| Literature DB >> 34062904 |
Yuki Wada1, Asami Suzuki2, Hitomi Ishiguro1,3, Etsuko Murakashi1, Yukihiro Numabe1,3.
Abstract
Though previously studies have reported that Low reactive Level Laser Therapy (LLLT) promotes wound healing, molecular level evidence was uncleared. The purpose of this study is to examine the temporal molecular processes of human immortalized gingival fibroblasts (HGF) by LLLT by the comprehensive analysis of gene expression. HGF was seeded, cultured for 24 h, and then irradiated with a Nd: YAG laser at 0.5 W for 30 s. After that, gene differential expression analysis and functional analysis were performed with DNA microarray at 1, 3, 6 and 12 h after the irradiation. The number of genes with up- and downregulated differentially expression genes (DEGs) compared to the nonirradiated group was large at 6 and 12 h after the irradiation. From the functional analysis results of DEGs, Biological Process (BP) based Gene Ontology (GO), BP 'the defense response' is considered to be an important process with DAVID. Additionally, the results of PPI analysis of DEGs involved in the defense response with STRING, we found that the upregulated DEGs such as CXCL8 and NFKB1, and the downregulated DEGs such as NFKBIA and STAT1 were correlated with multiple genes. We estimate that these genes are key genes on the defense response after LLLT.Entities:
Keywords: Low reactive Level Laser Therapy (LLLT); biological processes (BP); differentially gene expression (DEGs); gene ontology; human gingival fibroblasts (HGF); microarray; protein–protein interaction (PPI)
Year: 2021 PMID: 34062904 PMCID: PMC8125544 DOI: 10.3390/jcm10091952
Source DB: PubMed Journal: J Clin Med ISSN: 2077-0383 Impact factor: 4.241
The functional analysis of the upregulated genes at 1 h after Low Reactive Level Laser (LLL) irradiation.
| Gene Ontology (GO) ID and Terms on Biological Process (BP) | Count | % | |
|---|---|---|---|
| GO:0061024~membrane organization | 6 | 6.67 | 4.45 × 10−2 |
| GO:0002696~positive regulation of leukocyte activation | 4 | 4.44 | 2.15 × 10−2 |
| GO:0050867~positive regulation of cell activation | 4 | 4.44 | 2.31 × 10−2 |
| GO:0002694~regulation of leukocyte activation | 4 | 4.44 | 6.00 × 10−2 |
| GO:0072657~protein localization to membrane | 4 | 4.44 | 6.66 × 10−2 |
| GO:0050865~regulation of cell activation | 4 | 4.44 | 7.06 × 10−2 |
| GO:0008037~cell recognition | 3 | 3.33 | 3.60 × 10−2 |
| GO:0072659~protein localization to plasma membrane | 3 | 3.33 | 5.98 × 10−2 |
| GO:1990778~protein localization to cell periphery | 3 | 3.33 | 6.97 × 10−2 |
| GO:0007009~plasma membrane organization | 3 | 3.33 | 9.88 × 10−2 |
| GO:0006910~phagocytosis, recognition | 2 | 2.22 | 6.52 × 10−2 |
| GO:2000243~positive regulation of reproductive process | 2 | 2.22 | 8.66 × 10−2 |
| GO:0006911~phagocytosis, engulfment | 2 | 2.22 | 9.18 × 10−2 |
Count: genes involved in the term; percentage (%): involved genes/total genes; p-value: modified Fisher exact p-value.
The functional analysis of the downregulated genes at 1 h after LLL irradiation.
