343 results about "Peptide fragment" patented technology

The invention relates to the technical field of biology, in particular to multifunctional belly-expanding hippocampal peptide as well as a preparation method and application thereof. Comprising a polypeptide with an amino acid sequence as shown in SEQ ID NO.1. The hippocampus antioxidative peptide is prepared by adopting an ultrahigh pressure pretreatment and enzymolysis technology, the adopted extraction process is simple in route, and the time and the production cost are effectively saved; an animal model is utilized to prove the anti-oxidation effect and the effect of improving male reproductive disorder and testis injury of the multifunctional belly-expanding hippocampal peptide; and on the basis, a novel peptide fragment with high activity, no toxicity and no sensitization is obtained.

The invention provides a solid-liquid combined synthesis method of semeglutide, which belongs to the technical field of semeglutide synthesis, and specifically comprises the following steps: segmenting a main chain of the semeglutide into three shorter polypeptide fragments, namely a fragment 4, a fragment 5 and a fragment 2 at sites 7-14, 15-22 and 23-37, and respectively synthesizing at the same time; performing solid-phase assembly on the fragment 4 and the fragment 5 to form 7-22 peptide fragments, namely a fragment 1, and after the fragment 1 is cut off from the resin, forming NHS ester at a C end; after the fragment 2 is assembled, selectively removing a protecting group A11oc on the Lys26, then connecting with a side chain for fatty acid treatment to form a fragment 3, and cutting off the fragment 3 from the resin; and connecting the NHS ester of the fragment 1 with the fragment 3 in a liquid phase reaction system. The crude semeglutide prepared by the synthetic method is relatively high in yield and purity. The refined semeglutide of which the purity is more than 99.3% and the content of single impurity is less than 0.1% can be obtained at high yield through a conventional purification means.

The invention relates to a method for classifying antihypertensive peptides by fusing sequence and structure multi-modal features and combining contrast-generative combined optimization. The method comprises the following steps: extracting sequence feature representation and structure feature representation of peptide fragments; performing multi-modal feature enhancement of comparison-generative joint optimization on the sequence feature representation and the structural feature representation; and performing peptide classification on the enhanced feature representation by using a preset Kan-Conv structure and tag smooth joint optimization classification model. According to the method, high-precision recognition of the functional activity of the antihypertensive peptide is achieved, information in the three aspects of the sequence, the structure and the generative potential space is creatively and comprehensively utilized, the blank that the structure-sequence synergistic effect is ignored in the existing peptide function prediction field is filled, and the screening efficiency and prediction reliability of the antihypertensive peptide are remarkably improved.

The invention provides a solid-phase synthesis method of semeglutide, and belongs to the technical field of synthesis of medical intermediates, and the method specifically comprises the following steps: segmenting a semeglutide main chain into three shorter polypeptide fragments, namely a fragment 4, a fragment 5 and a fragment 2, which are 7-14 sites, 15-22 sites and 23-37 sites; and respectively synthesizing and then assembling fragments to obtain a target product. The method specifically comprises the following steps: a) synthesizing a 7-14 peptide fragment and a 15-22 peptide fragment, and assembling the 7-14 peptide fragment and the 15-22 peptide fragment into a 7-22 peptide fragment, namely a fragment 1; b) synthesizing a 23-37 peptide fragment, selectively removing a protecting group A11oc on Lys26, and connecting with a side chain to form a fragment 3; c) connecting the peptide fragment 7-22 with the peptide fragment 23-37, and removing a protecting group to obtain a crude product; and d) separating and purifying to obtain a finished product. According to the invention, the purpose of high-purity, high-yield and low-cost synthesis of the semeglutide bulk drug can be achieved.

Crystalline forms of peptide fragments, methods for their preparation and their use in the preparation of peptides are provided. The crystalline compound of the present invention can be used as an intermediate having improved purity and physical properties for peptide synthesis.

