Abstract: The present disclosure relates to an eccentric extreme high-speed-rate laser hybrid manufacturing method for a rotary engineering component. By positioning an extreme high-speed-rate laser direct energy deposition machining head at a predetermined eccentric distance, the damage caused by reflected light to the machining head is effectively reduced, to prolong a service life of the machining head. Also a conventional form of a molten pool in extreme high-speed-rate laser direct energy deposition can be changed, namely from a “falling” form caused by a high-speed movement and a gravity to a “climbing” form. Thus, in extreme high-speed-rate laser direct energy deposition machining, the molten pool has a longer time to fully contact a surface of the rotary engineering component to form desirable bonding performance.

Abstract: Implementations of this specification provide prediction methods and apparatuses for adjusting computing power. One method comprises receiving a prediction request, wherein the prediction request comprises a sample to be tested, determining a computing power coefficient allocated to the prediction request, wherein the computing power coefficient indicates a proportion of hardware computing power resources allocated to the prediction request to total hardware computing power resources needed for a neural network model to run on a computing platform, determining k sub-networks inn sub-networks of the neural network model to be used for a present time based on the computing power coefficient, where n>2, and inputting the sample to be tested to the k sub-networks to obtain a prediction result.

Abstract: A multi-booth traffic allocation scheme for multiple users if provided. In an implementation, an exposure probability of each booth and a unit traffic revenue and corresponding unit resource consumption of each candidate display object for each user are obtained. An optimization objective and a resource consumption constraint corresponding to a multi-booth traffic allocation scheme are constructed. The constructed optimization objective includes a sum value of traffic revenues for each user under the multi-booth traffic allocation scheme. The traffic revenues for each user are determined based on the exposure probability of each booth, a booth allocation scheme of candidate display objects, and the unit traffic revenue of each candidate display object. A multi-booth traffic allocation scheme when the resource consumption constraint is satisfied and the optimization objective is maximized is determined.

Abstract: The present invention provides a method for genomic profiling of DNA 5-methylcytosine and 5-hydroxymethylcytosine, comprising the following steps: (1) DNA purification and fragmentation pretreatment: the target DNA is extracted and then broken to an average of 50 nucleotides to 10,000 nucleotides in length; (2) the repair of trace amount of DNA and the ligation thereof to the adaptor: the pre-treated DNA fragments are repaired and ligated with the sequencing adaptor required for the second-generation sequencing, (3) covalently labeling 5-methylcytosine and 5-hydroxymethylcytosine, (4) solid-phase enrichment of the labeled DNA fragments having cytosine with 5-position modification; (5) the PCR amplification of the solid-phase enriched DNA fragments, the PCR product is obtained and purified to obtain a library for the second-generation sequencing, after mapping the sequencing reads to the genome, the distribution map of the cytosine with 5-position modification in the DNA sample could be generated.

Abstract: The current disclosure provides a method that can specifically label and directly amplify 5hmC site on genomic DNA without pull-down or bisulfite treatment, which enables one to map the 5hmC site from a single DNA molecule. Aspects of the disclosure relate to a method for detecting 5-hydroxymethylcytosine (5hmC) nucleic acid bases in a nucleic acid molecule or a plurality of nucleic acid molecules, the method comprising: a. modifying the 5hmC nucleic acid base with a first functional group; b. covalently attaching a modified nucleic acid probe comprising a second functional group to the first functional group; wherein the nucleic acid probe and nucleic acid molecule are covalently linked through the first and second functional groups; c. annealing a primer to the nucleic acid probe; d. performing primer extension of the annealed primer to make a new strand; and e. detecting the new strand.

Abstract: Disclosed is a high-throughput sequencing method for methylated CpG island in trace DNA, comprising the steps of: 1) treating a DNA sample with bisulfite; 2) adding the treated sample obtained in step 1) to a PCR system containing a primer A for linear amplification; 3) adding an exonuclease having single-stranded DNA cleaving activity to the PCR product in step 2) and inactivating the exonuclease after the reaction; 4) adding the product in step 3) to a PCR system containing a primer B for linear amplification; 5) adding the product in step 4) to a PCR system containing the corresponding adapter primer C and adapter primer D for amplification; and 6) purifying the PCR product in step 5) to obtain a DNA library with a specific length and carrying out the sequencing.

Abstract: Disclosed is a high-throughput sequencing method for methylated CpG island in trace DNA, comprising the steps of: 1) treating a DNA sample with bisulfite; 2) adding the treated sample obtained in step 1) to a PCR system containing a primer A for linear amplification; 3) adding an exonuclease having single-stranded DNA cleaving activity to the PCR product in step 2) and inactivating the exonuclease after the reaction; 4) adding the product in step 3) to a PCR system containing a primer B for linear amplification; 5) adding the product in step 4) to a PCR system containing the corresponding adapter primer C and adapter primer D for amplification; and 6) purifying the PCR product in step 5) to obtain a DNA library with a specific length and carrying out the sequencing.

Abstract: The present invention provides a method for genomic profiling of DNA 5-methylcytosine and 5-hydroxymethylcytosine, comprising the following steps: (1) DNA purification and fragmentation pretreatment: the target DNA is extracted and then broken to an average of 50 nucleotides to 10,000 nucleotides in length; (2) the repair of trace amount of DNA and the ligation thereof to the adaptor: the pre-treated DNA fragments are repaired and ligated with the sequencing adaptor required for the second-generation sequencing, (3) covalently labeling 5-methylcytosine and 5-hydroxymethylcytosine, (4) solid-phase enrichment of the labeled DNA fragments having cytosine with 5-position modification; (5) the PCR amplification of the solid-phase enriched DNA fragments, the PCR product is obtained and purified to obtain a library for the second-generation sequencing, after mapping the sequencing reads to the genome, the distribution map of the cytosine with 5-position modification in the DNA sample could be generated.

Abstract: A method for identifying a 5-MeC in a template nucleic is provided. The method comprises providing a template having 5-MeC, converting the 5-MeC into a further modification selected from 5-caC and 5-FC. The converted template is then sequenced, and a change in sequencing is detected that is indicative of the further modification, allowing for identifying the 5-MeC in the template nucleic acid.

Abstract: The present invention relates to methods and compositions for detecting, evaluating, and/or mapping 5-methyl-modified and/or 5-hydroxylmethyl-modified cytosine bases within a nucleic acid molecule.

Abstract: A method for identifying a 5-MeC in a template nucleic is provided. The method comprises providing a template having 5-MeC, converting the 5-MeC into a futher modification selected from 5-caC and 5-FC. The converted template is then sequenced, and a change in sequencing is detected that is indicative of the further modification, allowing for identifying the 5-MeC in the template nucleic acid.