ORIGINAL RESEARCH article

Front. Pharmacol., 22 June 2022

Sec. Ethnopharmacology

Volume 13 - 2022 | https://doi.org/10.3389/fphar.2022.772680

Bioinformatics Analysis of miRNAs and mRNAs Network-Xuefu Zhuyu Decoction Exerts Neuroprotection of Traumatic Brain Injury Mice in the Subacute Phase

  • 1. Institute of Integrative Medicine, Department of Integrated Traditional Chinese and Western Medicine, Xiangya Hospital, Central South University, Changsha, China

  • 2. National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China

  • 3. Department of Infectious Disease, Hunan Key Laboratory of Viral Hepatitis, Xiangya Hospital, Central South University, Changsha, China

Abstract

Xuefu Zhuyu decoction (XFZYD) is used to treat traumatic brain injury (TBI). XFZYD-based therapies have achieved good clinical outcomes in TBI. However, the underlying mechanisms of XFZYD in TBI remedy remains unclear. The study aimed to identify critical miRNAs and putative mechanisms associated with XFYZD through comprehensive bioinformatics analysis. We established a controlled cortical impact (CCI) mice model and treated the mice with XFZYD. The high-performance liquid chromatography-tandem mass spectrometry (HPLC-MS/MS) confirmed the quality of XFZYD. The modified neurological severity score (mNSS) and Morris water maze (MWM) tests indicated that XFZYD improved the neurological deficit (p < 0.05) and cognitive function (p < 0.01). Histological analysis validated the establishment of the CCI model and the treatment effect of XFZYD. HE staining displayed that the pathological degree in the XFZYD-treated group was prominently reduced. The transcriptomic data was generated using microRNA sequencing (miRNA-seq) of the hippocampus. According to cluster analysis, the TBI group clustered together was distinct from the XFZYD group. Sixteen differentially expressed (5 upregulated; 11 downregulated) miRNAs were detected between TBI and XFZYD. The reliability of the sequencing data was confirmed by qRT-PCR. Three miRNAs (mmu-miR-142a-5p, mmu-miR-183-5p, mmu-miR-96-5p) were distinctively expressed in the XFZYD compared with the TBI and consisted of the sequencing results. Bioinformatics analysis suggested that the MAPK signaling pathway contributes to TBI pathophysiology and XFZYD treatment. Subsequently, the functions of miR-96-5p, miR-183-5p, and miR-142a-5p were validated in vitro. TBI significantly induces the down-expression of miR-96-5p, and up-expression of inflammatory cytokines, which were all inhibited by miR-96-5p mimics. The present research provides an adequate fundament for further knowing the pathologic and prognostic process of TBI and supplies deep insights into the therapeutic effects of XFZYD.

A multi-stage analysis methodology was employed in the present research. (TBI: traumatic brain injury; XFZYD: Xuefu Zhuyu Decoction; CCI: controlled cortical impact; DEMs: differential expressed miRNAs; GO: Gene Ontology; KEGG: Kyoto Encyclopedia of Genes and Genomes).

Introduction

Traumatic brain injury (TBI) remains a major cause of morbidity and mortality worldwide (). Based on a survey, the population of TBI patients in China will exceed 1.39 billion, accounting for approximately 18% of the world population (). Higher rates of death and disability make TBI a global health challenge (). The pathogenesis of TBI is a complex process including primary and secondary injuries, which make it incredibly challenging to treat (). Multitudinous studies have been conducted to search for the therapy of TBI. Disappointingly, these preclinical experimental researches have not been effectively converted to clinical treatment () partly because of the comprehensive influence of various complicated secondary biochemical and pathophysiological cascade reactions happening at different times points (; Wang et al., 2018). Therefore, understanding complex pathophysiological and exploring optimal therapies after TBI has become meaningful.

Among the critical pathophysiological processes of TBI are the learning and memory deficits due to the injury (Wu et al., 2013). The hippocampus plays a crucial role in learning and memory while being extremely susceptible to TBI (Weston et al., 2021). Specifically, hippocampal volume reduction has been observed in TBI patients (). The hippocampus is frequently discussed in brain subfields in TBI because of its vital parts in short-term and spatial-related memories (). Although multiple strategies have been explored to improve cognitive impairment after TBI (Yu et al., 2008; ), the current therapies are far from satisfactory (). It is necessary to consider the different natural therapeutic methods. Xuefu Zhuyu Decoction (XFZYD), a classical prescription, has been widely used in clinical to treat cardiac-cerebral vascular disease (Zhang et al., 2004; Yang T. et al., 2019; ; Wang et al., 2020a). Our previous studies reported that XFZYD could reduce neurological deficits after TBI via inflammatory inhibition (Xing et al., 2016) and improve the long-term prognosis post-TBI via synaptic regulation. (Zhu et al., 2018). Several scientists have explored the potential therapeutic effects of XFZYD, which may alter the protein and metabolites expression (; Zheng et al., 2020) in the hippocampus after TBI. Nevertheless, there might be a disconnection between the mRNAs’ expression and their resultant proteins (; ). The variations in mRNA and protein expression levels may be attributed to non-coding RNAs (ncRNAs) affection ().

MicroRNAs (miRNAs), a class of small ncRNAs, govern a variety of physiological and pathological processes such as development, differentiation, metabolism, and apoptosis (). miRNAs are essential ncRNAs abundant in the brain to regulate genes transcription and associated molecules expression (Yang Y. et al., 2019; ). What’s more, microRNAs (miRNAs), are a well-known diagnostic tool both in the clinical setting and in the medico-legal investigation (). Notably, investigations demonstrated that miRNAs levels are altered in the acute phase of TBI (; ; Xiao et al., 2020). Previous medical investigations indicated that miRNAs may act as possible targets for disease progress evaluation and interference against TBI to alleviate impairment to the cerebrum (). Integrated bioinformatics analysis has identified several molecules and pathways in rats’ hippocampus after TBI during the acute stage (Xiao et al., 2020). Nonetheless, no research discusses the miRNAs’ alteration in the hippocampus during the subacute phase of TBI. Unlike other diseases, TBI consists of a time-dependent range of events. The diverse alterations in the impaired area, including vascular injury, microglial polarization, neuronal death, and astrocyte activation, have been demonstrated to vary over time with different molecular expression modes (; ). Thus, investigating miRNAs expression patterns in the subacute phase facilitates our knowledge of the underlying molecular mechanisms and the potential treatment after TBI.

In the current research, we explored the expression patterns of miRNAs in TBI and XFZYD-treated groups. First, the miRNAs-sequencing was applied to test the differential expression spectrum of miRNAs between the controlled cortical cortex (CCI) model and the animals treated with XFZYD. Next, we used bioinformatics analysis to investigate several differentially expressed miRNAs’ biological activities to uncover possible treatment pathways for XFZYD. The current study will provide unique insights into seeking the essential mechanisms in the XFZYD treating TBI.

Materials and Methods

Xuefu Zhuyu Decoction Preparation

XFZYD was purchased from Xiangya Hospital Central South University (batch number: 20,190,415, Hunan Zhenxing Traditional Chinese Medicine Co., Ltd.). Professor Suiyu Hu (the Institute of Integrative Medicine of Xiangya Hospital Central South University), a herbal medicinal botanist, authenticated each herb of XFYZD (Xing et al., 2016; ). XFZYD comprises eleven crude drugs: Prunus persica (L.) Batsch (Tao Ren), Carthamus tinctorius L. (Hong Hua), Angelicae sinensis (Oliv.) Diels (Dang Gui), Rehmannia glutinosa Libosch. (Sheng Di), Achyranthes bidentata Bl. (Niu Xi), Paeonia lactiflora Pall. (Chi Shao), Citrus aurantium L. (Zhi Qiao), Glycyrrhiza uralensis Fisch. (Gan Cao), Ligusticumi chuanxiong Hort. (Chuan Xiong), Platycodon grandiflorum (Jacq.) A. DC. (Jie Geng), and Bupleurum chinense DC.(Chai Hu). The detailed information of drugs was recorded in Table 1. The soaking of herbs was performed in a six-times volume of ddH2O (w/v) for 0.5 h and subsequently boiled twice, followed by combining the two boiled solutions. The final concentration was 0.75 g/ml for intragastric administration.

TABLE 1

Botanical NameChinese NameMedical PartRatioSpecimen Number
Prunus persica (L.) BatschTao RenSeed819,061,010
Carthamus tinctorius L.Hong HuaFlower619,080,108
Angelica sinensis (Oliv.) DielsDang GuiRoot619,081,303
Rehmannia glutinosa (Gaertn.) DC.Sheng DiRoot619,051,007
Achyranthes bidentata Blume.Niu XiRoot619,041,505
Paeonia lactiflora Pall.Chi ShaoRoot419,062,607
Citrus × aurantium L.Zhi QiaoFruit419,051,003
Glycyrrhiza uralensis Fisch.Gan CaoRoot419,080,611
Ligusticum striatum DC.Chuan XiongRoot319,062,904
Platycodon grandiflorus (Jacq.) ADC.Jie GengRoot319,061,512
Bupleurum chinense DC.Chai HuRoot219,052,910

Composition of xuefu zhuyu decoction (XFZYD).

