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Even with a far larger number of irrelevant variables, the Lasso beats the best PCR setting.
As a first observation, the "best" PCR model, i.e. the model obtained in the "best case scenario", was never proposed with the CV approach.
To test the amplification quality, six of the best PCR products (corresponding to the brightest bands in a 1% agarose gel) were selected for sequencing: Linum, Anethum, and Senna generated with an annealing temperature of 58°C, with and without Enhancer.
However, since the accuracy of EBV is important for animal breeding and affects response to selection, an alternative scenario could be to select the "best" PCR model after CV in the reference data based on maximum accuracy instead of minimum MSE.
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After the real-time RT-PCR was performed, cycle threshold (CT) was manually setup to reflect the best kinetic PCR parameters, such that any nonspecific amplification in reaction could be analyzed.
Interestingly, both the multiplex endpoint RT-PCR and the RT-qPCR assay show that the samples prepared from 2003 performed best during PCR amplification.
The best amplified PCR was selected from each group to compare between them using stat software.
The best overall PCR product (Senna without Enhancer, generated with an annealing temperature of 62°C) was also sequenced for comparison.
The cycle threshold (Ct) was set up at the level that reflected the best kinetic PCR parameters, and melting curves were acquired and analyzed.
At the end of each reaction, the cycle threshold (Ct) was manually set at the level that reflected the best kinetic PCR parameters.
This success rate is much higher than the best rbcL PCR rate (26%) reported by Särkinen et al. (2012) for several different DNA polymerase enzymes, although extracts from much older herbarium specimens were used in their study.
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