The invention discloses a yolk protein source tripeptide with a function of improving osteoporosis and application of the yolk protein source tripeptide, and belongs to the technical field of biological medicines. The tripeptide is a tripeptide APW of which the amino acid sequence is Ala-Pro-Trp. The peptide fragment can be obtained through artificial synthesis or directional enzymolysis of defatted yolk powder. Functional verification shows that the tripeptide APW and the egg yolk protein hydrolysate containing the peptide fragment have the function of improving the bone mineral density, and in a zebra fish osteoporosis model, when the egg yolk protein hydrolysate is 20 mu g / mL, the bone mineral density is improved by 58%; when the tripeptide APW is 0.5 mu g / mL, the bone mineral density is increased by 23.4%; in a rat osteoporosis model, the bone mineral density of thighbone is increased by 3.39% after 10 mg / kg. D of egg yolk protein enzymatic hydrolysate is eaten. Moreover, the food-borne bioactive peptide is high in biological safety, so that the tripeptide APW and a yolk protein enzymolysis product containing the peptide fragment can be applied to preparation of medicines for treating osteoporosis or health-care foods for improving bone mineral density, and the tripeptide APW has a good market prospect and application potential.

The invention discloses an antler bone strengthening peptide for promoting bone repair as well as a screening method and application thereof, and belongs to the technical field of traditional Chinese medicinal material polypeptides. And the antler bone strengthening peptide is one of G40, G44 and G45. Grinding and crushing the antler, homogenizing the lysate, performing ultrasonic centrifugation, precipitating protein with methanol, centrifuging and discarding the supernatant; extracting, desalting, and freeze-drying to obtain a antler polypeptide extract; liquid chromatography-mass spectrometry detection, Peaks 8 search software and De Novo method analysis are adopted, according to the conditions that ALC is larger than or equal to 95%, local context is larger than or equal to 95%, Area is larger than or equal to 1000000 and an NCBI database, free polypeptide is obtained through comparison, the biological activity probability, the peptide fragment toxicity and the sensitization of the peptide fragment are predicted, and candidate polypeptide is obtained; synthesizing candidate polypeptides by a solid-phase synthesis method; the influence of the candidate polypeptide on osteoblast proliferation is evaluated, and the antler bone strengthening peptide is screened out. The antler bone strengthening peptide promotes osteoblast proliferation, and reveals a potential bone repair mechanism of the antler bone strengthening peptide.

The invention discloses a split intein and application thereof, the split intein comprises two independent peptide fragments: (a) an N-terminal fragment, the amino acid sequence of which is as shown in SEQ ID NO.1; (b) a C-terminal fragment or a variant thereof, the amino acid sequence of the C-terminal fragment is as shown in SEQ ID NO.2, and the amino acid sequence of the variant is as shown in SEQ ID NO.3 or SEQ ID NO.4. The split intein has splicing activity and excellent splicing rate, the application of the split intein can be widened, the number of amino acids of the C-terminal fragment or the variant thereof is small, and the split intein has remarkable advantages in protein purification, solid-phase synthesis and the like.

The invention discloses construction and application of an escherichia coli L-tryptophan biosensor, and belongs to the technical field of bioengineering. The L-tryptophan biosensor provided by the invention comprises a mutated leader peptide fragment tnaC-tnaA, a promoter of the mutated leader peptide fragment tnaC-tnaA, a green fluorescent protein coding gene eGFP and a pTrc99a plasmid skeleton, a recombinant strain containing the L-tryptophan biosensor is cultured, the expression of green fluorescent protein in a culture solution is gradually enhanced along with the increase of the concentration of the L-tryptophan, and the fluorescence value of a unit cell shows better correlation when the concentration of the L-tryptophan is 0-1.5 g / L; therefore, when the biosensor is used for detecting the L-tryptophan in the fermentation liquor, the biosensor has the characteristics of simplicity in operation, sensitive response and high threshold value.

The invention discloses an antibacterial peptide fragment intercepted from chitinase IDGF4 protein and application of the antibacterial peptide fragment in preparation of antibacterial drugs. According to the invention, short peptide fragments in chitinase IDGF4 protein are screened, three candidate peptides are obtained through chemical synthesis, the antibacterial performance of the candidate peptides is systematically evaluated, and the evaluation result shows that the peptide fragment with the amino acid sequence as shown in SEQ ID No.2 can effectively inhibit the growth of salmonella and staphylococcus aureus under the concentration of 1mg / mL; the antibacterial effect of the compound is confirmed in inhibition zone experiments, enzyme-labeled turbidimetry and growth curve monitoring, and the compound shows stable and remarkable antibacterial activity and can be used as a novel antibacterial molecule; the invention provides a new candidate sequence for developing the antibacterial peptide with high efficiency and low drug resistance risk, and has application potential in the aspect of preparing clinical antibacterial drugs.