| Gene Ontology (GO) ID and Terms on Biological Process (BP) | Count | % | |
|---|---|---|---|
| GO:0032774~RNA biosynthetic process | 10 | 18.52 | 1.27 × 10−2 |
| GO:0034654~nucleobase-containing compound biosynthetic process | 10 | 18.52 | 2.59 × 10−2 |
| GO:0018130~heterocycle biosynthetic process | 10 | 18.52 | 2.79 × 10−2 |
| GO:0019438~aromatic compound biosynthetic process | 10 | 18.52 | 2.85 × 10−2 |
| GO:0016070~RNA metabolic process | 10 | 18.52 | 3.87 × 10−2 |
| GO:0034645~cellular macromolecule biosynthetic process | 10 | 18.52 | 6.07 × 10−2 |
| GO:0010467~gene expression | 10 | 18.52 | 8.40 × 10−2 |
| GO:0007267~cell–cell signaling | 5 | 9.26 | 7.48 × 10−2 |
| GO:0006614~SRP-dependent cotranslational protein targeting to membrane | 3 | 5.56 | 4.74 × 10−3 |
| GO:0006613~cotranslational protein targeting to membrane | 3 | 5.56 | 5.44 × 10−3 |
| GO:0045047~protein targeting to ER | 3 | 5.56 | 5.54 × 10−3 |
| GO:0072599~establishment of protein localization to endoplasmic reticulum | 3 | 5.56 | 5.96 × 10−3 |
| GO:0000184~nuclear-transcribed mRNA catabolic process, nonsense-mediated decay | 3 | 5.56 | 7.67 × 10−3 |
| GO:0070972~protein localization to endoplasmic reticulum | 3 | 5.56 | 8.28 × 10−3 |
| GO:0019083~viral transcription | 3 | 5.56 | 1.60 × 10−2 |
| GO:0006413~translational initiation | 3 | 5.56 | 1.74 × 10−2 |
| GO:0006612~protein targeting to membrane | 3 | 5.56 | 1.76 × 10−2 |
| GO:0019080~viral gene expression | 3 | 5.56 | 1.79 × 10−2 |
| GO:0000956~nuclear-transcribed mRNA catabolic process | 3 | 5.56 | 2.05 × 10−2 |
| GO:0044033~multiorganism metabolic process | 3 | 5.56 | 2.20 × 10−2 |
| GO:0006402~mRNA catabolic process | 3 | 5.56 | 2.33 × 10−2 |
| GO:0006401~RNA catabolic process | 3 | 5.56 | 2.91 × 10−2 |
| GO:0006364~rRNA processing | 3 | 5.56 | 3.36 × 10−2 |
| GO:0016072~rRNA metabolic process | 3 | 5.56 | 3.52 × 10−2 |
| GO:0042254~ribosome biogenesis | 3 | 5.56 | 5.00 × 10−2 |
| GO:0090150~establishment of protein localization to membrane | 3 | 5.56 | 5.91 × 10−2 |
| GO:0034655~nucleobase-containing compound catabolic process | 3 | 5.56 | 6.25 × 10−2 |
| GO:0034470~ncRNA processing | 3 | 5.56 | 7.17 × 10−2 |
| GO:0046700~heterocycle catabolic process | 3 | 5.56 | 7.17 × 10−2 |
| GO:0044270~cellular nitrogen compound catabolic process | 3 | 5.56 | 7.38 × 10−2 |
| GO:0019439~aromatic compound catabolic process | 3 | 5.56 | 7.54 × 10−2 |
| GO:1901361~organic cyclic compound catabolic process | 3 | 5.56 | 8.23 × 10−2 |
| GO:0019058~viral life cycle | 3 | 5.56 | 8.55 × 10−2 |
| GO:0022613~ribonucleoprotein complex biogenesis | 3 | 5.56 | 9.37 × 10−2 |
| GO:0072657~protein localization to membrane | 3 | 5.56 | 9.67 × 10−2 |
Count: genes involved in the term; percentage (%): involved genes/total genes; p-value: modified Fisher exact p-value.
The functional analysis of the upregulated genes at 3 h after LLL irradiation.
| Gene Ontology (GO) ID and Terms on Biological Process (BP) | Count | % | |
|---|---|---|---|
| GO:0055085~transmembrane transport | 5 | 0.30 | 5.87 × 10−2 |
| GO:1901615~organic hydroxy compound metabolic process | 3 | 0.18 | 7.85 × 10−2 |
| GO:0006820~anion transport | 3 | 0.18 | 9.85 × 10−2 |
| GO:0051180~vitamin transport | 2 | 0.12 | 3.81 × 10−2 |
| GO:0006767~water-soluble vitamin metabolic process | 2 | 0.12 | 9.58 × 10−2 |
Count: genes involved in the term; percentage (%): involved genes/total genes; p-value: modified Fisher exact p-value.
The functional analysis of the downregulated genes at 3 h after LLL irradiation.
