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Of validated true positives in the target-capture, 50% (13/26) contained breakpoints that overlapped a segmental duplication.
In our target capture dataset, agreement between callers was relatively low and did not serve to distinguish validated true positives from false positives.
In the call sets of top 500 candidates, there were nearly equal proportions of validated true positives and false positives called by multiple methods.
Training such a rule requires an extensive set of validated true- and false-positive SNV candidates within data from the sequencing platform of interest, so is most practical at large sequencing centres.
True positives (TP) were defined as experimentally validated in-silico predictions; false negatives (FN) are the experimentally validated interactions but not predicted in-silico, and the false positives (FP) are defined as in-silico predictions that were not experimentally validated; true negative (TN) dataset (119 sequences) was obtained from a previous publication [ 42].
A pressing goal of future research is to develop a validated true first-tier screening paradigm (e.g., a high-throughput in vitro screening battery) that can rapidly screen large numbers of chemicals for their potential to cause DNT (Coecke et al. 2007; Lein et al. 2007; NRC 2007; U.S. EPA 2006).
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We compare QSAR and PCM methods, multiple algorithms (including DNNs), the differences between binary class and multi-label models, and usage of temporal validation (effectively validating true prospective use).
The association of palindrome candidates with CNVB will be useful to validate true palindromes.
In our future database release, we will explore the effective way for such incorporation, so that biologists can use genotype information to validate true polymorphisms.
Doublets can frequently occur with FACS and microfluidic-based single-cell isolation, as suggested through species mixing experiments (20), highlighting the need to carefully validate true single-cell capture before subsequent analysis.
Thus, enrolling many thousands or even tens of thousands of individuals may be required to achieve the necessary power to identify and validate true genetic associations [ 13, 20, 23, 24].
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