The invention relates to the technical field of biology, in particular to a swelling hippocampal peptide as well as a preparation method and application thereof. Comprising a polypeptide with an amino acid sequence as shown in SEQ ID NO.1. The hippocampus antioxidative peptide is prepared by adopting an ultrahigh pressure pretreatment and enzymolysis technology, the adopted extraction process is simple in route, and the time and the production cost are effectively saved; an animal model is utilized to prove the antioxidation effect and the effect of improving male reproductive disorder and testis injury of the hippocampal swelling peptide; and on the basis, a novel peptide fragment with high activity, no toxicity and no sensitization is obtained.

The invention provides cubilose peptide and a key preparation method of cubilose peptide maternity cubilose, and the preparation method of the cubilose peptide comprises the following steps: soaking dry cubilose in pure water at 0-4 DEG C according to a material-liquid ratio of 1: 10 for 2 hours, scattering, and spin-drying to obtain soaked cubilose; mixing the soaked cubilose with pure water according to a mass ratio of 1: (15-20), sealing, stewing at 121-123 DEG C for 12-15 minutes, cooling to room temperature, and repeatedly stewing once to obtain fresh stewed cubilose; carrying out an in-vitro digestion experiment on the freshly stewed cubilose, and simulating the digestion process of the freshly stewed cubilose in gastrointestinal tracts to obtain digested cubilose; and centrifuging the digested cubilose to obtain a supernatant, treating the supernatant, carrying out protein sequencing, and carrying out on-line database comparison to screen out peptide fragments with high matching degree and response value greater than 109, thereby obtaining the cubilose peptide. The cubilose peptide can significantly improve the proliferation rate of nerve cells, and provides a cell basis for the development of a nervous system.

The invention discloses a fish by-product active peptide, a preparation and application, and belongs to the technical field of biological active peptides. The amino acid sequences of the fish by-product active peptide are shown as SEQ ID NO: 1 to SEQ ID NO: 3. Both the single peptide fragment and the compound peptide fragment of the fish by-product active peptide can obviously inhibit NO secretion of a lipopolysaccharide (LPS)-induced macrophage (RAW264.7) inflammation model, so that the fish by-product active peptide has a relatively good application prospect in preparation of a product with an anti-inflammatory effect; and a foundation is laid for high-added-value utilization of salmon byproducts and promotion of research, development and application of functional active peptides.

The invention relates to the technical field of new material application, and discloses a magnetic bead material for enriching a sulfydryl peptide fragment and a preparation method thereof.The magnetic bead material prepared from micron carboxyl magnetic beads, dodecane dicarboxylic acid dihydrazide and SPSP has a long chemical reaction connecting arm, so that a reaction group has the better freedom degree, the reaction with sulfydryl is better facilitated, and the magnetic bead material can be used for enriching the sulfydryl peptide fragment. The enrichment efficiency is relatively high. When the magnetic bead material is prepared, micron carboxyl magnetic beads and dodecane dicarboxylic acid dihydrazide are based on hydrazine group and carboxyl condensation, the condensation reaction is more selective and more stable, the reaction is carried out under a milder condition, the reaction product is stable, and the reaction efficiency is higher at a lower reaction temperature. Dodecane dicarboxylic acid dihydrazide and SPSP are based on a reaction of N-succinimide and hydrazine, N-succinimide has high specificity to amino-containing molecules, side reactions are reduced, the reaction is generally carried out at room temperature, strong acid and alkali conditions are not needed, and protection of other sensitive groups is facilitated.

The invention relates to the technical field of biology, and discloses a method for efficiently extracting anti-tumor spirulina peptide, which comprises the following steps: pretreating a spirulina raw material; performing enzymolysis treatment; optimizing the extraction process by adopting an intelligent optimization algorithm; multi-mode online monitoring and feedback control are carried out; separating and purifying; peptide fragment structure intelligent prediction and activity screening are carried out; the pretreatment comprises the following steps: selecting a high-quality spirulina raw material, removing impurities, and crushing the treated raw material until the particle size of the raw material reaches a set mesh number. By introducing an improved genetic algorithm, a multi-modal online monitoring and fuzzy-neural network composite control strategy and other intelligent optimization technologies, key parameters, such as enzymolysis conditions, separation and purification parameters, post-processing conditions and the like, in the extraction process can be accurately determined, and limitation and low efficiency of a traditional experience exploration optimization mode are avoided.

