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Progress and Knowledge Transfer from Science to Technology in the Research Frontier of CRISPR Based on the LDA Model Cover

Progress and Knowledge Transfer from Science to Technology in the Research Frontier of CRISPR Based on the LDA Model

Open Access
|Feb 2022

Figures & Tables

Figure 1

Growth of publication numbers (a) and keywords co-occurrence networks (b) regarding CRISPR in 2011–2020.
Growth of publication numbers (a) and keywords co-occurrence networks (b) regarding CRISPR in 2011–2020.

Figure 2

The layout of topics on CRISPR by the method of LDAvis (an example with topic 1 selected).
The layout of topics on CRISPR by the method of LDAvis (an example with topic 1 selected).

Figure 3

The number of publications in each topic from 2011 to 2020 (per year).
The number of publications in each topic from 2011 to 2020 (per year).

Figure 4

The percentage of publications in each topic from 2011 to 2020 (per year).
The percentage of publications in each topic from 2011 to 2020 (per year).

Figure 5

Knowledge transfer from topics of articles to IPC-4 codes of patents.
Knowledge transfer from topics of articles to IPC-4 codes of patents.

Detailed explanations of the top 10 IPC-4 classes_

RankIPC-4 classDetailed meaning
1C12NMicroorganisms or Enzymes; Compositions Thereof; Propagating, Preserving, or Maintaining Microorganisms; Mutation or Genetic Engineering; Culture Media;
2A61KPreparations for Medical, Dental, or Toilet Purposes;
3C07KPeptides;
4C12QMeasuring or Testing Processes Involving Enzymes, Nucleic Acids or Microorganisms; Compositions or Test Papers Therefor; Processes of Preparing Such Compositions; Condition-Responsive Control in Microbiological or Enzymological Processes;
5A61PSpecific Therapeutic Activity of Chemical Compounds or Medicinal Preparations;
6A01KAnimal Husbandry; Care of Birds, Fishes, Insects; Fishing; Rearing or Breeding Animals, Not Otherwise Provided for; New Breeds of Animals;
7C12PFermentation or Enzyme-Using Processes to Synthesise a Desired Chemical Compound or Composition or to Separate Optical Isomers from a Racemic Mixture;
8G01NInvestigating or Analyzing Materials by Determining Their Chemical or Physical Properties;
9C07HSugars; Derivatives Thereof; Nucleosides; Nucleotides; Nucleic Acids;
10A01HNew Plants or Processes for Obtaining Them; Plant Reproduction by Tissue Culture Techniques.

Relative strength of knowledge transition (SKT) between research topics and technological classes_

C12NA61KC07KC12QA61PA01KC12PG01NC07HA01HOthersSum
topic 10.01220.00670.00340.00160.00290.00220.00010.00100.00050.00040.00140.03
topic 20.10700.03220.02120.01910.01030.00660.00570.00380.00370.00310.01680.23
topic 30.00230.00260.00070.00030.00200.00010.00010.00020.00010.00000.00150.01
topic 40.02780.01120.00640.00610.00390.00100.00120.00190.00190.00080.00310.07
topic 50.00380.00490.00200.00120.00320.00030.00000.00100.00010.00010.00160.02
topic 60.14930.04230.02860.02250.01280.01350.00580.00510.00470.00690.01430.31
topic 70.02910.01440.00830.00380.00420.00260.00070.00150.00070.00020.00390.07
topic 80.00400.00150.00050.00190.00060.00040.00010.00030.00010.00060.00070.01
topic 90.00180.00110.00030.00030.00040.00010.00050.00010.00010.00010.00170.01
topic 100.12130.03610.02750.01910.01050.00600.00420.00320.00540.00470.01400.25
Sum0.460.150.10.080.050.030.020.020.020.020.051

Detailed data on paper-patent citations in CRISPR_

PublicationsNPRs% of NPRsCiting patentsNPR transition rateAvg. FT (years)
topic 13,019531.76%5120.170.87
topic 23,11843914.08%4,4431.421.12
topic 31,392191.36%1490.111.11
topic 41,42515911.16%1,2200.861.18
topic 51,751271.54%2900.170.63
topic 61,68760035.57%5,9263.511.07
topic 71,02812111.77%1,2521.221.07
topic 8473265.50%2040.430.88
topic 9855263.04%1070.131
topic 101,1561,00787.11%4,8824.221.09
total15,9042,47715.57%18,9851.191.08

10 topics and corresponding words on CRISPR_

NoTopicTop 20 most correlated words
#1Gene mutation based on CRISPR/Cas9mice; gene; development; mutations; model; function; mutant; cas9; protein; loss; disease; crispr; mutation; expression; knockout; type; mutations; using; results; mouse
#2Genome editing based on CRISPR systemcrispr; genome; based; gene; can; genetic; editing; cas9; system; target; using; high; engineering; new; method; rna; single; technology; screening; tools
#3Targeted therapiesbeta; expression; alpha; protein; induced; cells; signaling; receptor; stress; pathway; activation; response; increased; mediated; role; level; mir; regulation; factor; dependent
#4Gene expressionexpression; protein; transcription; rna; gene; binding; cell; proteins; virus; dna; replication; regulation; transcriptional; promotor; infection; auxin; activation; complex; factor; human
#5Human therapeuticcell; cancer; tumor; expression; proliferation; growth; knockout; crispr; resistance; inhibition; survival; cas9; apoptsis; lines; human; treatment; migration; patients; therapeutic; lung
#6Biotechnology with CRISPR/Cas9cas9; editing; crispr; dna; genome; target; gene; system; efficiency; mutations; mediated; base; repair; recombination; guide; using; efficient; homologous; single; double
#7Genetic engineering human cellscell; gene; stem; human; cas9; crispr; delivery; expression; gfp; pluripotent; vivo; using; editing; protien; derived; system; retinal; mouse; knock; therapy
#8CRISPR in agriculturecrispr; rice; resistance; plant; detection; clustered; short; palindromic; regularly; interspaced; repeats; analysis; results; associated; study; pneumoniae; arabidopsis; pcr; toxin; clinical
#9Genome analysis on strainsgenes; strains; strain; production; acid; genome; study; analysis; resistance; identified; biosynthesis; growth; species; genomic; isolated; metabolic; clusters; two; showed; genomes
#10Mechanism of CRISPR/Cascrispr; cas; systems; dna; phage; bacterial; system; rna; proteins; type; sequence; cleavage; host; immunity; pam; complex; anti; immune; structure; plasmids
DOI: https://doi.org/10.2478/jdis-2022-0004 | Journal eISSN: 2543-683X | Journal ISSN: 2096-157X
Language: English
Page range: 1 - 19
Submitted on: Oct 20, 2021
Accepted on: Dec 31, 2021
Published on: Feb 3, 2022
Published by: Chinese Academy of Sciences, National Science Library
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2022 Yushuang Lyu, Muqi Yin, Fangjie Xi, Xiaojun Hu, published by Chinese Academy of Sciences, National Science Library
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.