The botanical names have been checked with http://www.theplantlist.org.

Qualitative Analysis of Xuefu Zhuyu Decoction

We purchased amygdalin, neohesperidin, rutin, and Digoxin from Yuanye Bio-Technology Co., Ltd. (Shanghai, China). Digoxin is a reference compound because it is not the internal composition of XFZYD and plasma; Digoxin does not disturb the residence times of the three objects. HPLC-MS/MS system (Shimadzu 8,050, Kyoto, Japan) was used for qualitative analysis in negative ion mode. After adding acetonitrile, mixing Digaoxin with the plasma samples, vortex the mixture (1 min), and centrifuge the mixture (13,000 rpm, 15 min, 4°C). Using a nitrogen dryer to dry the supernatants, diluted the dried supernatants (10% acetonitrile-water) and injected them into the HPLC-MS/MS for detection.

Controlled Cortical Impact Model

Whole experimental plans were conducted following the Animal Care Committee of Central South University (Changsha, China) and the National Institutes of Health Guidelines for the Care and Use of Laboratory Animals. The male adult mice (C57BL/6J, weight 25–30 g) used in the present experiment were obtained from the Department of laboratory Animals, Central South University (Changsha, China). Mice were adequately housed in a clean environment with appropriate temperatures and fed with standard rodent food and purified water. According to previous reports, the CCI model was constructed (Treangen et al., 2018) with slight modification. Mice were deeply anesthetized with 0.3% sodium pentobarbital (50 mg/kg, intraperitoneally). Then the 25–30 g mice were subjected to the CCI model using the TBI-03101 (Precision Systems and Instrumentation, Fairfax Station, VA). The impact parameters were 1.0 mm depth, 3.5 m/s speed, and 80 ms dwell time. Finally, closing the incision with sutures. To maintain the mice’s body temperature, all mice after surgery were placed on a warm blanket to keep their temperature at 37.0 ± 0.5°C. The sham group only underwent anesthesia and craniotomy but without brain impact.

Modified Neurological Severity Score Test

Using the mNSS test evaluated the neurological functional outcomes. Two investigators completed the mNSS test of mice after surgery and on days 1, 3, 7, and 14 after XFZYD treatment. The degree was graded from 0 to 18 (normal score, 0; maximal deficit score, 18).

Morris Water Maze Test

Assessment of cognitive function was using the MWM test (Vorhees and Williams, 2006), as previously described (Zhang et al., 2017a). The pool was filled with water. The water temperature was kept at approximately 22 ± 2°C. Mice were training four times per day for five consecutive days. The tested mice were positioned facing the tank wall starting from four different locations (north, south, east, west). A computerized video tracking system (ANY-maze, Stoelting Co., United States) was used to record the animal’s swimming speed and time in the target quadrant.

Hematoxylin and Eosin Staining

We were using xylene dewaxed the brain sections (each 5-μm). Then the gradient ethanol was applied to hydrate the brain sections. Next, staining the brain with HE reagent (Solarbio, Beijing, China). A light microscope was applied to examine the morphology of hippocampal neurons.

Ribonucleic Acid-Sequencing (Ribonucleic Acid-Seq)

The miRNAs expression profiles were obtained as previously described (Zhang et al., 2019). Briefly, using TRIzol reagent to extract the total RNA from the hippocampus in accordance with the manufacturer’s instructions. NanoDrop 2000 spectrophotometer was applied to quantify the concentration of extracted RNA. The NEB Next Ultra Directional RNA Library Prep Kit for Illumina (NEB, MA, United States) was used to establish an RNA library and assessed the RNA library quality and quantity via Agilent 2,100 Bioanalyzer. The RNA library was used for sequence analysis. The sequence analysis was conducted by a NextSeq 500 platform (Illumina, CA, United States). The clean reads were filtered out from raw reads by FastQC and selected for further bioinformatics analysis. Significant miRNAs were selected with a cutoff of log2 (fold change) > 0.3 and p-value < 0.05.

Target Genes Prediction and Bioinformatics Analysis

TargetScan (http://www.targetscan.org/) and miRDB (http://www.mirdb.org/miRDB/), two online analysis tools, were applied to predict the target genes of miRNAs. To further understand the predicted target genes’ function, we applied Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis by using the Database for Annotation, Visualization, and Integrated Discovery version (DAVID) (https://david.ncifcrf.gov/). The standard cut-off criterion was P < 0.05. The miRNAs-genes network was established and displayed via Cytoscape software (version 3.7.2, http://www.cytoscape.org/download.php).

Quantitative Reverse Transcriptase-Polymerase Chain Reaction

To confirm the reliability of RNA-seq results, we used qRT-PCR to detect the relative expressions of miRNA. Using independent groups of animals, hippocampi were harvested after TBI and XFZYD (n = 5, each group). The U6 gene was a reference control. Using the comparative Ct (2−ΔΔCt) method () to calculate the relative expression of miRNAs. The sequences of primers are listed in Table 2.

TABLE 2

NamePrimers
U6F: 5′ GCT​TCG​GCA​GCA​CAT​ATA​CTA​AAA​T 3′
R: 5′ CGC​TTC​ACG​AAT​TTG​CGT​GTC​AT 3′
mmu-miR-142a-5pF: 5′ GGG​GGG​CAT​AAA​GTA​GAA​AGC 3′
R: 5′ GTGCGTGTCGTGGAGTCG 3′
mmu-miR-96-5pF: 5′ GGTTTGGCACTAGCACAT 3′
R:5′ CAGTGCGTGTCGTGGAGT 3′
mmu-miR-183-5pF:5′ GGG​GTA​TGG​CAC​TGG​TAG​AA 3′
R: 5′ GTGCGTGTCGTGGAGTCG 3′
Rasa1F: 5′ GAA​CTT​GGG​AAT​GTA​CCT​GAA​C 3′
R: 5′ TGT​GCA​CCA​CGC​TCA​TTA​C 3′

Reverse-transcription polymerase chain reaction primers.

Cell Culture and Scratch-Injury Model

BV-2 microglial cells (Procell, Wu Han, China) were cultured in Dulbecco’s modified eagle medium supplemented with 10% fetal bovine serum in a humidified incubator under 5% CO2 at 37°C. Cells were split at 70–80% confluence before the following experiments.

To study the impact of miR-96-5p, miR-183-5p, and related miR-142a-5p after TBI in vitro, a scratch injury model was used as previously reported (; ). Confluent cultured BV-2 cells were scratched across the cell surface (both vertically and horizontally with a 4-mm space between each line) using a 10 μL pipette tip, and detached cells were removed by washing with PBS.

Cell Transfection

miR-96-5p mimic, miR-183-5p mimic, and miR-142a-5p inhibitor, as well as their corresponding negative control (NCs), were designed by RiboBio Co., Ltd. (Guangzhou, China). BV-2 microglial cells (1.5×105 cells/ml) in a 6-well plate were transfected with 50 nM miR-96-5p mimic, 50 nM miR-183-5p mimic, 100 nM miR-142a-5p inhibitor or their NCs by using a Lipofectamine 3,000 reagent (Invitrogen, Carlsbad, CA, United States) according to the manufacturer’s instructions. Transfected cells were incubated for an additional 24 h prior to the scratch injury. Corresponding sequences were as follows: miR-96-5p mimic, 5′UUU​GGC​ACU​AGC​ACA​UUU​UUG​CU3’; miR-183-5p mimic, 5′ UAU​GGC​ACU​GGU​AGA​AUU​CAC​U 3’; mimic-NC, 5′ UUU​GUA​CUA​CAC​AAA​AGU​ACU​G3’; miR-142a-5p inhibitor, 5′ GUA​UUU​CAU​CUU​UCG​UGA​UGA 3’; inhibitor-NC, 5′ CAG​UAC​UUU​UGU​GUA​GUA​CAA​A 3’. The efficiency of transfections was validated by comparing the levels of miR-96-5p, miR-183-5p, and miR-142a-5p between transfected and controlled cells by quantitative real-time-polymerase chain reaction (qRT-PCR).

Enzyme-Linked Immunosorbent Assay

To evaluate the inflammatory response in injured BV-2 cells, the cell culture medium was gathered 24 h after scratch injury. ELISA of inflammatory mediators, including IL-1β, TNF-α, and IL-6 were performed according to the manufacturer’s instructions (Renjie Bio, Shanghai, China).

