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LC Sciences mirna micro-array analysis
Significantly regulated miRNAs in rat brain after exposure to RDX.
Mirna Micro Array Analysis, supplied by LC Sciences, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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1) Product Images from "MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity"

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity

Journal: BMC Genomics

doi: 10.1186/1471-2164-15-S11-S1

Significantly regulated miRNAs in rat brain after exposure to RDX.
Figure Legend Snippet: Significantly regulated miRNAs in rat brain after exposure to RDX.

Techniques Used:

Hierarchical clustering of differentially expressed miRNAs induced by RDX . Nine differentially expressed miRNAs (horizontal axis) were used for a Two-Way hierarchical clustering across all the control and RDX treated samples (vertical axis). A Pearson correlation algorithm was applied to calculate the distances between transcripts or between conditions. The relative level of gene expression is indicated by the color scale at the right side.
Figure Legend Snippet: Hierarchical clustering of differentially expressed miRNAs induced by RDX . Nine differentially expressed miRNAs (horizontal axis) were used for a Two-Way hierarchical clustering across all the control and RDX treated samples (vertical axis). A Pearson correlation algorithm was applied to calculate the distances between transcripts or between conditions. The relative level of gene expression is indicated by the color scale at the right side.

Techniques Used: Control, Gene Expression

Most significantly physiological processes (A) and canonical pathways (B) of the putative target genes of RDX regulated miRNAs . Top ten physiological processes (A) and pathways (B) were selected to present. The putative target genes of RDX regulated miRNAs in rat brain tissues were used to run the Ingenuity pathway tool. The bigger the -log(p-value) of a pathway is, the more significantly the physiological process or pathway is regulated. The threshold lines represent a p value with 0.05.
Figure Legend Snippet: Most significantly physiological processes (A) and canonical pathways (B) of the putative target genes of RDX regulated miRNAs . Top ten physiological processes (A) and pathways (B) were selected to present. The putative target genes of RDX regulated miRNAs in rat brain tissues were used to run the Ingenuity pathway tool. The bigger the -log(p-value) of a pathway is, the more significantly the physiological process or pathway is regulated. The threshold lines represent a p value with 0.05.

Techniques Used:

Gene network of the putative target genes of RDX regulated miRNAs . The putative target genes of RDX induced differentially expressed miRNAS were used to run the IPA tool for gene network analysis. The orange highlighted genes are involved in nervous system development function. The networks score described in Materials and Methods for the network is 39. The solid lines connecting molecules here represents a direct relation and dotted lines an indirect relation.
Figure Legend Snippet: Gene network of the putative target genes of RDX regulated miRNAs . The putative target genes of RDX induced differentially expressed miRNAS were used to run the IPA tool for gene network analysis. The orange highlighted genes are involved in nervous system development function. The networks score described in Materials and Methods for the network is 39. The solid lines connecting molecules here represents a direct relation and dotted lines an indirect relation.

Techniques Used:

Comparison of canonical pathways based on the putative target genes of RDX regulated miRNAs and differentiated mRNA genes . Overlapped all mapped pathways (A) or significant pathways (B) based on the putative target genes of RDX regulated miRNAs and differentiated mRNA genes, are presented in the Venn diagrams. The IPA tool was used for the pathway analyses. A pathway enrichment p value less than 0.05 was considered as significant. The overlapped significant pathway names and their significance are depicted too (C).
Figure Legend Snippet: Comparison of canonical pathways based on the putative target genes of RDX regulated miRNAs and differentiated mRNA genes . Overlapped all mapped pathways (A) or significant pathways (B) based on the putative target genes of RDX regulated miRNAs and differentiated mRNA genes, are presented in the Venn diagrams. The IPA tool was used for the pathway analyses. A pathway enrichment p value less than 0.05 was considered as significant. The overlapped significant pathway names and their significance are depicted too (C).

Techniques Used: Comparison

Gene network using immune and inflammation response genes from both the putative target genes of RDX regulated miRNAs and differentiated mRNA genes . The network indicates that RDX could first modulate miRNA expression and then trigger an immune and inflammation gene network by indirectly regulating some immune and inflammation response genes. The network was built using the IPA tool. Nodes colored in red or green denote up-regulated and down-regulated genes respectively.
Figure Legend Snippet: Gene network using immune and inflammation response genes from both the putative target genes of RDX regulated miRNAs and differentiated mRNA genes . The network indicates that RDX could first modulate miRNA expression and then trigger an immune and inflammation gene network by indirectly regulating some immune and inflammation response genes. The network was built using the IPA tool. Nodes colored in red or green denote up-regulated and down-regulated genes respectively.