| Gene Ontology (GO) ID and Terms on Biological Process (BP) | Count | % | |
|---|---|---|---|
| GO:0032774~RNA biosynthetic process | 6 | 15.79 | 3.8 × 10−2 |
| GO:0034654~nucleobase-containing compound biosynthetic process | 6 | 15.79 | 5.85 × 10−2 |
| GO:0018130~heterocycle biosynthetic process | 6 | 15.79 | 6.14 × 10−2 |
| GO:0019438~aromatic compound biosynthetic process | 6 | 15.79 | 6.21 × 10−2 |
| GO:0016070~RNA metabolic process | 6 | 15.79 | 7.52 × 10−2 |
| GO:0044085~cellular component biogenesis | 5 | 13.16 | 5.62 × 10−2 |
| GO:0006614~SRP-dependent cotranslational protein targeting to membrane | 4 | 10.53 | 1.52 × 10−5 |
| GO:0006613~cotranslational protein targeting to membrane | 4 | 10.53 | 1.88 × 10−5 |
| GO:0045047~protein targeting to ER | 4 | 10.53 | 1.94 × 10−5 |
| GO:0072599~establishment of protein localization to endoplasmic reticulum | 4 | 10.53 | 2.17 × 10−5 |
| GO:0000184~nuclear-transcribed mRNA catabolic process, nonsense-mediated decay | 4 | 10.53 | 3.20 × 10−5 |
| GO:0070972~protein localization to endoplasmic reticulum | 4 | 10.53 | 3.60 × 10−5 |
| GO:0019083~viral transcription | 4 | 10.53 | 1.01 × 10−4 |
| GO:0006413~translational initiation | 4 | 10.53 | 1.15 × 10−4 |
| GO:0006612~protein targeting to membrane | 4 | 10.53 | 1.17 × 10−4 |
| GO:0019080~viral gene expression | 4 | 10.53 | 1.20 × 10−4 |
| GO:0000956~nuclear-transcribed mRNA catabolic process | 4 | 10.53 | 1.48 × 10−4 |
| GO:0044033~multiorganism metabolic process | 4 | 10.53 | 1.66 × 10−4 |
| GO:0006402~mRNA catabolic process | 4 | 10.53 | 1.83 × 10−4 |
| GO:0006401~RNA catabolic process | 4 | 10.53 | 2.60 × 10−4 |
| GO:0006364~rRNA processing | 4 | 10.53 | 3.26 × 10−4 |
| GO:0016072~rRNA metabolic process | 4 | 10.53 | 3.51 × 10−4 |
| GO:0042254~ribosome biogenesis | 4 | 10.53 | 6.20 × 10−4 |
| GO:0090150~establishment of protein localization to membrane | 4 | 10.53 | 8.15 × 10−4 |
| GO:0034655~nucleobase-containing compound catabolic process | 4 | 10.53 | 8.94 × 10−4 |
| GO:0034470~ncRNA processing | 4 | 10.53 | 1.12 × 10−3 |
| GO:0046700~heterocycle catabolic process | 4 | 10.53 | 1.12 × 10−3 |
| GO:0044270~cellular nitrogen compound catabolic process | 4 | 10.53 | 1.18 × 10−3 |
| GO:0019439~aromatic compound catabolic process | 4 | 10.53 | 1.22 × 10−3 |
| GO:1901361~organic cyclic compound catabolic process | 4 | 10.53 | 1.41 × 10−3 |
| GO:0019058~viral life cycle | 4 | 10.53 | 1.51 × 10−3 |
| GO:0022613~ribonucleoprotein complex biogenesis | 4 | 10.53 | 1.76 × 10−3 |
| GO:0072657~protein localization to membrane | 4 | 10.53 | 1.85 × 10−3 |
| GO:0034660~ncRNA metabolic process | 4 | 10.53 | 2.87 × 10−3 |
| GO:0006412~translation | 4 | 10.53 | 4.01 × 10−3 |
| GO:0072594~establishment of protein localization to organelle | 4 | 10.53 | 4.47 × 10−3 |
| GO:0043043~peptide biosynthetic process | 4 | 10.53 | 4.49 × 10−3 |
| GO:0016071~mRNA metabolic process | 4 | 10.53 | 4.58 × 10−3 |
| GO:1902582~single-organism intracellular transport | 4 | 10.53 | 5.04 × 10−3 |
| GO:0006605~protein targeting | 4 | 10.53 | 5.16 × 10−3 |
| GO:0043604~amide biosynthetic process | 4 | 10.53 | 5.92 × 10−3 |
| GO:0006518~peptide metabolic process | 4 | 10.53 | 7.94 × 10−3 |
| GO:0044802~single-organism membrane organization | 4 | 10.53 | 9.30 × 10−3 |
| GO:0033365~protein localization to organelle | 4 | 10.53 | 1.04 × 10−2 |
| GO:0006396~RNA processing | 4 | 10.53 | 1.07 × 10−2 |
| GO:0016032~viral process | 4 | 10.53 | 1.26 × 10−2 |
| GO:0044764~multiorganism cellular process | 4 | 10.53 | 1.28 × 10−2 |
| GO:0044265~cellular macromolecule catabolic process | 4 | 10.53 | 1.29 × 10−2 |
| GO:0043603~cellular amide metabolic process | 4 | 10.53 | 1.36 × 10−2 |
| GO:0044403~symbiosis, encompassing mutualism through parasitism | 4 | 10.53 | 1.37 × 10−2 |
Count: genes involved in the term; percentage (%): involved genes/total genes; p-value: modified Fisher exact p-value.
The functional analysis of the upregulated genes at 6 h after LLL irradiation.