Statistics Analysis

All data are expressed as the mean ± SD. Data were analyzed using SPSS 26.0. Statistical analysis was analyzed by one-way variance (ANOVA) followed by Turkey’s post hoc tests. For the comparison between two groups, data were analyzed with standard two-tailed unpaired t-tests. p-value < 0.05 was considered statistically significant.

Results

The Qualitative Analysis of Xuefu Zhuyu Decoction

HPLC-MS/MS was used to investigate the herbal quality of XFZYD. Amygdalin, rutin, neohesperidin, and Digoxin (internal reference) were detected (Figures 1A,B). The retention time of amygdalin, rutin, neohesperidin, and Digoxin was 2.09 ± 0.03 min, 3.68 ± 0.02 min, 4.52 ± 0.005 min, and 7.64 ± 0.002 min, respectively (Figure 1B). The coefficients of variation of the four ingredients were less than 2%, indicating the stability of the method.

FIGURE 1

Xuefu Zhuyu Decoction Improves Neurological Recovery and Alleviated Cognitive Dysfunction

To evaluate the effects of XFZYD in TBI mice’s neural functional recovery, we adopted the mNSS test, including five parts (motor, sensor, reflex, and equilibrium sense) to assess neurological deficits. The mNSS score of sham, TBI, and XFZYD groups was summarized in Figure 2A. The mice subjected to CCI showed similar neurological deficiencies on the 1st day. The score of the XFZYD group decreased relative to that of the TBI group on the 3rd (p < 0.01), 7th (p < 0.05), and 14th days (p < 0.01) (Figure 2A). The results indicate that XFZYD could promote neural functional recovery.

FIGURE 2

The MWM test was used to assess hippocampus-dependent reference learning and memory ability (). The TBI mice exhibited significantly less dwell time in the target quadrant than a sham and XFZYD groups, indicating the retention of spatial and acquired memory was impaired (Figure 2B). A single-factor ANOVA revealed none of the groups’ swimming speeds significantly differed (Figure 2C). The result suggests differences of time in the target quadrant were not due to injury-induced motor impairment.

The morphology of the hippocampus (CA1 region) was observed by HE staining. The outcomes state that the morphology of the sham group was the round and intact nucleus. In the TBI group, there was severe nuclear concentration, loose staining, and cell death. The pathological degree of the CA1 region in the XFZYD-therapy group was prominently reduced contrasted the TBI group (Figure 2D).

Xuefu Zhuyu Decoction Altered the miRNAs Expression Profiles in the Hippocampus of Traumatic Brain Injury Mice

To understand the underly mechanism of XFZYD treatment, miRNA sequencing was applied to establish miRNA expression profiles of TBI and XFZYD groups. The RNA-seq data have been deposited into GEO (GSE198915). With the threshold of log2 (fold change) > 0.3 and p_value <0.05, 16 differentially expressed miRNAs were detected. Among the distinctively changed miRNAs, five were upregulated, and 11 were downregulated in the XFZYD-treated class (Figure 3A and Table 3). To further examine these differentially expressed miRNAs, we constructed a hierarchical clustering map. The five TBI groups clustered together in one group were primarily distinct from the XFZYD groups. Overall, changes in the state from the TBI group to the XFZYD group were also separated by differences in expression profiles of miRNA (Figure 3B).

FIGURE 3

TABLE 3

Mature_IDFold_Changep_valueRegulation
mmu-miR-96-5p2.978,383,8260.01,055,772up
mmu-miR-182-5p2.695,817,8230.006269up
mmu-miR-183-5p2.435,777,5110.00913,512up
mmu-miR-7015-3p1.606,408,2390.02,381,847up
mmu-miR-296-3p1.377,959,6520.0159,655up
mmu-miR-383-5p0.652,210,5840.00304,676down
mmu-miR-142a-5p0.648,070,4170.04,930,959down
mmu-miR-33-5p0.607,919,9710.01,316,971down
mmu-miR-466d-5p0.605,773,7320.03,672,384down
mmu-miR-466n-5p0.605,773,7320.03,672,384down
mmu-miR-3083b-3p0.58,879,2730.02,518,238down
mmu-miR-1251-5p0.564,439,1150.00556,832down
mmu-miR-551b-5p0.562,474,9650.03,081,071down
mmu-miR-200b-3p0.561,310,7870.01,206,024down
mmu-miR-376a-3p0.547,921,5780.01,728,533down
mmu-miR-429-3p0.517,731,4830.03,141,041down

Differentially expressed miRNAs between TBI and XFZYD-treated mice in hippocampus tissue.

Validation of Candidate miRNAs by Quantitative Reverse Transcriptase-Polymerase Chain Reaction

To confirm the result of the sequencing, three miRNAs were examined by qRT-PCR. One downregulated miRNA (mmu-miR-142a-5p), and two upregulated miRNAs (mmu-miR-183-5p, mmu-miR-96-5p) were chosen for qRT-PCR (Figure 4). The results of qRT-PCR were consistent with our sequencing results. Three miRNAs were distinguishedly expressed in the XFZYD group relative to the TBI group (mmu-miR-142a-5p, p < 0.05; mmu-miR-183-5p, p < 0.01; mmu-miR-96-5p, p < 0.05), indicating the reliability of the sequencing data.

FIGURE 4

Target Gene Prediction and Integrated Network Analysis

One miRNA had enough target multiple genes, while a single gene, in turn, was able to associate with various miRNAs. TargetScan and miRDB were applied to acquire the target genes. The intersection of the two online tools was considered as the final result. In the present study, to acquire further insight into the underlying therapeutic mechanism of XFZYD, we chose the three validated miRNAs (mmu-miR-142a-5p, mmu-miR-183-5p, and mmu-miR-96-5p) to construct the miRNAs-target genes network. (Figure 5). The upregulated miRNA mmu-miR-183-5p was related to 105 mRNAs, and mmu-miR-96-5p was associated with 206 mRNAs. Meanwhile, the downregulated miRNAs, including mmu-miR-142a-5p were linked to 49 mRNAs (Figure 5).

FIGURE 5

Functional Examination of Target Genes

GO analysis was carried out to explain the biological process (BP), cellular components (CC), and molecular functions (MF) of upregulated miRNAs and downregulated miRNAs, respectively. The GO analysis of upregulated miRNAs: most enrichment term of the BP was positive regulation of mesenchymal cell proliferation (GO:0,002,053); the most enriched term of CC was adherens junction (GO:0,005,912); the most enriched term of MF was ubiquitin-protein transferase activity (GO:0,004,842) (Figure 6A and Table 4). The GO analysis of downregulated miRNAs: most enrichment term of the BP was protein K48-linked ubiquitination (GO:0,070,936); the most enriched term of CC was secretory vesicle (GO:0,099,503); the most enriched term of MF was actin monomer binding (GO:0,003,785) (Figure 6B and Table 5). KEGG pathway analysis showed that the upregulated miRNAs were mainly enriched in the MAPK signaling pathway (path: mmu04010) (Figure 7 and Table 6) and the downregulated miRNAs were mainly enriched in the Ubiquitin mediated proteolysis (path: mmu04120) (Figure 8 and Table 7).

FIGURE 6

TABLE 4

IDTermsubgroupp_value
GO:0035556intracellular signal transductionBP2.70E-05
GO:0006357regulation of transcription from RNA polymerase II promoterBP3.41E-05
GO:0007399nervous system developmentBP6.20E-05
GO:0030512negative regulation of transforming growth factor beta receptor signaling pathwayBP8.20E-05
GO:0000122negative regulation of transcription from RNA polymerase II promoterBP1.37E-04
GO:0006355regulation of transcription, DNA-templatedBP1.60E-04
GO:0002053positive regulation of mesenchymal cell proliferationBP1.72E-04
GO:0032869cellular response to insulin stimulusBP2.34E-04
GO:0001701in utero embryonic developmentBP4.07E-04
GO:0007275multicellular organism developmentBP4.18E-04
GO:0016020membraneCC4.63E-10
GO:0005829cytosolCC1.11E-07
GO:0098978glutamatergic synapseCC3.27E-07
GO:0048471perinuclear region of cytoplasmCC1.24E-05
GO:0030054cell junctionCC1.62E-05
GO:0005737cytoplasmCC2.36E-05
GO:0016324apical plasma membraneCC2.98E-05
GO:0000139Golgi membraneCC3.24E-05
GO:0045202synapseCC4.51E-05
GO:0005912adherens junctionCC8.59E-05
GO:0005515protein bindingMF4.32E-18
GO:0019901protein kinase bindingMF5.23E-08
GO:0003700transcription factor activity, sequence-specific DNA bindingMF5.22E-06
GO:0046872metal ion bindingMF8.04E-05
GO:0042802identical protein bindingMF1.24E-04
GO:0004672protein kinase activityMF2.08E-04
GO:0003785actin monomer bindingMF5.72E-04
GO:0043565sequence-specific DNA bindingMF7.47E-04
GO:0097110scaffold protein bindingMF0.001527
GO:0003677DNA bindingMF0.001592

GO enrichment analysis of upregulated miRNAs.