The present application provides chimeric proteins comprising an antibody moiety that specifically binds to a component of an influenza virus or a variant thereof, and a positively charged mucoadhesive peptide fragment. Compositions comprising the chimeric proteins described herein are useful for preventing or treating an infection caused by an influenza virus or a variant thereof in an individual.

The invention belongs to the technical field of biological medicines, and particularly relates to a wheat peptide with antioxidant stress activity and a preparation method and application thereof. The invention provides a wheat peptide with antioxidant stress activity. The amino acid sequence of the wheat peptide is as shown in SEQ ID NO: 1. The invention discloses a wheat peptide FGWPGPK for protecting oxidative stress nerve cells as well as a screening method and application of the wheat peptide FGWPGPK. A target peptide fragment is identified from wheat germs through enzymolysis and multi-dimensional screening strategies, and it is proved that the target peptide fragment can significantly improve the survival rate of PC-12 cells damaged by H2O2 (72.88%) and reduce the ROS level (125.54%). The peptide fragment has strong antioxidant activity and nerve targeting property, and is suitable for preventing and treating neurodegenerative diseases such as Alzheimer's disease.

The invention discloses an antibacterial peptide prediction method based on integrated deep learning, and belongs to the field of biological information. According to the method, firstly, information is extracted from the aspects of peptide fragment structures, amino acid residues, physicochemical properties and the like, and then peptide is expressed in three modes (graph expression, sequence expression and descriptor set expression). Next, through two deep learning models, namely a graph attention network (GAT) and a gated cycle unit (GRU), feature extraction is carried out on the peptide, the GAT obtains the structural characteristics of the peptide, and the GRU captures the time sequence characteristics of the peptide; and predicting the antibacterial peptide through an XGBoost model, a linear layer and a Softmax function. And finally, carrying out weighted summation on prediction results of the plurality of models by adopting an integrated learning method to obtain a final prediction result of the peptide fragment. The comprehensive and in-depth data mining and multi-model integrated prediction method enables the method to obtain a more accurate prediction result on an antibacterial peptide prediction task, thereby facilitating rapid discovery and research of the antibacterial peptide.

The invention discloses an HLA and antigen peptide combination prediction method based on interactive attention, and belongs to the technical field of computational biology. The method comprises the following steps: 1, collecting HLA allele and unique peptide fragment data, and constructing an HLA and antigen peptide binding data set; 2, constructing an HLA and antigen peptide binding prediction model, and training the prediction model by using the HLA and antigen peptide binding data set to obtain a trained prediction model; and step 3, inputting the HLA sequence and the antigen peptide sequence into the prediction model to obtain a prediction result of combination of the HLA and the antigen peptide. According to the method, prediction tasks based on a sequence and a structure are integrated into a unified model, and the potential of the pHLA about the sequence and the structure is analyzed and predicted. Compared with an existing method, the two-dimensional evaluation provides a more comprehensive antigen immunogenicity view angle, and a new insight is provided for the quality of a new antigen for triggering an immunoreaction.

The invention belongs to the technical field of protein expression, and particularly relates to recombinant elastin with repeated amino acid sequences and a preparation method thereof.The recombinant elastin is composed of 327 AA sequence units which are repeatedly connected in series twice and a spider silk protein GAAn module, and the AA sequence units are derived from human elastin containing VPGVG peptide fragment repeating units; the invention also discloses a double-repeat tandem sequence protein obtained by serially connecting AA sequence units twice, a coding gene of the double-repeat tandem sequence protein, a recombinant elastin sequence, a coding gene of the recombinant elastin sequence, a high-expression vector and a preparation method, and the problems of low protein expression efficiency and high purification cost at present are solved.

Provided are a cat allergen polypeptide fragment and use thereof. Fel d1 is divided into a plurality of polypeptides of 10-20 amino acids, which are then co-expressed with VLPs proteins; subsequently, hyperimmune serum of Fel d1 is used for screening; and 2 Fel d1 polypeptides with relatively good immunogenicity are successfully screened. The 2 polypeptides are used for co-expression with VLPs and then formulated into a vaccine to immunize a cat. The secretion amount of Fel d1 in the cat saliva is detected, and the secretion amount of Fel d1 can be reduced by 80% or more. The described polypeptides effectively reduce the secretion amount of the Fel d1 protein in the cat saliva, and reduce the spread of Fel / d1 in the air.