| Gene Ontology (GO) ID and Terms on Biological Process (BP) | Count | % | |
|---|---|---|---|
| GO:0034645~cellular macromolecule biosynthetic process | 72 | 19.20 | 4.50 × 10−3 |
| GO:0010467~gene expression | 67 | 17.87 | 9.63 × 10−2 |
| GO:0016070~RNA metabolic process | 65 | 17.33 | 1.49 × 10−2 |
| GO:0010468~regulation of gene expression | 64 | 17.07 | 4.90 × 10−3 |
| GO:0051171~regulation of nitrogen compound metabolic process | 64 | 17.07 | 6.75 × 10−3 |
| GO:0019219~regulation of nucleobase-containing compound metabolic process | 61 | 16.27 | 5.24 × 10−3 |
| GO:0010556~regulation of macromolecule biosynthetic process | 60 | 16.00 | 8.42 × 10−3 |
| GO:2000112~regulation of cellular macromolecule biosynthetic process | 59 | 15.73 | 7.09 × 10−3 |
| GO:0034654~nucleobase-containing compound biosynthetic process | 59 | 15.73 | 4.02 × 10−2 |
| GO:0018130~heterocycle biosynthetic process | 59 | 15.73 | 4.99 × 10−2 |
| GO:0019438~aromatic compound biosynthetic process | 59 | 15.73 | 5.24 × 10−2 |
| GO:0051252~regulation of RNA metabolic process | 58 | 15.47 | 3.04 × 10−3 |
| GO:0097659~nucleic acid-templated transcription | 57 | 15.20 | 5.26 × 10−3 |
| GO:0032774~RNA biosynthetic process | 57 | 15.20 | 1.10 × 10−2 |
| GO:0006355~regulation of transcription, DNA-templated | 54 | 14.40 | 8.34 × 10−3 |
| GO:1903506~regulation of nucleic acid-templated transcription | 54 | 14.40 | 9.42 × 10−3 |
| GO:2001141~regulation of RNA biosynthetic process | 54 | 14.40 | 1.04 × 10−2 |
| GO:0006351~transcription, DNA-templated | 53 | 14.13 | 1.32 × 10−2 |
| GO:0010646~regulation of cell communication | 47 | 12.53 | 7.96 × 10−3 |
| GO:0023051~regulation of signaling | 47 | 12.53 | 1.07 × 10−2 |
| GO:0009893~positive regulation of metabolic process | 46 | 12.27 | 1.53 × 10−2 |
| GO:0010604~positive regulation of macromolecule metabolic process | 43 | 11.47 | 2.02 × 10−2 |
| GO:0009966~regulation of signal transduction | 42 | 11.20 | 1.56 × 10−2 |
| GO:0009892~negative regulation of metabolic process | 40 | 10.67 | 1.19 × 10−2 |
| GO:0007166~cell surface receptor signaling pathway | 40 | 10.67 | 2.78 × 10−2 |
| GO:0031325~positive regulation of cellular metabolic process | 40 | 10.67 | 6.31 × 10−2 |
| GO:0010605~negative regulation of macromolecule metabolic process | 39 | 10.40 | 5.48 × 10−3 |
| GO:0031324~negative regulation of cellular metabolic process | 37 | 9.87 | 1.76 × 10−2 |
| GO:0006366~transcription from RNA polymerase II promoter | 35 | 9.33 | 1.02 × 10−3 |
| GO:0006357~regulation of transcription from RNA polymerase II promoter | 35 | 9.33 | 1.17 × 10−3 |
| GO:0010628~positive regulation of gene expression | 33 | 8.80 | 1.19 × 10−3 |
| GO:0071310~cellular response to organic substance | 32 | 8.53 | 6.76 × 10−2 |
| GO:0051173~positive regulation of nitrogen compound metabolic process | 31 | 8.27 | 8.31 × 10−3 |
| GO:0048584~positive regulation of response to stimulus | 31 | 8.27 | 4.62 × 10−2 |
| GO:0009891~positive regulation of biosynthetic process | 30 | 8.00 | 1.39 × 10−2 |
| GO:0031328~positive regulation of cellular biosynthetic process | 29 | 7.73 | 1.93 × 10−2 |
| GO:0006468~protein phosphorylation | 29 | 7.73 | 4.20 × 10−2 |
| GO:0008283~cell proliferation | 29 | 7.73 | 4.43 × 10−2 |
| GO:0008219~cell death | 29 | 7.73 | 7.43 × 10−2 |
| GO:0010557~positive regulation of macromolecule biosynthetic process | 28 | 7.47 | 1.29 × 10−2 |
| GO:0045935~positive regulation of nucleobase-containing compound metabolic process | 28 | 7.47 | 2.02 × 10−2 |
| GO:0012501~programmed cell death | 28 | 7.47 | 6.56 × 10−2 |
| GO:0007155~cell adhesion | 27 | 7.20 | 4.37 × 10−2 |
| GO:0022610~biological adhesion | 27 | 7.20 | 4.53 × 10−2 |
| GO:2000026~regulation of multicellular organismal development | 27 | 7.20 | 4.97 × 10−2 |
| GO:0006915~apoptotic process | 27 | 7.20 | 5.76 × 10−2 |