BP, biological process; CC, cellular component; MF, molecular function.

TABLE 5

IDTermsubgroupp_value
GO:0051726regulation of cell cycleBP0.001862
GO:0010976positive regulation of neuron projection developmentBP0.00594
GO:0006511ubiquitin-dependent protein catabolic processBP0.008601
GO:0016477cell migrationBP0.010379
GO:0070936protein K48-linked ubiquitinationBP0.012375
GO:0045665negative regulation of neuron differentiationBP0.013565
GO:0070373negative regulation of ERK1 and ERK2 cascadeBP0.017501
GO:0090263positive regulation of canonical Wnt signaling pathwayBP0.021192
GO:0007015actin filament organizationBP0.022047
GO:0043161proteasome-mediated ubiquitin-dependent protein catabolic processBP0.039486
GO:0005737cytoplasmCC0.018553
GO:0005634nucleusCC0.009726
GO:0043005neuron projectionCC0.005566
GO:0030027lamellipodiumCC0.007694
GO:0042383sarcolemmaCC0.033447
GO:0099503secretory vesicleCC0.014373
GO:0016010dystrophin-associated glycoprotein complexCC0.032557
GO:0005515protein bindingMF5.59E-04
GO:0004842ubiquitin-protein transferase activityMF0.002083
GO:0031625ubiquitin protein ligase bindingMF0.004929

GO enrichment analysis of downregulated miRNAs.

BP, biological process; CC, cellular component; MF, molecular function.

FIGURE 7

TABLE 6

Termp_valueGenesCount
Pathways in cancer0.015703202ALK/ITGB1/TCF7L2/RALA/MAP2K1/ITGA3/GNAI3/MITF/GNG12/FOXO1/MTOR/TGFBR1/ADCY6/BCR/GNG5/KRAS16
MAPK signaling pathway4.50E-04MAP2K3/ATF2/MAP2K1/HSPA2/GNG12/TGFBR1/MAPK8IP1/RPS6KA3/PAK1/PPP3R1/CACNB4/RASA1/KRAS/MAP3K414
Proteoglycans in cancer5.55E-05ITGB1/MAP2K1/CAV1/MSN/ITPR2/FRS2/MTOR/PAK1/PDCD4/GPC3/KRAS/EZR/HBEGF13
PI3K-Akt signaling pathway0.007524932ITGB1/ATF2/MAP2K1/IRS1/ITGA3/PPP2R2A/PPP2R5C/GNG12/MTOR/PPP2CA/PPP2CB/GNG5/KRAS13
Regulation of actin cytoskeleton4.51E-04ENAH/ITGB1/MAP2K1/PAK1/ITGA3/TMSB4X/MSN/KRAS/GNG12/EZR/DOCK1/PFN212
Human papillomavirus infection0.019858819ITGB1/PPP2CA/TCF7L2/PPP2CB/PRKCI/MAP2K1/ITGA3/PPP2R2A/KRAS/PPP2R5C/FOXO1/MTOR12
Axon guidance3.76E-04ROBO2/ENAH/ITGB1/EPHA4/PPP3R1/PAK1/RASA1/NTN4/GNAI3/FYN/KRAS11
Rap1 signaling pathway0.001376394ENAH/ITGB1/MAP2K3/PRKCI/MAP2K1/RALA/GNAI3/KRAS/ADCY6/PFN2/RAPGEF411
MicroRNAs in cancer0.01550627MAP2K1/ZEB1/IRS1/PRKCE/PDCD4/SPRY2/KRAS/ZFPM2/EZR/MTOR/FOXP111
Dopaminergic synapse1.85E-04PPP2CA/GRIA1/ATF2/PPP2CB/GNG5/GNAI3/ITPR2/PPP2R2A/PPP2R5C/GNG1210

KEGG enrichment analysis of upregulated miRNAs.

FIGURE 8

TABLE 7

Termp_valueGenesCount
Ubiquitin mediated proteolysis0.008581578CUL4A/UBA3/UBE2D1/UBE2A4

KEGG enrichment analysis of downregulated miRNAs.

The Expression of miR-96-5p, miR-183-5p, and miR-142a-5p in BV2 Cells With Scratch Injury

To initially explore the expression characteristics of miR-96-5p, miR-183-5p, and miR-142a-5p in BV-2 cells with scratch injury, we used the qRT-PCR to detect the levels of miR-96-5p, miR-183-5p, and miR-142a-5p. The expression of miR-96-2p (Figure 9A, p < 0.05) and miR-183-5p (Figure 9B, p < 0.05) were decreased after scratch injury, but the levels of miR-142a-5p (Figure 9C, p < 0.05) was increased after scratch injury. Then we transfected the miR-96-5p mimic, miR-183-5p mimic, and miR-142a-5p inhibitor into the BV-2 cells. To demonstrate the transfection effect of miR-96-5p mimic, miR-183-5p mimic, and miR-142a-5p inhibitor, we used qRT-PCR to detect the expression levels of miR-96-5p, miR-183-5p, and miR-142a-5p in BV-2 cells after transfection. In BV-2 cells, transfection of mimic resulted in an obvious increase in the expression level of miR-96-5p (Figure 9D) and miR-183-5p (Figure 9E). Conversely, the expression level of miR-142a-5p showed a significant decrease following transfection of inhibitor (Figure 9F).

FIGURE 9

Overexpression of miR-96-5p Attenuated the Expression of Proinflammatory Factors Induced by Scratch Injury in Microglia

Since miR-96-5p, miR-183-5p were significantly up-regulated and miR-142a-5p was down-regulated in the XFZYD group relative to the TBI group, we hypothesized that these three miRNAs played an important role in protective effects after TBI. Interestingly, we found that the expression of miR-96-5p, miR-183-5p were low expressed and miR-142a-5p was overexpressed in BV-2 microglia after the scratch injury (Figures 9A–C). To further explore the functions of the three miRNAs in microglial, we transfected miR-96-5p mimic, miR-183-5p mimic, and miR-142a-5p inhibitor into the BV-2 microglia with scratch injury to further activate microglia. Subsequently, the pro-inflammatory factors IL-1β, IL-6, and TNF-α in cell culture supernatant were detected by ELISA. The results showed that expressions of IL-1β, IL-6, and TNF-α were significantly up-regulated in the microglia with scratch injury (***p < 0.001) but down-regulated when microglia was transfected with miR-96-5p mimic (Figures 10A–C, ###p < 0.001). BV-2 microglia transfected with miR-183-5p mimic suppressed the levels of IL-6 (Figure 10B, ##p < 0.01) but did not affect changes of IL-1β (Figure 10A) and TNF-α (Figure 10C). BV-2 microglia transfected with miR-142a-5p inhibitor could eliminated the expressions of IL-1β (Figure 10A, ###p < 0.001) and IL-6 (Figure 10B, ###p < 0.001), but the expression of TNF-α in BV-2 cells was not affected by miR-142a-5p inhibitor (Figure 10C).

FIGURE 10

miR-96-5p Target on Rasa1

To validate the mechanism by which miR-96-5p regulates inflammatory responses of microglia, we analyzed the downstream targets of miR-96-5p via the TargetScan (http://www.targetscan.org/) and miRDB (http://www.mirdb.org/miRDB/). The results show that Rasa1 was one of the potential targets of miR-96-5p (Figure 10D). Research demonstrated that miRNAs could recognize target mRNAs and repress their translation via conserved complementary sequence matching. The expression of Rasa1 was further detected by qRT-PCR. We found that the level of Rasa1 was significantly up-regulated in BV-2 cells with scratch injury; while under the effects of miR-96-5p mimic, Rasa1 expression was down-regulated (Figure 10E).

Discussion

To detect the potential therapeutic approach of XFZYD, we investigated the expression profiles of miRNAs in the hippocampus of TBI and XFZYD treated groups. In the present study, 16 miRNAs were XFZYD-treatment miRNAs. Furthermore, the bioinformatics analysis pointed out that the miRNAs could play roles by regulating cell migration, glutamatergic synapse, protein kinase binding, MAPK signaling pathway, etc. These findings make us deeply understand the XFZYD therapeutic targets and pharmacological mechanisms after TBI.