Techniques Used: Expressing

Verification of miRNA microarray responses using real time QRT-PCR . The fold changes represent the expression values of the miRNAs of the RDX-treated versus control samples. Values refer to the mean ± SD of three independent samples, each run in triplicate.
Figure Legend Snippet: Verification of miRNA microarray responses using real time QRT-PCR . The fold changes represent the expression values of the miRNAs of the RDX-treated versus control samples. Values refer to the mean ± SD of three independent samples, each run in triplicate.

Techniques Used: Microarray, Quantitative RT-PCR, Expressing, Control

A hypothetical model to explain the molecular mechanisms of RDX-induced neurological disorder and neurotoxicity . RDX could first up-regulate the expression of miR-71, miR-27ab, miR-98, and miR-135a, then reduce the expression of the gens POLE4, C5ORF13, SULF1 and ROCK2, and eventually induce neurotoxicity. Over-expression of miR-27ab, or reduction of the expression of unknown miRNAs by RDX, could up-regulate HMGCR expression to cause neurotoxicity too.
Figure Legend Snippet: A hypothetical model to explain the molecular mechanisms of RDX-induced neurological disorder and neurotoxicity . RDX could first up-regulate the expression of miR-71, miR-27ab, miR-98, and miR-135a, then reduce the expression of the gens POLE4, C5ORF13, SULF1 and ROCK2, and eventually induce neurotoxicity. Over-expression of miR-27ab, or reduction of the expression of unknown miRNAs by RDX, could up-regulate HMGCR expression to cause neurotoxicity too.

Techniques Used: Expressing, Over Expression

Related Articles

Microarray:

Article Title: RDX Induces Aberrant Expression of MicroRNAs in Mouse Brain and Liver
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX).

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [11].

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [ ].

Control:

Article Title: RDX Induces Aberrant Expression of MicroRNAs in Mouse Brain and Liver
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX).

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [11].

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [ ].

Gene Expression:

Article Title: RDX Induces Aberrant Expression of MicroRNAs in Mouse Brain and Liver
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX).

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [11].

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [ ].

Comparison:

Article Title: RDX Induces Aberrant Expression of MicroRNAs in Mouse Brain and Liver
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX).

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [11].

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [ ].

Expressing:

Article Title: RDX Induces Aberrant Expression of MicroRNAs in Mouse Brain and Liver
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX).

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [11].

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [ ].

Quantitative RT-PCR:

Article Title: RDX Induces Aberrant Expression of MicroRNAs in Mouse Brain and Liver
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX).

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [11].

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [ ].

Over Expression:

Article Title: RDX Induces Aberrant Expression of MicroRNAs in Mouse Brain and Liver
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX).

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [11].

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [ ].

Reverse Transcription Polymerase Chain Reaction:

Article Title: RDX Induces Aberrant Expression of MicroRNAs in Mouse Brain and Liver
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX).

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [11].

Article Title: MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity
Article Snippet: The miRNA micro-array analysis was performed by LC Sciences (Houston, TX) as described previously [ ].



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Image Search Results


HExos alleviate EMT-like changes through miR-486a-5p ( A – C ) miRNA profiling: Heatmap/volcano plot of 38/130 miRNAs in HExos; qRT-PCR validation of top 10 (including miR-486a-5p) n = 3 ( D – E ). miR-486a-5p expression: Consistently higher in LPS+HExos n = 3 ( F – H ) Functional rescue: miR-486a-5p mimics attenuated apoptosis and modulated EMT markers (WB/RT-PCR) n = 3. Data are presented as the mean ± SD. from three independent experiments, * p < 0.05

Journal: Respiratory Research

Article Title: Hypoxia-preconditioned mesenchymal stromal cell–derived exosomes attenuate LPS-induced acute lung injury and early epithelial remodeling in mice: evidence for a miR-486a-5p–Skp2–GATA4 axis

doi: 10.1186/s12931-026-03560-2

Figure Lengend Snippet: HExos alleviate EMT-like changes through miR-486a-5p ( A – C ) miRNA profiling: Heatmap/volcano plot of 38/130 miRNAs in HExos; qRT-PCR validation of top 10 (including miR-486a-5p) n = 3 ( D – E ). miR-486a-5p expression: Consistently higher in LPS+HExos n = 3 ( F – H ) Functional rescue: miR-486a-5p mimics attenuated apoptosis and modulated EMT markers (WB/RT-PCR) n = 3. Data are presented as the mean ± SD. from three independent experiments, * p < 0.05

Article Snippet: For mRNA, cDNA was synthesized with PrimeScript RT reagent (Takara, Japan) and qPCR performed using SYBR Premix Ex Taq (Takara) on QuantStudio 5 (Thermo Fisher, USA). miRNA analysis employed miRcute kits (Tiangen, China; #DP501 for isolation, #KR211 for cDNA) with LightCycler ® 96 (Roche) using SYBR Green Master Mix (#FP411).