The invention relates to the technical field of biology, in particular to a swelling hippocampus antioxidative peptide as well as a preparation method and application thereof. Comprising a polypeptide with an amino acid sequence as shown in SEQ ID NO.1. The hippocampus antioxidative peptide is prepared by adopting an ultrahigh pressure pretreatment and enzymolysis technology, the adopted extraction process is simple in route, and the time and the production cost are effectively saved; an animal model is used for proving the antioxidation effect of the hippocampus erectus antioxidative peptide and the effect of improving male reproductive disorder and testis injury; and on the basis, a novel peptide fragment with high activity, no toxicity and no sensitization is obtained.

The invention provides a peptide fragment for modifying a Fe3O4 (at) Au magnetic nanoparticle and a preparation method of the Fe3O4 (at) Au magnetic nanoparticle, the peptide fragment is an alpha-peptide fragment 1 or / and a beta-peptide fragment 1, and the fragment of the peptide fragment is as shown in SEQ ID NO: 1. The method comprises the following steps: firstly, growing a layer of gold shell on the surface of Fe3O4 in situ to provide more modification sites, and then modifying PS binding peptide (PSBP) by using an Au-S bond to construct the PS NPs selective probe. The ultralow-concentration PS can be quantitatively detected only by monitoring the ultraviolet-visible absorption change of the probe. The peptide modified Fe3O4 (at) Au probe (Fe3O4 (at) Au-PSBP) has good linearity in a range of 0 to 80 pg mL <-1 >. The probe has been successfully applied to actual samples, such as bottled water, edible salt and milk. The adding standard recovery rate is 98.85%-112.10%, and the relative standard deviation (RSD) is 2.53%-13.80%. The provided Fe3O4 (at) Au-PSBP can be easily expanded to other types of NPs by simply replacing peptides, shows huge potential as a universal specific probe, and can sensitively and quickly detect low-concentration NPs in an actual sample.

The invention relates to a recombinant expression cat interferon-omega gene and a preparation method and application thereof, the nucleotide sequence of the cat interferon-omega gene is as shown in SEQ ID NO.1, and the cat interferon-omega gene is obtained by introducing an Fc fusion fragment to the C terminal and / or N terminal of the natural gene sequence of the cat interferon-omega. XTEN or PAS is introduced to prolong a peptide fragment, and original glycosylation modification sites on a natural sequence are reserved. The method comprises the following steps: cloning a cat interferon-omega gene into an expression vector containing double promoters, further transfecting into a cell, carrying out stable cloning and screening, establishing a high-expression cell strain, and carrying out fermentation culture in a bioreactor. According to the invention, the cat interferon-omega gene is subjected to multiple modification and is efficiently expressed in a CHO-K1GS system, so that the protein yield, the stability and the half-life period are remarkably improved; the obtained fusion protein is high in purity and strong in activity, can obviously enhance immune response and protection effect when being matched with cat vaccines, and is good in safety.

The invention discloses a method for realizing high-efficiency selenium labeling of protein, which comprises the following steps of: in the process of expressing plasmids containing target protein through a prokaryote expression system, realizing high-efficiency replacement of cysteine sulfur atoms in the target protein by selenium atoms by regulating and controlling the ratio of selenium to sulfur elements in a culture medium; on the premise of keeping a good growth state of cells, the selenium labeling efficiency can reach 86%, and the protein expression quantity is stabilized at about 1mg / g (protein / thallus wet weight); structural analysis shows that the secondary structure of the obtained selenium-labeled protein is basically consistent with that of natural protein and is not obviously changed. The method is easy and convenient to operate, high in labeling efficiency, high in protein yield, good in repeatability and suitable for structural biology research such as nuclear magnetic resonance, an effective means is provided for research of the functional mechanism of sulfur atoms in biomacromolecules (including small peptides, polypeptides, peptide fragments, proteins and protein or peptide complexes) with selenium as a probe, and the method has a wide application prospect. Good scientific research application prospects and industrial popularization values are realized.