XFZYD, a traditional Chinese medicine, is recorded in Wang Qing ren’s “Yi Lin Gai Cuo.” Our previous work disclosed the traditional dosage of XFZYD significantly improved spatial learning and memory impairments (Zhu et al., 2018). Evidence-based investigations have manifested that XFZYD can ameliorate neurological recovery post-TBI (Zhou et al., 2017; Zhu et al., 2018). The mNSS of the XFZYD group decreased relative to that of the TBI group on the 3rd (p < 0.01), 7th (p < 0.05), and 14th days (p < 0.01) (Figure 2A). According to the results of the MWM test, The TBI mice exhibited significantly less dwell time in the target quadrant than a sham and XFZYD groups, indicating the retention of spatial and acquired memory was impaired (Figure 2B). A single-factor ANOVA revealed none of the groups’ swimming speeds significantly differed (Figure 2C). The result suggests differences of time in the target quadrant were not due to injury-induced motor impairment. HE staining states that the morphology of the sham group was the round and intact nucleus. In the TBI group, there was severe nuclear concentration, loose staining, and cell death. The pathological degree of the CA1 region in the XFZYD-therapy group was prominently reduced contrasted the TBI group (Figure 2D). Our results are consistent with the previous experiment, indicating the reliability of this study.

Despite animal models being unable to fully simulate the trauma to the human cerebrum, they remain the basis for comprehending the molecular and cellular mechanisms following TBI (). The CCI model is a standard TBI animal model that takes advantage of TBI-0310 to induce damage to the exposed dura (). This model confers duplicatable impairments and mimics numerous features of human trauma such as acute cerebral hemorrhage, blood-brain barrier breakdown, cortical tissue loss, intracranial hypertension, and axonal damage (; ; ). The CCI model also results in a great many neural functions defects customary in human trauma patients, such as cognitive and motor complications (; ). We established a CCI mouse model as previously reported (Yang et al., 2010). The mNSS and MWM tests indicated that TBI induces neurological deficits in mice (Figures 2A–C). HE staining revealed that TBI leads to brain lesions (Figure 2D), which was quantitatively in good agreement with earlier reports (Xie et al., 2019). It was indicated that the animal model of CCI in our study was reliable.

Traumatic brain injury triggers multitudinous molecular and biochemical alterations during the whole of the central nervous system, including changed transcript expression, disturbed signal communication, affected cell process, and perturbed neurogenesis (; ; ; ). Proteomics has been applied to investigate the pathophysiology of TBI. Nonetheless, there could be differences between mRNAs and their related protein products expression levels (; ). To some degree, the distinctions of mRNA and proteins could be ascribed to the roles of miRNAs (). miRNAs, a class of small ncRNAs, control diverse biological action. miRNAs are particularly attractive due to their interactions with their target genes (). Increasing evidence exhibited that miRNAs are engaged in neurological disorders, like Alzheimer’s disease (), stroke (), and TBI (Xiao X. et al., 2019). Thereby, discerning miRNAs, related targets genes, and their regulatory signaling pathways are crucial in knowing the common biological development of miRNAs and their actions in the disease process (; ). Nowadays, scientists have explored the traditional Chinese Medicine (TCM) pharmacological mechanism and potential therapeutic targets via transcriptomics technologies (Zhang et al., 2017b; Xu, 2017; ). miRNA-based therapeutics approaches have been assessed at the preclinical and clinical stages. However, trials found single-target strategy could not effectively hinder the development of diseases since additional miRNAs could also affect the target and interfere with the disease’s pathophysiological (). Furthermore, scientists and clinicians regarded that combination therapies for multiple pathological processes might be more practical than single-target treatment in ameliorating neurobehavioral outcomes after TBI (). TCM performs efficient therapies through multiple targets (). In the past decades, related findings proved that TCM might affect multiple miRNAs simultaneously (; ; ). Therefore, exploring differentially expressed miRNAs induced by XFZYD in the hippocampus of mice will provide a new direction into the TBI treatment.

RNA-seq supported a platform to analyze a lot of miRNAs simultaneously, comprehensively evaluating potential alterations in expression and generating miRNA expression characteristics for TBI. In this study, 16 differentially expressed miRNAs were found between TBI and XFZYD groups. miR-96-5p, miR-182-5p, miR-183-5p, miR-7015-5p, and miR-296-5p were the five most significant up-regulated miRNAs, while miR-383-5p, miR-142a-5p, miR-33-5p, miR-466d-5p, and miR-466n-5p were the five most significant down-regulated miRNAs (Table 3). Previous references demonstrated that miR-96-5p could regulate spinal cord injury through the NF-κB pathway () and decreased LPS-induced inflammatory responses (). We identified that miR-96-5p was reduced in TBI and raised in XFZYD treatment. We found that the expression of miR-96-5p was down-regulated in BV-2 cells with scratch injury (Figure 9A). To further explore the functions of the three miRNAs in microglial, we transfected miR-96-5p mimic into the BV-2 microglia with scratch injury to further activate microglia. Subsequently, the pro-inflammatory factors IL-1β, IL-6, and TNF-α in cell culture supernatant were detected by ELISA. The results showed that expressions of IL-1β, IL-6, and TNF-α were significantly up-regulated in the microglia with scratch injury (p < 0.001) but down-regulated when microglia was transfected with miR-96-5p mimic (Figures 10A–C, p < 0.001). Lin et al. () have shown that miR-183-5p was raised after ischemic post-conditioning. In addition, the enhancement of miR-183-5p relives neuronal deficits after ischemia-reperfusion. Li et al. (Zhu et al., 2020) also verified that miR-183-5p expression was decreased in ischemic mice and reduced ischemic injury by negatively regulating PTEN. Wang et al. (Wang et al., 2020b) have proved that miR-183-5p decreased after intracerebral hemorrhage (ICH). What’s more, miR-183-5p hinders heme oxygenase-1 to improve neurological damage after ICH. Our study also found that XFZYD treatment could elevate the levels of miR-183-5p. BV-2 microglia transfected with miR-183-5p mimic suppressed the levels of IL-6 (Figure 10B, ##p < 0.01) but did not affect changes of IL-1β (Figure 10A) and TNF-α (Figure 10C). miR-142a-5p, one of the miR-142 isoforms, is notably elevated in the context of autoimmune neuroinflammation (Talebi et al., 2017). Evidenced-based results demonstrated miR-142a-5p is associated with immune response. TBI induces brain injury itself and alters the immune response (). Expression of miR-142-5p was significantly increased in the frontal white matter from multiple sclerosis patients compared with white matter from non-multiple sclerosis controls. Increasing expression of miR-142 isoforms might be involved in the pathogenesis of autoimmune neuroinflammation by influencing T cell differentiation (Talebi et al., 2017). Our study also found miR-142a-5p was upregulated in TBI and downregulated by XFZYD intervention. BV-2 microglia transfected with miR-142a-5p inhibitor could eliminated the expressions of IL-1β (Figure 10A, p < 0.001) and IL-6 (Figure 10B, p < 0.001), but the expression of TNF-α in BV-2 cells was not affected by miR-142a-5p inhibitor (Figure 10C). However, we have not found any previous research investigating the miR-96-5p, miR-183-5p, and miR-142a-5p in TBI models of animals or humans. Their specific biological functions in TBI deserve to be further investigated. Further studies exploring the relevance of the above miRNAs in TBI will better understand TBI’s biological mechanisms and put insight into novel therapeutic targets for TBI.

Pathway analysis showed that the miRNAs were mainly enriched in the MAPK signaling pathway (path: mmu04010) (Figure 7 and Table 6). The mitogen-activated protein kinase (MAPK) signaling controls extensive biological processes, including growth, differentiation, oxidative stress, and neuroinflammation (). Growth, inflammation, and stress response are processes triggered by TBI that are a crucial component of the overall pathophysiology. A large body of evidence suggested that the MAPK signaling pathway regulates inflammation response (Tao et al., 2018), cell apoptosis, and death (Zhang et al., 2020) in TBI. Previous research illustrated that the MAPK signaling pathway is involved in long-term memory (Walz et al., 1999). The recent study also indicated that TCM alleviated the learning and memory in Alzheimer’s disease through the MAPK pathway (). However, the relationship between the MAPK pathway and XFZYD has not been documented. Further studies exploring the relevance of the MAPK in the TBI and XFZYD treatment will better understand the underlying mechanism of XFZYD.

RASA1 is a member of the RAS GTPase Activating Protein (RAS-GAP) family. The well-known oncoprotein RAS can be inactivated by binding to RAS-GAP members. Some studies have shown that mutation or loss of function of RASA1 leads to activation of the RAS-MAPK cascade in malignant tumors (Xiao W. et al., 2019). Dai et al. () have identified that lncRNA GAS5 served as a competing endogenous RNA (ceRNA) to upregulate Rasa1 via sponging miR-335 in the progression of TBI. Rasa1 was one of the potential targets of miR-96-5p (Figure 10D). We found that the level of Rasa1 was significantly up-regulated in BV-2 cells with scratch injury; while under the effects of miR-96-5p mimic, Rasa1 expression was down-regulated (Figure 10E).