| GO:0051254~positive regulation of RNA metabolic process | 26 | 6.93 | 9.98 × 10−3 |
| GO:1902531~regulation of intracellular signal transduction | 26 | 6.93 | 7.47 × 10−2 |
| GO:0048585~negative regulation of response to stimulus | 25 | 6.67 | 1.26 × 10−2 |
| GO:0009890~negative regulation of biosynthetic process | 25 | 6.67 | 3.44 × 10−2 |
| GO:0042127~regulation of cell proliferation | 25 | 6.67 | 4.68 × 10−2 |
| GO:0048646~anatomical structure formation involved in morphogenesis | 24 | 6.40 | 3.17 × 10−3 |
| GO:0010558~negative regulation of macromolecule biosynthetic process | 24 | 6.40 | 3.25 × 10−2 |
| GO:0031327~negative regulation of cellular biosynthetic process | 24 | 6.40 | 4.89 × 10−2 |
| GO:0010629~negative regulation of gene expression | 24 | 6.40 | 5.04 × 10−2 |
| GO:0045893~positive regulation of transcription, DNA-templated | 23 | 6.13 | 3.43 × 10−2 |
| GO:1903508~positive regulation of nucleic acid-templated transcription | 23 | 6.13 | 3.43 × 10−2 |
| GO:1902680~positive regulation of RNA biosynthetic process | 23 | 6.13 | 3.94 × 10−2 |
| GO:0002682~regulation of immune system process | 23 | 6.13 | 4.19 × 10−2 |
| GO:0006952~defense response | 23 | 6.13 | 9.61 × 10−2 |
| GO:0010648~negative regulation of cell communication | 22 | 5.87 | 1.69 × 10−2 |
| GO:0023057~negative regulation of signaling | 22 | 5.87 | 1.74 × 10−2 |
| GO:0080134~regulation of response to stress | 22 | 5.87 | 3.76 × 10−2 |
| GO:2000113~negative regulation of cellular macromolecule biosynthetic process | 22 | 5.87 | 4.90 × 10−2 |
| GO:0051240~positive regulation of multicellular organismal process | 22 | 5.87 | 9.32 × 10−2 |
| GO:0051094~positive regulation of developmental process | 21 | 5.60 | 1.41 × 10−2 |
Count: genes involved in the term; percentage (%): involved genes/total genes; p-value: modified Fisher exact p-value.
The functional analysis of the downregulated genes at 6 h after LLL irradiation.
| Gene Ontology (GO) ID and Terms on Biological Process (BP) | Count | % | |
|---|---|---|---|
| GO:0034645~cellular macromolecule biosynthetic process | 158 | 0.26 | 1.20 × 10−6 |
| GO:0010467~gene expression | 147 | 0.24 | 2.91 × 10−3 |
| GO:0019438~aromatic compound biosynthetic process | 141 | 0.23 | 4.17 × 10−6 |
| GO:0018130~heterocycle biosynthetic process | 138 | 0.23 | 1.59 × 10−5 |
| GO:0034654~nucleobase-containing compound biosynthetic process | 135 | 0.22 | 3.51 × 10−5 |
| GO:0016070~RNA metabolic process | 132 | 0.22 | 2.23 × 10−3 |
| GO:0051171~regulation of nitrogen compound metabolic process | 128 | 0.21 | 1.10 × 10−3 |
| GO:0010468~regulation of gene expression | 126 | 0.21 | 1.36 × 10−3 |
| GO:0032774~RNA biosynthetic process | 121 | 0.20 | 1.21 × 10−4 |
| GO:2000112~regulation of cellular macromolecule biosynthetic process | 121 | 0.20 | 3.10 × 10−4 |
| GO:0010556~regulation of macromolecule biosynthetic process | 121 | 0.20 | 9.90 × 10−4 |
| GO:0019219~regulation of nucleobase-containing compound metabolic process | 118 | 0.20 | 2.92 × 10−3 |
| GO:0097659~nucleic acid-templated transcription | 113 | 0.19 | 8.72 × 10−4 |
| GO:0006351~transcription, DNA-templated | 109 | 0.18 | 8.23 × 10−4 |
| GO:0006355~regulation of transcription, DNA-templated | 107 | 0.18 | 1.77 × 10−3 |
| GO:1903506~regulation of nucleic acid-templated transcription | 107 | 0.18 | 2.18 × 10−3 |
| GO:2001141~regulation of RNA biosynthetic process | 107 | 0.18 | 2.60 × 10−3 |
| GO:0051252~regulation of RNA metabolic process | 107 | 0.18 | 7.16 × 10−3 |
| GO:0009892~negative regulation of metabolic process | 90 | 0.15 | 9.30 × 10−6 |
| GO:0010605~negative regulation of macromolecule metabolic process | 86 | 0.14 | 4.06 × 10−6 |
| GO:0031324~negative regulation of cellular metabolic process | 85 | 0.14 | 1.02 × 10−5 |
| GO:0044085~cellular component biogenesis | 85 | 0.14 | 1.03 × 10−2 |