The invention discloses synthesized XVII type humanized collagen as well as a preparation method and application thereof, and particularly relates to the technical field of genetic engineering. The amino acid sequence of the recombinant XVII type collagen is as shown in SEQ ID NO. 1. According to the invention, key functional domains (five high-hydrophilicity and high-stability peptide fragments such as 641-685 and the like) in a human XVII type collagen alpha1 chain are retained, and non-functional regions are removed. The 100% human source sequence coverage rate is adopted, the immunogenicity risk of animal source collagen is completely avoided, and the biocompatibility is excellent. The functional peptide fragment is repeated twice to form a stable structure of 210 amino acids, so that the functional activity of the protein is enhanced. The theoretical isoelectric point (pI = 6.07) is close to the pH value (7.4) of human tissue fluid, the dissolvability is excellent, and the applicability is high.

The invention relates to the technical field of polypeptides, in particular to an enzyme-mimetic polypeptide, hydrogel, a preparation method and application, the enzyme-mimetic polypeptide selects a peptide fragment I and a peptide fragment II with biocompatibility and degradability as basic sequences, and the peptide fragment I and the peptide fragment II form a beta folding unit, so that the stability of a polypeptide structure can be enhanced; then, the peptide chain is driven to be self-assembled to form a regular nanofiber structure; according to the invention, the characteristic that the biomimetic polypeptide and metal ions are subjected to a complex reaction to form a chelate is utilized, the transparent and stable hydrogel can be rapidly formed without adding a gelatinizing agent, and TEM, SEM and rheological characterization are carried out on the hydrogel to find that the hydrogel containing the biomimetic polypeptide has a porous nanofiber network structure, so that the biomimetic polypeptide can be used for preparing the hydrogel. Meanwhile, the biomimetic polypeptide hydrogel has the same flexibility as natural tissues, and the characteristics indicate that the biomimetic polypeptide hydrogel is expected to have wide application prospects in the aspects of biomimetic materials, antibiosis, cell culture, drug carriers and the like.

The application belongs to the technical field of biology, and particularly relates to an antibacterial polypeptide LAB-129 and application thereof. The application is based on an antibacterial peptide LAB-4 with antibacterial activity from a Shanxi old vinegar source, adopts a random fragmentation strategy to split the complete sequence into multiple short peptide fragments with 5-50 amino acid residues, and screens a new antibacterial peptide LAB-129 with higher antibacterial activity. Compared with the LAB-4, the LAB-129 has stronger antibacterial activity, lower MIC, higher membrane damage capacity and cell damage effect, and exhibits better overall antibacterial effect, thereby laying a good foundation for developing a new microbial proliferation inhibitor to replace traditional antibiotics.

The invention provides a method and system for discovering antioxidant peptides from food and agricultural by-products and outputting enzymolysis recommendation, and relates to the technical field of bioinformatics and artificial intelligence crossing. The method sequentially comprises the steps of protein sequence collection and standardization, candidate peptide fragment interception, prediction of antioxidant activity through fusion of sequence and structural characterization, generation of releasable peptide fragments through enzyme digestion simulation, and construction of comprehensive evaluation indexes based on activity probability and process parameters. And an optimal enzymolysis scheme is searched in an enzyme combination and reaction condition space through multi-objective optimization, so that the method is suitable for high-valued utilization of food industrial residues and agricultural wastes, and has the advantages of high throughput, high accuracy and high implementability.

The invention relates to a TCR-pMHC combination prediction method, model and system based on deep learning, the TCR-pMHC combination prediction method based on deep learning comprises the following steps: step 1, carrying out data preprocessing operation on an input peptide fragment sequence, an MHC sequence and a TCR sequence; 2, performing pMHC feature extraction operation and TCR feature coding operation; performing pMHC feature extraction operation: performing context feature extraction on the peptide fragment sequence and the MHC sequence subjected to data preprocessing to obtain pMHC features; tCR feature coding operation: coding the TCR sequence subjected to data preprocessing to obtain TCR features; and step 3, TCR-pMHC combined prediction operation: carrying out fusion operation on the pMHC features and the TCR features to obtain an interaction feature vector, and carrying out classification operation according to the interaction feature vector to obtain a TCR-pMHC combined prediction result. According to the invention, through extraction, fusion and classification of the pMHC features and the TCR features, TCR-pMHC combined prediction is realized; and the prediction accuracy can be effectively improved.