

In both working towards and comparison of our neural embedding models, we're at all times faced with the question of how identical two phone types are. A inflexible (binary) distinction between cellphone kinds isn't appropriate considering “neuron”, “hippocampus”, and “brain” are all linked cellphone kinds, and a mannequin that corporations these cellphone forms collectively should not be penalized as an awful lot as a mannequin that corporations absolutely unrelated phone types together. we have for this reason extended the NN discovering and comparison how to include mobilephone type similarity when getting to know and trying out the models. See helping strategies for particulars on how these are used and how they're got.

Differential expression for mobilephone types

We use the computerized scRNA-seq annotations we recovered to identify a group of differentially expressed genes for every mobilephone category. in contrast to prior strategies that regularly compare two selected scRNA-seq datasets, or use records from a single lab, our built-in strategy permits for a a good deal greater powerful evaluation. primarily, we can both focal point on genes that are present in distinct datasets (and so do not symbolize specific statistics technology biases) and those which are enjoyable within the context of the ontology graph (i.e., for two brain connected forms, locate genes that distinguish them in place of just distinguishing mind vs. all others).

Our strategy, offered in Supplementary Algorithm 1, is DE-method agnostic, that means that we are able to make the most of any of the a number of DE equipment that exist. In practice we now have used Single-mobilephone Differential Expression (SCDE) here29. For this, we used study counts in preference to RPKM, as SCDE requires count facts as enter. This system builds an error mannequin for each and every telephone within the facts, where the mannequin is a mix between a negative binomial and a Poisson (for dropout routine) distribution, after which makes use of these error models to determine differentially expressed genes. We also tried an additional components, limma with the voom transformation30, but the list of DE genes lower back become too long for significant analysis (most of the reported DE genes had the same p-cost). consequences of our comparison of SCDE and limma-voom are proven in Supplementary desk 4.

one other key point of our strategy is using meta-evaluation of assorted DE experiments. The algorithm makes an attempt to make the most appropriate use of the integrated dataset by doing a separate DE scan for each examine that incorporates cells of a particular cellphone classification, after which combines these results right into a remaining list of DE genes for the telephone class. See supporting methods for the particulars of this meta-analysis.

big-scale query and retrieval

To allow users to evaluate new scRNA-seq data to the public records we now have processed, and to determine the composition of cell forms in such samples, we developed an internet application. users down load a utility package attainable on the site to method SRA/FASTQ information. The software implements a pipeline that generates RPKM values for the record of genes used in our database and might work on a laptop or a server (assisting methods).

once the person procedures their records, the records are uploaded to the server and compared to all reports stored in the database. For this, we first use the NN to reduce the dimensions of each of the input profiles and then use approximate nearest neighbor processes to fit these to the information we now have pre-processed as we focus on below.

due to the fact the number of exciting scRNA-seq expression vectors we save is significant, an real answer received by means of a linear scan of the dataset for the nearest neighbor phone kinds could be too slow. To permit effective searches, we benchmarked three approximate nearest neighbor libraries: NMSLib31, ANNoY (, and FALCONN32. Benchmarking revealed that NMSLib became the fastest system (Supplementary table three). NMSLib helps optimized implementations for cosine similarity and L2-distance based nearest neighbor retrieval. The indexing contains creation of hierarchical layers of proximity graphs. Hyperparameters for index building and question runtime have been tuned to change-off a high accuracy with decreased retrieval time. For NMSLib, these had been: M = 10, efConstruction = 500, efSearch = one hundred, area = “cosinesimil”, components = “hnsw”, data_type = nmslib.DataType.DENSE_VECTOR, dtype = nmslib.DistType.waft. Time taken to create the index: 2.6830639410000003 secs. Hyperparameters tuned for the ANNOY library have been: variety of bushes = 50, search_k_var = 3000. Time taken to create the index: 1.3495307050000065 secs. For FALCONN, a hobbies to compute and set the hyperparameters at ideal values became used. This calibrates okay (variety of hash features) and last_cp_dimensions. Time taken to create the index: 0.12065599400011706 s.

Visualizing query consequences

We use the approximate nearest neighbors consequences to compute a similarity measure of every query mobile to each and every ontology time period. here's accomplished via selecting the 100 nearest neighbors for every telephone and deciding on the fraction of these suits that belong to a selected mobile type. This generates a matrix of similarity measure entries for all query cells towards all mobile varieties which is introduced as a hierarchical clustering heatmap (Fig. 5a). All visualizations are according to this matrix.

For each query cellphone qi and nearest neighbor nk, we calculate the similarity rating as:

$$s_n_k^q_i = 1\mathrm/\left( 1 + D\left( q_i,n_k \appropriate) \correct)$$

the place ok ∈ [1, 100] and D is the euclidean distance function.

We sum (over the closest neighbors) the similarities to a particular mobilephone classification ct to attain a cumulative similarity ranking of the question to that cell-class:

$$S_ct^q_i = \mathop \sum\limits_k \left( s_n_k^q_i \ast 1_ct\left( n_k \right) \appropriate)$$

the place

$$1_ct\left( n_k \right) = \left\{ \beginarray*20l 1 \hfill & \mathrmif\,n_k\,\mathrmis\,\mathrmmobile\,\mathrmtype\,ct \hfill \\ 0 \hfill & \mathrmin any other case\hfill \conclusionarray \correct.$$

therefore, we obtain for each and every question a vector of similarity ratings towards all cellphone kinds. ultimately, we normalize the vector such that the mobile-classification-specific cumulative similarities sum to 1. each and every normalized vector forms a row within the hierarchical heatmap.

We also perform additional dimensionality discount of the question by the use of PCA to acquire a 2d nearest-neighbor vogue visualization in opposition t all mobile kinds within the database and generate the ontology subgraph that matches the enter cells. users can click on on any of the nodes in that graph to view the telephone category linked to it, DE genes concerning this telephone classification, and their expression in the query cells.

in addition to matching cells based on the NN decreased values, we also provide clients with the checklist of experiments in our database that comprise cells which are most comparable to a subset of uploaded cells the person selects. This offers an extra layer of analysis past the automated (though restrained) ontology matching it is based on the cellphone forms extracted for the closest neighbors.

finally, clients can achieve abstract assistance about phone-class distribution in their uploaded cells and may find the set of cells matched to any of the cellphone kinds in our database.

Code availability

Code for our preprocessing (alignment/quantification) pipeline is attainable at Code for practising and assessment of our neural community fashions are available at Code for our differential expression analysis to discover telephone-category-particular genes is attainable at

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