Techniques: Quantitative RT-PCR, Biomarker Discovery, Expressing, Functional Assay, Reverse Transcription Polymerase Chain Reaction

Differentially expressed miRNA in exosomes from tuberculous pleural effusion and transudative pleural effusion (as control) by miRNAs sequencing. A Heatmap of differential exosomes miRNAs expression in pleural effusion between control individuals and tuberculous pleurisy patients; n = 9. RPKM values are represented by gradient colors and shown for each sample. Red represents a higher RPKM; blue represents a lower RPKM. Results are based on nine RNA sequencing samples. B Venn diagram showing the overlap between differentially expressed miRNAs in TPE exosomes and transudate exosomes. C Volcanic map of differential exosomes miRNAs expression in pleural effusion between control individuals and tuberculous pleurisy patients. Adjusted P value < 0.05 and fold change > 1 was set as restrictive conditions to identify the differentially expressed genes. D Pathway enrichment analysis showed the significant target genes of differentially expressed miRNAs associated with various KEGG pathways. E The expression of three differentially expressed miRNAs in TPE exosomes and transudate exosomes was verified by RT-qPCR and normalized by the U6. Data are expressed as mean ± SEM. n = 6, **** P < 0.0001 (Paired student’s t-test)

Journal: Respiratory Research

Article Title: Exosomal microRNAs of tuberculous pleural effusion orchestrating TGF-β signaling mediate pleural fibrosis

doi: 10.1186/s12931-026-03541-5

Figure Lengend Snippet: Differentially expressed miRNA in exosomes from tuberculous pleural effusion and transudative pleural effusion (as control) by miRNAs sequencing. A Heatmap of differential exosomes miRNAs expression in pleural effusion between control individuals and tuberculous pleurisy patients; n = 9. RPKM values are represented by gradient colors and shown for each sample. Red represents a higher RPKM; blue represents a lower RPKM. Results are based on nine RNA sequencing samples. B Venn diagram showing the overlap between differentially expressed miRNAs in TPE exosomes and transudate exosomes. C Volcanic map of differential exosomes miRNAs expression in pleural effusion between control individuals and tuberculous pleurisy patients. Adjusted P value < 0.05 and fold change > 1 was set as restrictive conditions to identify the differentially expressed genes. D Pathway enrichment analysis showed the significant target genes of differentially expressed miRNAs associated with various KEGG pathways. E The expression of three differentially expressed miRNAs in TPE exosomes and transudate exosomes was verified by RT-qPCR and normalized by the U6. Data are expressed as mean ± SEM. n = 6, **** P < 0.0001 (Paired student’s t-test)

Article Snippet: Exosomes from pleural effusion were obtained by ultracentrifugation of samples isolated from nine control individuals and nine patients with tuberculous pleurisy patients and processed by Novogene Co., Ltd (Beijing, China) for miRNA microarray analysis (lllumina SE50).

Techniques: Control, Sequencing, Expressing, RNA Sequencing, Quantitative RT-PCR

miR-503-5p regulated Smurf1/Smad7 signaling pathway. A , B Venn diagram showing overlap between differentially up-regulated miRNAs in TPE exosomes and miRNAs targeting Smurf1 or Smad7 predicted by the miRTarBase. The online analysis database “miRTarBase” ( https://miRTarBase.cuhk.edu.cn/ ) was used. C Human PMCs were transfected with miR-503-5p mimics (50 nmol/ml) or negative control (NC) for 24 h, after which miR-503-5p expression levels in cells were determined by qRT-PCR and normalized by the U6. D - E Human PMCs were transfected with miR-25-3p mimics or miR-503-5p mimics or miR-92a-3p mimics (50 nmol/ml) or negative control (NC) for 24 h, after which intracellular mRNA levels of Smurf1 were measured by RT-qPCR and normalized to GAPDH ( D ). The protein expression of Smurf1 and TGF-β receptor (TGFBR) were detected by western blotting. Bar graphs revealed changes in relative ratio of Smurf1 and TGFBR to GAPDH. F Human PMCs were transfected with miR-503-5p mimics (50 nmol/ml) or negative control (NC) for 24 h, after which mRNA expression of Smurf1, TGFBR and COL1A1 were detected by qRT-PCR. G Human PMCs were incubated with miR-503-5p mimics. After 24 h, Smurf1 protein was detected by immunofluorescence staining and nuclei with DAPI staining. Bar scale: 50 μm. H - K Human PMCs were transfected with miR-503-5p mimics (50 nmol/ml) or negative control (NC) for 24 h. miR-503-5p expression levels in cells were determined by qRT-PCR and normalized by the U6 ( H ). The protein expression of S Smurf1, TGFBR and COL1A1 were detected by western blotting ( I ). Bar graphs revealed changes in the relative ratio to GAPDH ( J ). mRNA levels of S Smurf1, TGFBR and COL1A1 were measured by RT-qPCR and normalized to GAPDH ( K ). Data are mean ± SEM. n = 3. * P < 0.05 (student’s t-test)