| GO:0043933~macromolecular complex subunit organization | 83 | 0.14 | 1.72 × 10−4 |
| GO:0009893~positive regulation of metabolic process | 83 | 0.14 | 5.25 × 10−2 |
| GO:0010604~positive regulation of macromolecule metabolic process | 81 | 0.13 | 2.37 × 10−2 |
| GO:0022607~cellular component assembly | 79 | 0.13 | 6.13 × 10−3 |
| GO:0051276~chromosome organization | 67 | 0.11 | 7.48.E-12 |
| GO:0033554~cellular response to stress | 66 | 0.11 | 6.62 × 10−5 |
| GO:0032268~regulation of cellular protein metabolic process | 65 | 0.11 | 6.56 × 10−2 |
| GO:0031327~negative regulation of cellular biosynthetic process | 63 | 0.10 | 1.62 × 10−6 |
| GO:0009890~negative regulation of biosynthetic process | 63 | 0.10 | 2.75 × 10−6 |
| GO:0051172~negative regulation of nitrogen compound metabolic process | 63 | 0.10 | 2.91 × 10−6 |
| GO:0010558~negative regulation of macromolecule biosynthetic process | 61 | 0.10 | 1.79 × 10−6 |
| GO:0010629~negative regulation of gene expression | 61 | 0.10 | 7.71 × 10−6 |
| GO:2000113~negative regulation of cellular macromolecule biosynthetic process | 60 | 0.10 | 4.10 × 10−7 |
| GO:0071822~protein complex subunit organization | 60 | 0.10 | 4.18 × 10−4 |
| GO:0045934~negative regulation of nucleobase-containing compound metabolic process | 59 | 0.10 | 2.74 × 10−6 |
| GO:0065003~macromolecular complex assembly | 59 | 0.10 | 1.21 × 10−3 |
| GO:0006461~protein complex assembly | 56 | 0.09 | 9.86 × 10−5 |
| GO:0070271~protein complex biogenesis | 56 | 0.09 | 1.00 × 10−4 |
| GO:0007049~cell cycle | 56 | 0.09 | 3.16 × 10−3 |
| GO:0006325~chromatin organization | 54 | 0.09 | 4.01 × 10−13 |
| GO:1903507~negative regulation of nucleic acid-templated transcription | 53 | 0.09 | 2.84 × 10−6 |
| GO:1902679~negative regulation of RNA biosynthetic process | 53 | 0.09 | 4.28 × 10−6 |
| GO:0051253~negative regulation of RNA metabolic process | 53 | 0.09 | 1.24 × 10−5 |
| GO:0045892~negative regulation of transcription, DNA-templated | 52 | 0.09 | 1.93 × 10−6 |
| GO:0034622~cellular macromolecular complex assembly | 47 | 0.08 | 4.38 × 10−6 |
| GO:0031399~regulation of protein modification process | 47 | 0.08 | 9.08 × 10−2 |
| GO:0044248~cellular catabolic process | 46 | 0.08 | 8.76 × 10−2 |
| GO:0022402~cell cycle process | 44 | 0.07 | 1.65 × 10−2 |
Count: genes involved in the term; percentage (%): involved genes/total genes; p-value: modified Fisher exact p-value.
The functional analysis of the upregulated genes at 12 h after LLL irradiation.
| Gene Ontology (GO) ID and Terms on Biological Process (BP) | Count | % | |
|---|---|---|---|
| GO:0007166~cell surface receptor signaling pathway | 28 | 10.73 | 2.37 × 10−2 |
| GO:0006955~immune response | 24 | 9.20 | 3.39 × 10−4 |
| GO:0006952~defense response | 23 | 8.81 | 6.37 × 10−4 |
| GO:0009605~response to external stimulus | 23 | 8.81 | 2.57 × 10−2 |
| GO:0048584~positive regulation of response to stimulus | 22 | 8.43 | 3.73 × 10−2 |
| GO:0003008~system process | 21 | 8.05 | 5.96 × 10−2 |
| GO:0002682~regulation of immune system process | 19 | 7.28 | 6.30 × 10−3 |
| GO:0050776~regulation of immune response | 18 | 6.90 | 1.70 × 10−4 |
| GO:0016192~vesicle-mediated transport | 17 | 6.51 | 5.14 × 10−2 |
| GO:0045087~innate immune response | 16 | 6.13 | 6.31 × 10−4 |
| GO:0007186~G-protein coupled receptor signaling pathway | 16 | 6.13 | 2.69 × 10−2 |
| GO:0051707~response to other organism | 15 | 5.75 | 1.72 × 10−3 |
| GO:0043207~response to external biotic stimulus | 15 | 5.75 | 1.72 × 10−3 |
| GO:0009607~response to biotic stimulus | 15 | 5.75 | 2.76 × 10−3 |
| GO:0050877~neurological system process | 15 | 5.75 | 6.02 × 10−2 |
| GO:0006897~endocytosis | 14 | 5.36 | 6.77 × 10−4 |
| GO:0002252~immune effector process | 14 | 5.36 | 1.83 × 10−3 |
| GO:0001775~cell activation | 14 | 5.36 | 1.00 × 10−2 |
| GO:0002684~positive regulation of immune system process | 14 | 5.36 | 1.51 × 10−2 |