The present study has several limitations. To begin with, the current study has only completed the functional predictions and expression profile; therefore, the next step is determining the roles of the alternative miRNAs in vitro-and-in vivo. Second, clinical samples and large sample sizes will be required to validate the current findings in future studies. More research is needed to explore the particular interactions and sites of binding between mRNAs and miRNAs. Besides, future studies should focus on the link between miR-96-5p and XFZYD treatment.

Conclusion

Herein, we explored the expression profiles of miRNAs in experimental TBI treated with XFZYD. In comparison to TBI, 16 miRNAs were considerably XFZYD therapy-related. miRNAs could be new therapeutic targets for XFZYD in treating TBI-induced cellular processes. The current study lays the groundwork for future research into the methods through which XFZYD protects against long-term neurological deficits following TBI.

Statements

Data availability statement

The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: National Center for Biotechnology Information (NCBI) BioProject database under accession number GSE198915.

Ethics statement

The animal study was reviewed and approved by Medical Ethics Committee of Central South University.

Author contributions

RF, Z-bH, and Z-yY designed the experiments. Z-yY wrote the manuscript. YW, XL, and Z-yY performed the experiments. Z-yY, TT, and YW analyzed the data and visualized the figures. All authors contributed to the article and approved the submitted version.

Funding

This research was supported by the National Natural Science Foundation of China (Nos. 81973665, 81874425, and 82174259), Outstanding Youth Foundation of Hunan Provincial Natural Science Foundation of China (No. 2019JJ30042), and the Innovation-Driven Project of Central South University (2020CX047), National Science and Technology Major Project (2018ZX10723203), and Hunan Provincial Administration of Traditional Chinese Medicine(2021222).

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

References

  • 1

    AdelsonP. D.Fellows-MayleW.KochanekP. M.DixonC. E. (2013). Morris Water Maze Function and Histologic Characterization of Two Age-At-Injury Experimental Models of Controlled Cortical Impact in the Immature Rat. Childs Nerv. Syst.29 (1), 4353. 10.1007/s00381-012-1932-4

  • 2

    AlgattasH.HuangJ. H. (2013). Traumatic Brain Injury Pathophysiology and Treatments: Early, Intermediate, and Late Phases Post-injury. Int. J. Mol. Sci.15 (1), 309341. 10.3390/ijms15010309

  • 3

    BaeS.ShethC.LegarretaM.McGladeE.LyooI. K.Yurgelun-ToddD. A. (2020). Volume and Shape Analysis of the Hippocampus and Amygdala in Veterans with Traumatic Brain Injury and Posttraumatic Stress Disorder. Brain Imaging Behav.14 (5), 18501864. 10.1007/s11682-019-00127-2

  • 4

    ChenX.ChenY.DaiL.WangN. (2020). MiR-96-5p Alleviates Inflammatory Responses by Targeting NAMPT and Regulating the NF-Κb Pathway in Neonatal Sepsis. Biosci. Rep.40 (7). 10.1042/bsr20201267

  • 5

    ChenY.MaoH.YangK. H.AbelT.MeaneyD. F. (2014). A Modified Controlled Cortical Impact Technique to Model Mild Traumatic Brain Injury Mechanics in Mice. Front. Neurol.5, 100. 10.3389/fneur.2014.00100

  • 6

    ChohanM. O.BraginaO.KazimS. F.StatomG.BaazaouiN.BraginD.et al (2015). Enhancement of Neurogenesis and Memory by a Neurotrophic Peptide in Mild to Moderate Traumatic Brain Injury. Neurosurgery76 (2), 201205. discussion 214-205. 10.1227/neu.0000000000000577

  • 7

    CroceC. M. (2009). Causes and Consequences of microRNA Dysregulation in Cancer. Nat. Rev. Genet.10 (10), 704714. 10.1038/nrg2634

  • 8

    DaiX.YiM.WangD.ChenY.XuX. (2019). Changqin NO. 1 Inhibits Neuronal Apoptosis via Suppressing GAS5 Expression in a Traumatic Brain Injury Mice Model. Biol. Chem.400 (6), 753763. 10.1515/hsz-2018-0340

  • 9

    DashP. K.KoboriN.MooreA. N. (2004). A Molecular Description of Brain Trauma Pathophysiology Using Microarray Technology: an Overview. Neurochem. Res.29 (6), 12751286. 10.1023/b:nere.0000023614.30084.eb

  • 10

    FuC.WuQ.ZhangZ.XiaZ.LiuZ.LuH.et al (2020). Development of a Sensitive and Rapid UHPLC-MS/MS Method for Simultaneous Quantification of Nine Compounds in Rat Plasma and Application in a Comparative Pharmacokinetic Study after Oral Administration of Xuefu Zhuyu Decoction and Nimodipine. Biomed. Chromatogr.34 (9), e4872. 10.1002/bmc.4872

  • 11

    GalganoM.ToshkeziG.QiuX.RussellT.ChinL.ZhaoL. R. (2017). Traumatic Brain Injury: Current Treatment Strategies and Future Endeavors. Cell. Transpl.26 (7), 11181130. 10.1177/0963689717714102

  • 12

    GaoS.LinJ.WangT.ShenY.LiY.YangW.et al (2019). Qingxin Kaiqiao Fang Ameliorates Memory Impairment and Inhibits Apoptosis in APP/PS1 Double Transgenic Mice through the MAPK Pathway. Drug Des. Devel Ther.13, 459475. 10.2147/dddt.s188505

  • 13

    GuptaP.BhattacharjeeS.SharmaA. R.SharmaG.LeeS. S.ChakrabortyC. (2017). miRNAs in Alzheimer Disease - A Therapeutic Perspective. Curr. Alzheimer Res.14 (11), 11981206. 10.2174/1567205014666170829101016

  • 14

    GygiS. P.RochonY.FranzaB. R.AebersoldR. (1999). Correlation between Protein and mRNA Abundance in Yeast. Mol. Cell. Biol.19 (3), 17201730. 10.1128/mcb.19.3.1720

  • 15

    HanZ.ChenF.GeX.TanJ.LeiP.ZhangJ. (2014). miR-21 Alleviated Apoptosis of Cortical Neurons through Promoting PTEN-Akt Signaling Pathway In Vitro after Experimental Traumatic Brain Injury. Brain Res.1582, 1220. 10.1016/j.brainres.2014.07.045

  • 16

    HuangS.GeX.YuJ.HanZ.YinZ.LiY.et al (2018). Increased miR-124-3p in Microglial Exosomes Following Traumatic Brain Injury Inhibits Neuronal Inflammation and Contributes to Neurite Outgrowth via Their Transfer into Neurons. Faseb J.32 (1), 512528. 10.1096/fj.201700673R

  • 17

    HuangY.ShenX. J.ZouQ.WangS. P.TangS. M.ZhangG. Z. (2011). Biological Functions of microRNAs: a Review. J. Physiol. Biochem.67 (1), 129139. 10.1007/s13105-010-0050-6

  • 18

    HuangY.ZhuN.ChenT.ChenW.KongJ.ZhengW.et al (2019). Triptolide Suppressed the Microglia Activation to Improve Spinal Cord Injury through miR-96/ikkβ/nf-Κb Pathway. Spine (Phila Pa 1976)44 (12), E707e714. 10.1097/brs.0000000000002989

  • 19

    JassamY. N.IzzyS.WhalenM.McGavernD. B.El KhouryJ. (2017). Neuroimmunology of Traumatic Brain Injury: Time for a Paradigm Shift. Neuron95 (6), 12461265. 10.1016/j.neuron.2017.07.010

  • 20

    JiangJ. Y.GaoG. Y.FengJ. F.MaoQ.ChenL. G.YangX. F.et al (2019). Traumatic Brain Injury in China. Lancet Neurol.18 (3), 286295. 10.1016/s1474-4422(18)30469-1

  • 21

    KhellafA.KhanD. Z.HelmyA. (2019). Recent Advances in Traumatic Brain Injury. J. Neurol.266 (11), 28782889. 10.1007/s00415-019-09541-4

  • 22

    KonradC.GeburekA. J.RistF.BlumenrothH.FischerB.HusstedtI.et al (2011). Long-term Cognitive and Emotional Consequences of Mild Traumatic Brain Injury. Psychol. Med.41 (6), 11971211. 10.1017/s0033291710001728

