Accesso libero

Overview of Trends in Global Single Cell Research Based on Bibliometric Analysis and LDA Model (2009–2019)

INFORMAZIONI SU QUESTO ARTICOLO

Cita

Figure 1

Annual publications on single cell research from 2009 to 2019 (Based on the WoS data).
Annual publications on single cell research from 2009 to 2019 (Based on the WoS data).

Figure 2

Production and collaboration analysis of countries. a. Top10 most productive countries. b. Collaboration network of the top10 most productive countries.
Production and collaboration analysis of countries. a. Top10 most productive countries. b. Collaboration network of the top10 most productive countries.

Figure 3

Perplexity-avg_sim curve of LDA model. avg_sim: average similarity.
Perplexity-avg_sim curve of LDA model. avg_sim: average similarity.

Figure 4

Topic strength of 19 topics on single cell research. X-coordinate: Years; Y-coordinate: Topic Strength.
Topic strength of 19 topics on single cell research. X-coordinate: Years; Y-coordinate: Topic Strength.

Figure 5

Topic distributions of the top10 most productive countries.
Topic distributions of the top10 most productive countries.

Figure 6

The topic distribution trend of China.
The topic distribution trend of China.

Figure 7

Topic evolution trends of the top10 productive countries of topic13.
Topic evolution trends of the top10 productive countries of topic13.

Topics identified by LDA model (K=20).

Topic Potential topic Top20 frequent terms
0 Pathology of brain disease disease; brain; distribution; relationship; region; pattern; nucleus; age; immunohistochemistry; human brain; cortex; proportion; purpose; hippocampus; cluster; focus; rat; input; neuron; pathology
1 Mathematical modeling of cell cycle model; type; control; mechanism; betum; datum; network; cell cycle; complexity; framework; phase; association; simulation; modeling; mouse model; differential expression; account; interplay; prediction; balance
2 Single cell detection platform detection; imaging; platform; fluorescence; sensitivity; design; resolution; quantification; device; mass spectrometry; living; sample; measurement; spectrometry; flow; array; magnitude; capability; microfluidic device; chip
3 Immune response single-cell level; flow cytometry; infection; biology; single-cell analysis; cytometry; host; memory; emergence; virus; pathogenesis; set; health; inflammation; immune response; immune system; complex; initiation; immunity; site
4 Signal transduction response; activity; vivo; activation; pathway; receptor; factor; target; inhibition; phenotype; replication; inhibitor; signaling; overexpression; depletion; miRNA; kinase; zebrafish; oxygen; angiogenesis
5 Phylogeny on single cell level sequencing; identification; protocol; diversity; genome; situ hybridization; selection; mutation; life; amplification; analysis; sequence; accuracy; family; transfer; chromosome; classification; genus; total; syndrome
6 Intracellular calcium modulation combination; generation; increase; frequency; alpha; action; calcium; injury; channel; layer; heart; stability; difference; modulation; transmission; strength; central nervous system; ion; mu m; mechanism
7 Single cell gel electrophoresis treatment; damage; assay; exposure; repair; stress; comparison; apoptosis; cell line; extent; risk; carcinoma; peripheral blood; kidney; glioblastoma; liver; assessment; evaluation; radiation; toxicity
8 Molecular mechanism of embryonic development development; mouse; tissue; single-cell resolution; embryo; transcriptome; origin; stage; cell type; mapping; morphogenesis; establishment; skin; immunofluorescence; nervous system; gap; epithelium; molecular mechanism; specification; resource
9 Cell adhesion microscopy; surface; interaction; adhesion; spectroscopy; different cell; manipulation; motility; extracellular matrix; binding; chemical; cell surface; force; substrate; bacterium; atomic force; speed; aeruginosa; spectra; spectrum
10 Isolation and sorting of single cell single cell; range; isolation; quality; cycle; engineering; antibody; viability; delivery; screening; enrichment; field; high throughput; throughput; amount; droplet; suspension; cell viability; red blood; solution
11 Cell migration protein; migration; rate; contrast; loss; context; absence; transition; invasion; cell division; localization; density; organism; division; cell migration; cell size; decrease; fraction; literature; core
12 Cell-to-cell variability analysis expression; gene expression; gene; population; transcription; regulation; mRNA; evolution; variability; variation; chromatin; transcription factor; protein expression; correlation; noise; phenotypic; promoter; reporter; cell-to-cell variability; gene regulation
13 Cancer diagnosis and treatment cancer; tumor; blood; resistance; therapy; progression; survival; breast cancer; drug; patient; metastasis; death; lung; efficacy; diagnosis; treatment; melanoma; microenvironment; cell death; persistence
14 Single cell oil growth; production; yeast; concentration; metabolism; ratio; composition; content; reduction; source; accumulation; plant; degradation; synthesis; abundance; medium; energy; strain; recovery; oil
15 Stem cell differentiation; vitro; stem; culture; proliferation; methylation; adult; lineage; regeneration; capacity; progenitor; stem cell; rise; pluripotent stem; fate; bone marrow; maintenance; expansion; marker; embryonic stem
16 Cellular heterogeneity analysis analysis; single cell; heterogeneity; level; single-cell; size; cellular heterogeneity; integration; cell population; bulk; volume; chapter; acquisition; individual cell; glioma; drug discovery; cell analysis; tummy; significance; conjunction
17 Single cell living imaging addition; potential; membrane; release; stimulation; homeostasis; secretion; situ; change; uptake; transport; cytoplasm; fluorescence microscopy; gamma; iuss; fusion; plasma membrane; phosphorylation; cell biology; real time
18 Biofilm formation formation; structure; environment; behavior; light; body; community; form; plasticity; processing; degree; matrix; shape; nature; length; organization; adaptation; space; fixation; assembly
eISSN:
2543-683X
Lingua:
Inglese
Frequenza di pubblicazione:
4 volte all'anno
Argomenti della rivista:
Computer Sciences, Information Technology, Project Management, Databases and Data Mining