| GO:0009617~response to bacterium | 13 | 4.98 | 3.80 × 10−4 |
| GO:0050778~positive regulation of immune response | 13 | 4.98 | 2.71 × 10−3 |
| GO:0045321~leukocyte activation | 13 | 4.98 | 5.47 × 10−3 |
| GO:0051094~positive regulation of developmental process | 13 | 4.98 | 7.29 × 10−2 |
| GO:0002768~immune response-regulating cell surface receptor signaling pathway | 12 | 4.60 | 9.96 × 10−5 |
| GO:0002764~immune response-regulating signaling pathway | 12 | 4.60 | 1.12 × 10−3 |
| GO:0046649~lymphocyte activation | 12 | 4.60 | 4.91 × 10−3 |
| GO:0002449~lymphocyte mediated immunity | 11 | 4.21 | 2.83 × 10−5 |
| GO:0002443~leukocyte mediated immunity | 11 | 4.21 | 1.79 × 10−4 |
| GO:0002250~adaptive immune response | 11 | 4.21 | 6.62 × 10−4 |
| GO:0098542~defense response to other organism | 11 | 4.21 | 2.23 × 10−3 |
| GO:0042742~defense response to bacterium | 10 | 3.83 | 9.53 × 10−5 |
| GO:0002460~adaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains | 10 | 3.83 | 1.65 × 10−4 |
| GO:0002429~immune response-activating cell surface receptor signaling pathway | 10 | 3.83 | 1.01 × 10−3 |
| GO:0002757~immune response-activating signal transduction | 10 | 3.83 | 7.63 × 10−3 |
| GO:0002253~activation of immune response | 10 | 3.83 | 1.40 × 10−2 |
| GO:0016064~immunoglobulin mediated immune response | 9 | 3.45 | 2.44 × 10−5 |
| GO:0019724~B cell mediated immunity | 9 | 3.45 | 2.66 × 10−5 |
| GO:0042113~B cell activation | 9 | 3.45 | 3.08 × 10−4 |
| GO:0006959~humoral immune response | 9 | 3.45 | 3.25 × 10−4 |
| GO:0051251~positive regulation of lymphocyte activation | 9 | 3.45 | 8.51 × 10−4 |
| GO:0002696~positive regulation of leukocyte activation | 9 | 3.45 | 1.42 × 10−3 |
| GO:0050867~positive regulation of cell activation | 9 | 3.45 | 1.70 × 10−3 |
| GO:0051249~regulation of lymphocyte activation | 9 | 3.45 | 7.68 × 10−3 |
| GO:0002694~regulation of leukocyte activation | 9 | 3.45 | 1.59 × 10−2 |
| GO:0050865~regulation of cell activation | 9 | 3.45 | 2.28 × 10−2 |
| GO:0006958~complement activation, classical pathway | 8 | 3.07 | 5.50 × 10−6 |
| GO:0002455~humoral immune response mediated by circulating immunoglobulin | 8 | 3.07 | 1.24 × 10−5 |
| GO:0006956~complement activation | 8 | 3.07 | 1.65 × 10−5 |
| GO:0072376~protein activation cascade | 8 | 3.07 | 6.86 × 10−5 |
| GO:0006909~phagocytosis | 8 | 3.07 | 3.11 × 10−3 |
Count: genes involved in the term; percentage (%): involved genes/total genes; p-value: modified Fisher exact p-value.
The functional analysis of the downregulated genes at 12 h after LLL irradiation.
| Gene Ontology (GO) ID and Terms on Biological Process (BP) | Count | % | |
|---|---|---|---|
| GO:0034645~cellular macromolecule biosynthetic process | 102 | 23.83 | 6.82 × 10−2 |
| GO:0051171~regulation of nitrogen compound metabolic process | 94 | 21.96 | 2.85 × 10−2 |
| GO:0010556~regulation of macromolecule biosynthetic process | 90 | 21.03 | 1.75 × 10−2 |
| GO:0010468~regulation of gene expression | 90 | 21.03 | 6.33 × 10−2 |
| GO:0018130~heterocycle biosynthetic process | 90 | 21.03 | 8.55 × 10−2 |
| GO:0034654~nucleobase-containing compound biosynthetic process | 89 | 20.79 | 8.55 × 10−2 |
| GO:0019219~regulation of nucleobase-containing compound metabolic process | 88 | 20.56 | 3.19 × 10−2 |
| GO:2000112~regulation of cellular macromolecule biosynthetic process | 87 | 20.33 | 2.26 × 10−2 |
| GO:0097659~nucleic acid-templated transcription | 82 | 19.16 | 2.93 × 10−2 |
| GO:0032774~RNA biosynthetic process | 82 | 19.16 | 6.02 × 10−2 |
| GO:0051252~regulation of RNA metabolic process | 81 | 18.93 | 3.76 × 10−2 |
| GO:0006351~transcription, DNA-templated | 80 | 18.69 | 2.03 × 10−2 |
| GO:1903506~regulation of nucleic acid-templated transcription | 80 | 18.69 | 2.30 × 10−2 |
| GO:2001141~regulation of RNA biosynthetic process | 80 | 18.69 | 2.58 × 10−2 |