  • 23

    LagraouiM.SukumarG.LatocheJ. R.MaynardS. K.DalgardC. L.SchaeferB. C. (2017). Salsalate Treatment Following Traumatic Brain Injury Reduces Inflammation and Promotes a Neuroprotective and Neurogenic Transcriptional Response with Concomitant Functional Recovery. Brain Behav. Immun.61, 96109. 10.1016/j.bbi.2016.12.005

  • 24

    LiT.HuE.LiP.YangZ.WuY.DingR.et al (2020). Metabolomics Deciphers Potential Targets of Xuefu Zhuyu Decoction against Traumatic Brain Injury in Rat. Front. Pharmacol.11, 559618. 10.3389/fphar.2020.559618

  • 25

    LiX.ZhangY.HongZ.GongS.LiuW.ZhouX.et al (2018). Transcriptome Profiling Analysis Reveals the Potential Mechanisms of Three Bioactive Ingredients of Fufang E'jiao Jiang during Chemotherapy-Induced Myelosuppression in Mice. Front. Pharmacol.9, 616. 10.3389/fphar.2018.00616

  • 26

    LinH. C.LiuS. Y.YenE. Y.LiT. K.LaiI. R. (2017). microRNA-183 Mediates Protective Postconditioning of the Liver by Repressing Apaf-1. Antioxid. Redox Signal26 (11), 583597. 10.1089/ars.2016.6679

  • 27

    LiuB.LiJ.CairnsM. J. (2014). Identifying miRNAs, Targets and Functions. Brief. Bioinform15 (1), 119. 10.1093/bib/bbs075

  • 28

    LivakK. J.SchmittgenT. D. (2001). Analysis of Relative Gene Expression Data Using Real-Time Quantitative PCR and the 2(-Delta Delta C(T)) Method. Methods25 (4), 402408. 10.1006/meth.2001.1262

  • 29

    LuL.MaoH. (2019). Quantifying the Effect of Repeated Impacts and Lateral Tip Movements on Brain Responses during Controlled Cortical Impact. J. Neurotrauma36 (11), 18281835. 10.1089/neu.2018.5929

  • 30

    MaX.AravindA.PfisterB. J.ChandraN.HaorahJ. (2019). Animal Models of Traumatic Brain Injury and Assessment of Injury Severity. Mol. Neurobiol.56 (8), 53325345. 10.1007/s12035-018-1454-5

  • 31

    MartinezB.PeplowP. V. (2017). MicroRNAs as Diagnostic Markers and Therapeutic Targets for Traumatic Brain Injury. Neural Regen. Res.12 (11), 17491761. 10.4103/1673-5374.219025

  • 32

    MirzaeiH.MomeniF.SaadatpourL.SahebkarA.GoodarziM.MasoudifarA.et al (2018). MicroRNA: Relevance to Stroke Diagnosis, Prognosis, and Therapy. J. Cell. Physiol.233 (2), 856865. 10.1002/jcp.25787

  • 33

    MomtaziA. A.ShahabipourF.KhatibiS.JohnstonT. P.PirroM.SahebkarA. (2016). Curcumin as a MicroRNA Regulator in Cancer: A Review. Rev. Physiol. Biochem. Pharmacol.171, 138. 10.1007/112_2016_3

  • 34

    OsierN.DixonC. E. (2016). The Controlled Cortical Impact Model of Experimental Brain Trauma: Overview, Research Applications, and Protocol. Methods Mol. Biol.1462, 177192. 10.1007/978-1-4939-3816-2_11

  • 35

    PatelK.SunD. (2016). Strategies Targeting Endogenous Neurogenic Cell Response to Improve Recovery Following Traumatic Brain Injury. Brain Res.1640 (Pt A), 104113. 10.1016/j.brainres.2016.01.055

  • 36

    PengF.XieX.PengC. (2019). Chinese Herbal Medicine-Based Cancer Therapy: Novel Anticancer Agents Targeting MicroRNAs to Regulate Tumor Growth and Metastasis. Am. J. Chin. Med.47 (8), 17111735. 10.1142/s0192415x19500873

  • 37

    QianB.NagS. A.SuY.VorugantiS.QinJ. J.ZhangR.et al (2013). miRNAs in Cancer Prevention and Treatment and as Molecular Targets for Natural Product Anticancer Agents. Curr. Cancer Drug Targets13 (5), 519541. 10.2174/15680096113139990031

  • 38

    Raghavendra RaoV. L.DhoddaV. K.SongG.BowenK. K.DempseyR. J. (2003). Traumatic Brain Injury-Induced Acute Gene Expression Changes in Rat Cerebral Cortex Identified by GeneChip Analysis. J. Neurosci. Res.71 (2), 208219. 10.1002/jnr.10486

  • 39

    RaghupathiR. (2004). Cell Death Mechanisms Following Traumatic Brain Injury. Brain Pathol.14 (2), 215222. 10.1111/j.1750-3639.2004.tb00056.x

  • 40

    RahmatiM.FernsG. A.MobarraN. (2021). The Lower Expression of Circulating miR-210 and Elevated Serum Levels of HIF-1α in Ischemic Stroke; Possible Markers for Diagnosis and Disease Prediction. J. Clin. Lab. Anal.35 (12), e24073. 10.1002/jcla.24073

  • 41

    RedellJ. B.LiuY.DashP. K. (2009). Traumatic Brain Injury Alters Expression of Hippocampal microRNAs: Potential Regulators of Multiple Pathophysiological Processes. J. Neurosci. Res.87 (6), 14351448. 10.1002/jnr.21945

  • 42

    RichardsonR. M.SunD.BullockM. R. (2007). Neurogenesis after Traumatic Brain Injury. Neurosurg. Clin. N. Am.18 (1), 169xi. 10.1016/j.nec.2006.10.007

  • 43

    RomineJ.GaoX.ChenJ. (2014). Controlled Cortical Impact Model for Traumatic Brain Injury. J. Vis. Exp.90, e51781. 10.3791/51781

  • 44

    SessaF.MagliettaF.BertozziG.SalernoM.Di MizioG.MessinaG.et al (2019). Human Brain Injury and miRNAs: An Experimental Study. Int. J. Mol. Sci.20 (7). 10.3390/ijms20071546

  • 45

    SharmaR.ShultzS. R.RobinsonM. J.BelliA.HibbsM. L.O'BrienT. J.et al (2019). Infections after a Traumatic Brain Injury: The Complex Interplay between the Immune and Neurological Systems. Brain Behav. Immun.79, 6374. 10.1016/j.bbi.2019.04.034

  • 46

    ShokouhiG.Kosari-NasabM.SalariA. A. (2020). Silymarin Sex-Dependently Improves Cognitive Functions and Alters TNF-α, BDNF, and Glutamate in the hippocampus of Mice with Mild Traumatic Brain Injury. Life Sci.257, 118049. 10.1016/j.lfs.2020.118049

  • 47

    SieboldL.ObenausA.GoyalR. (2018). Criteria to Define Mild, Moderate, and Severe Traumatic Brain Injury in the Mouse Controlled Cortical Impact Model. Exp. Neurol.310, 4857. 10.1016/j.expneurol.2018.07.004

  • 48

    SunJ.NanG. (2016). The Mitogen-Activated Protein Kinase (MAPK) Signaling Pathway as a Discovery Target in Stroke. J. Mol. Neurosci.59 (1), 9098. 10.1007/s12031-016-0717-8

  • 49

    TalebiF.GhorbaniS.ChanW. F.BoghozianR.MasoumiF.GhasemiS.et al (2017). MicroRNA-142 Regulates Inflammation and T Cell Differentiation in an Animal Model of Multiple Sclerosis. J. Neuroinflammation14 (1), 55. 10.1186/s12974-017-0832-7

  • 50

    TaoL.LiD.LiuH.JiangF.XuY.CaoY.et al (2018). Neuroprotective Effects of Metformin on Traumatic Brain Injury in Rats Associated with NF-Κb and MAPK Signaling Pathway. Brain Res. Bull.140, 154161. 10.1016/j.brainresbull.2018.04.008

  • 51

    TreangenT. J.WagnerJ.BurnsM. P.VillapolS. (2018). Traumatic Brain Injury in Mice Induces Acute Bacterial Dysbiosis within the Fecal Microbiome. Front. Immunol.9, 2757. 10.3389/fimmu.2018.02757

  • 52

    VorheesC. V.WilliamsM. T. (2006). Morris Water Maze: Procedures for Assessing Spatial and Related Forms of Learning and Memory. Nat. Protoc.1 (2), 848858. 10.1038/nprot.2006.116

  • 53

    WalzR.RockenbachI. C.AmaralO. B.QuevedoJ.RoeslerR. (1999). MAPK and Memory. Trends Neurosci.22 (11), 495. 10.1016/s0166-2236(99)01473-3