| GO:0006355~regulation of transcription, DNA-templated | 79 | 18.46 | 2.76 × 10−2 |
| GO:0023051~regulation of signaling | 77 | 17.99 | 1.04 × 10−3 |
| GO:0010646~regulation of cell communication | 76 | 17.76 | 1.04 × 10−3 |
| GO:0009966~regulation of signal transduction | 71 | 16.59 | 6.57 × 10−4 |
| GO:0065009~regulation of molecular function | 71 | 16.59 | 2.42 × 10−3 |
| GO:0035556~intracellular signal transduction | 69 | 16.12 | 8.62 × 10−4 |
| GO:0009893~positive regulation of metabolic process | 68 | 15.89 | 3.21 × 10−2 |
| GO:0010604~positive regulation of macromolecule metabolic process | 67 | 15.65 | 1.20 × 10−2 |
| GO:0006796~phosphate-containing compound metabolic process | 67 | 15.65 | 5.25 × 10−2 |
| GO:0006793~phosphorus metabolic process | 67 | 15.65 | 5.42 × 10−2 |
| GO:0031325~positive regulation of cellular metabolic process | 66 | 15.42 | 1.53 × 10−2 |
| GO:0044085~cellular component biogenesis | 65 | 15.19 | 3.58 × 10−2 |
| GO:0050790~regulation of catalytic activity | 63 | 14.72 | 7.74 × 10−4 |
| GO:0022607~cellular component assembly | 63 | 14.72 | 9.06 × 10−3 |
| GO:0007166~cell surface receptor signaling pathway | 59 | 13.79 | 5.38 × 10−2 |
| GO:0051128~regulation of cellular component organization | 57 | 13.32 | 9.42 × 10−3 |
| GO:0016310~phosphorylation | 56 | 13.08 | 6.37 × 10−3 |
| GO:0051246~regulation of protein metabolic process | 55 | 12.85 | 7.26 × 10−2 |
| GO:0033554~cellular response to stress | 53 | 12.38 | 1.80 × 10−4 |
| GO:0007399~nervous system development | 52 | 12.15 | 2.06 × 10−2 |
| GO:0031324~negative regulation of cellular metabolic process | 52 | 12.15 | 6.82 × 10−2 |
| GO:0032268~regulation of cellular protein metabolic process | 51 | 11.92 | 9.24 × 10−2 |
| GO:1902531~regulation of intracellular signal transduction | 50 | 11.68 | 5.12 × 10−4 |
| GO:0044093~positive regulation of molecular function | 50 | 11.68 | 2.35 × 10−3 |
| GO:0006928~movement of cell or subcellular component | 48 | 11.21 | 4.02 × 10−3 |
| GO:0009605~response to external stimulus | 47 | 10.98 | 6.26 × 10−2 |
| GO:0043085~positive regulation of catalytic activity | 46 | 10.75 | 7.29 × 10−4 |
| GO:0007049~cell cycle | 46 | 10.75 | 2.94 × 10−3 |
| GO:0006357~regulation of transcription from RNA polymerase II promoter | 46 | 10.75 | 1.51 × 10−2 |
| GO:1902589~single-organism organelle organization | 45 | 10.51 | 2.52 × 10−3 |
| GO:0006366~transcription from RNA polymerase II promoter | 45 | 10.51 | 2.03 × 10−2 |
| GO:0008219~cell death | 44 | 10.28 | 8.02 × 10−2 |
| GO:0031399~regulation of protein modification process | 43 | 10.05 | 1.20 × 10−2 |
| GO:0048585~negative regulation of response to stimulus | 41 | 9.58 | 1.17 × 10−3 |
| GO:0007155~cell adhesion | 41 | 9.58 | 3.80 × 10−2 |
| GO:0022610~biological adhesion | 41 | 9.58 | 3.98 × 10−2 |
Count: genes involved in the term; percentage (%): involved genes/total genes; p-value: modified Fisher exact p-value.
Figure 1PPI of upregulated DEGs. Search tool STRING analysis of interacting genes and proteins reveals a protein–protein interaction PPI network in defense response by LLLT. PPI of upregulated DEGs related to ‘defense response’ Related genes after the irradiation at 3 h; ③, 6 h; ⑥ 12 h; ⑫ Red line: indicates the presence of fusion evidence; green line: neighborhood evidence; blue line: cooccurrence evidence; purple line: experimental evidence; yellow line: text mining evidence; light blue line: database evidence; black line: coexpression evidence.
Figure 2PPI of downregulated DEGs. Search tool STRING analysis of interacting genes and proteins reveals a protein–protein interaction network between proteins in defense response by LLLT. PPI of downregulated DEGs related to ‘defense response.’ Related genes after the irradiation at 3 h; ③, 6 h; ⑥ 12 h; ⑫.
Figure 3The FC of the key genes.