  • 54

    WangD.WangP.ZhangR.XiX. (2020a). Efficacy and Safety of Xuefu Zhuyu Decoction Combined with Western Medicine for Angina Pectoris in Coronary Heart Disease. Medicine99 (50), e23195. 10.1097/md.0000000000023195

  • 55

    WangK. K.YangZ.ZhuT.ShiY.RubensteinR.TyndallJ. A.et al (2018). An Update on Diagnostic and Prognostic Biomarkers for Traumatic Brain Injury. Expert Rev. Mol. Diagn18 (2), 165180. 10.1080/14737159.2018.1428089

  • 56

    WangY.SongY.PangY.YuZ.HuaW.GuY.et al (2020b). miR-183-5p Alleviates Early Injury after Intracerebral Hemorrhage by Inhibiting Heme Oxygenase-1 Expression. Aging (Albany NY)12 (13), 1286912895. 10.18632/aging.103343

  • 57

    WestonN. M.RolfeA. T.FreelinA. H.ReevesT. M.SunD. (2021). Traumatic Brain Injury Modifies Synaptic Plasticity in Newly-Generated Granule Cells of the Adult hippocampus. Exp. Neurol.336, 113527. 10.1016/j.expneurol.2020.113527

  • 58

    WuP.ZhaoY.HaidacherS. J.WangE.ParsleyM. O.GaoJ.et al (2013). Detection of Structural and Metabolic Changes in Traumatically Injured hippocampus by Quantitative Differential Proteomics. J. Neurotrauma30 (9), 775788. 10.1089/neu.2012.2391

  • 59

    XiaoW.ZhengS.ZouY.YangA.XieX.TangH.et al (2019a). CircAHNAK1 Inhibits Proliferation and Metastasis of Triple-Negative Breast Cancer by Modulating miR-421 and RASA1. Aging (Albany NY)11 (24), 1204312056. 10.18632/aging.102539

  • 60

    XiaoX.BaiP.CaoS.JiangY.LiangW.WangT.et al (2020). Integrated Bioinformatics Analysis for the Identification of Key Molecules and Pathways in the Hippocampus of Rats after Traumatic Brain Injury. Neurochem. Res.45 (4), 928939. 10.1007/s11064-020-02973-9

  • 61

    XiaoX.JiangY.LiangW.WangY.CaoS.YanH.et al (2019b). miR-212-5p Attenuates Ferroptotic Neuronal Death after Traumatic Brain Injury by Targeting Ptgs2. Mol. Brain12 (1), 78. 10.1186/s13041-019-0501-0

  • 62

    XieB. S.WangY. Q.LinY.MaoQ.FengJ. F.GaoG. Y.et al (2019). Inhibition of Ferroptosis Attenuates Tissue Damage and Improves Long-Term Outcomes after Traumatic Brain Injury in Mice. CNS Neurosci. Ther.25 (4), 465475. 10.1111/cns.13069

  • 63

    XingZ.XiaZ.PengW.LiJ.ZhangC.FuC.et al (2016). Xuefu Zhuyu Decoction, a Traditional Chinese Medicine, Provides Neuroprotection in a Rat Model of Traumatic Brain Injury via an Anti-inflammatory Pathway. Sci. Rep.6, 20040. 10.1038/srep20040

  • 64

    XuS. (2017). Transcriptome Profiling in Systems Vascular Medicine. Front. Pharmacol.8, 563. 10.3389/fphar.2017.00563

  • 65

    YangJ.YouZ.KimH. H.HwangS. K.KhumanJ.GuoS.et al (2010). Genetic Analysis of the Role of Tumor Necrosis Factor Receptors in Functional Outcome after Traumatic Brain Injury in Mice. J. Neurotrauma27 (6), 10371046. 10.1089/neu.2009.1229

  • 66

    YangT.LiX.LuZ.HanX.ZhaoM. (2019a). Effectiveness and Safety of Xuefu Zhuyu Decoction for Treating Coronary Heart Disease Angina: A Systematic Review and Meta-Analysis. Med. Baltim.98 (9), e14708. 10.1097/md.0000000000014708

  • 67

    YangY.YeY.KongC.SuX.ZhangX.BaiW.et al (2019b). MiR-124 Enriched Exosomes Promoted the M2 Polarization of Microglia and Enhanced Hippocampus Neurogenesis after Traumatic Brain Injury by Inhibiting TLR4 Pathway. Neurochem. Res.44 (4), 811828. 10.1007/s11064-018-02714-z

  • 68

    YuT. S.ZhangG.LieblD. J.KernieS. G. (2008). Traumatic Brain Injury-Induced Hippocampal Neurogenesis Requires Activation of Early Nestin-Expressing Progenitors. J. Neurosci.28 (48), 1290112912. 10.1523/jneurosci.4629-08.2008

  • 69

    ZhangC.LiuJ.LaiM.LiJ.ZhanJ.WenQ.et al (2019). Circular RNA Expression Profiling of Granulosa Cells in Women of Reproductive Age with Polycystic Ovary Syndrome. Arch. Gynecol. Obstet.300 (2), 431440. 10.1007/s00404-019-05129-5

  • 70

    ZhangJ.LiY.WangC.WangY.ZhangY.HuangL.et al (2020). Lysophosphatidic Acid Induces Apoptosis of PC12 Cells through LPA1 Receptor/LPA2 Receptor/MAPK Signaling Pathway. Front. Mol. Neurosci.13, 16. 10.3389/fnmol.2020.00016

  • 71

    ZhangR.XiX.WangJ.JingL.ZhongJ. B.WangY. Y.et al (2004). Clinical Study on Compatibility and Dismantlement of Xuefu Zhuyu Decoction. Medicine (Baltimore)29 (8), 803807. 10.1097/md.0000000000023195

  • 72

    ZhangS.ZhuD.LiH.LiH.FengC.ZhangW. (2017a). Characterization of circRNA-Associated-ceRNA Networks in a Senescence-Accelerated Mouse Prone 8 Brain. Mol. Ther.25 (9), 20532061. 10.1016/j.ymthe.2017.06.009

  • 73

    ZhangS.ZhuD.LiH.ZhangH.FengC.ZhangW. (2017b). Analyses of mRNA Profiling through RNA Sequencing on a SAMP8 Mouse Model in Response to Ginsenoside Rg1 and Rb1 Treatment. Front. Pharmacol.8, 88. 10.3389/fphar.2017.00088

  • 74

    ZhengF.ZhouY. T.LiP. F.HuE.LiT.TangT.et al (2020). Metabolomics Analysis of Hippocampus and Cortex in a Rat Model of Traumatic Brain Injury in the Subacute Phase. Front. Neurosci.14, 876. 10.3389/fnins.2020.00876

  • 75

    ZhouJ.LiuT.CuiH.FanR.ZhangC.PengW.et al (2017). Xuefu Zhuyu Decoction Improves Cognitive Impairment in Experimental Traumatic Brain Injury via Synaptic Regulation. Oncotarget8 (42), 7206972081. 10.18632/oncotarget.18895

  • 76

    ZhuL.TangT.FanR.LuoJ. K.CuiH. J.ZhangC. H.et al (2018). Xuefu Zhuyu Decoction Improves Neurological Dysfunction by Increasing Synapsin Expression after Traumatic Brain Injury. Neural Regen. Res.13 (8), 14171424. 10.4103/1673-5374.235297

  • 77

    ZhuL.ZhouX.LiS.LiuJ.YangJ.FanX.et al (2020). miR-183-5p A-ttenuates C-erebral I-schemia I-njury by N-egatively R-egulating PTEN. Mol. Med. Rep.22 (5), 39443954. 10.3892/mmr.2020.11493

Summary

Keywords

xuefu zhuyu decoction, Bioinformatic analysis, MicroRNAs, traumatic brain injury, neurological recovery

Citation

Yang Z, Wu Y, Li X, Tang T, Wang Y, Huang Z and Fan R (2022) Bioinformatics Analysis of miRNAs and mRNAs Network-Xuefu Zhuyu Decoction Exerts Neuroprotection of Traumatic Brain Injury Mice in the Subacute Phase. Front. Pharmacol. 13:772680. doi: 10.3389/fphar.2022.772680

Received

08 September 2021

Accepted

09 May 2022

Published

22 June 2022

Volume

13 - 2022

Edited by

Paul Chazot, Durham University, United Kingdom

Reviewed by

Francesco Sessa, University of Foggia, Italy

Xinhui Fan, Shandong University, China

Updates

Copyright

*Correspondence: Rong Fan, ; Ze-bing Huang,

This article was submitted to Ethnopharmacology, a section of the journal Frontiers in Pharmacology

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

Outline

Figures

Cite article

Copy to clipboard


Export citation file


Share article

Article metrics