Journal: Respiratory Research

Article Title: Exosomal microRNAs of tuberculous pleural effusion orchestrating TGF-β signaling mediate pleural fibrosis

doi: 10.1186/s12931-026-03541-5

Figure Lengend Snippet: miR-503-5p regulated Smurf1/Smad7 signaling pathway. A , B Venn diagram showing overlap between differentially up-regulated miRNAs in TPE exosomes and miRNAs targeting Smurf1 or Smad7 predicted by the miRTarBase. The online analysis database “miRTarBase” ( https://miRTarBase.cuhk.edu.cn/ ) was used. C Human PMCs were transfected with miR-503-5p mimics (50 nmol/ml) or negative control (NC) for 24 h, after which miR-503-5p expression levels in cells were determined by qRT-PCR and normalized by the U6. D - E Human PMCs were transfected with miR-25-3p mimics or miR-503-5p mimics or miR-92a-3p mimics (50 nmol/ml) or negative control (NC) for 24 h, after which intracellular mRNA levels of Smurf1 were measured by RT-qPCR and normalized to GAPDH ( D ). The protein expression of Smurf1 and TGF-β receptor (TGFBR) were detected by western blotting. Bar graphs revealed changes in relative ratio of Smurf1 and TGFBR to GAPDH. F Human PMCs were transfected with miR-503-5p mimics (50 nmol/ml) or negative control (NC) for 24 h, after which mRNA expression of Smurf1, TGFBR and COL1A1 were detected by qRT-PCR. G Human PMCs were incubated with miR-503-5p mimics. After 24 h, Smurf1 protein was detected by immunofluorescence staining and nuclei with DAPI staining. Bar scale: 50 μm. H - K Human PMCs were transfected with miR-503-5p mimics (50 nmol/ml) or negative control (NC) for 24 h. miR-503-5p expression levels in cells were determined by qRT-PCR and normalized by the U6 ( H ). The protein expression of S Smurf1, TGFBR and COL1A1 were detected by western blotting ( I ). Bar graphs revealed changes in the relative ratio to GAPDH ( J ). mRNA levels of S Smurf1, TGFBR and COL1A1 were measured by RT-qPCR and normalized to GAPDH ( K ). Data are mean ± SEM. n = 3. * P < 0.05 (student’s t-test)

Article Snippet: Exosomes from pleural effusion were obtained by ultracentrifugation of samples isolated from nine control individuals and nine patients with tuberculous pleurisy patients and processed by Novogene Co., Ltd (Beijing, China) for miRNA microarray analysis (lllumina SE50).

Techniques: Transfection, Negative Control, Expressing, Quantitative RT-PCR, Western Blot, Incubation, Immunofluorescence, Staining

Triple miRNAs inhibitor attenuated TPE-Exo induced pleural fibrosis. C57BL/6 mice were intra-pleural injected by using PBS (100 µl/mouse), TPE-Exo (100 µl/mouse), TPE-Exo plus control inhibitor, or TPE-Exo plus triple miRNAs inhibitor with carbon particles (0.1 mg/mouse) as descriptions in the Methods. TPE-Exo from 50 ml TPE was administered at days 1, 5, 9. In TPE-Exo plus triple miRNAs inhibitor group, TPE-Exo was co-incubated with triple miRNAs inhibitor which restrained expressions of miR-150-3p, miR-424-3p and miR-503-5p. All mice were euthanized at day 21, and tissues were taken for analysis. A Representative Masson’s trichrome staining images of visceral pleura from lung sections, parietal pleura from chest wall and diaphragm sections. Original magnification, ×400. B Changes in pleural thickness. C Changes in collagen percentages of visceral and parietal pleura. Data are expressed as mean ± SEM. n = 6 mice. *** P < 0.001 (One-way ANOVA followed by the Bonferroni’s test)

Journal: Respiratory Research

Article Title: Exosomal microRNAs of tuberculous pleural effusion orchestrating TGF-β signaling mediate pleural fibrosis

doi: 10.1186/s12931-026-03541-5

Figure Lengend Snippet: Triple miRNAs inhibitor attenuated TPE-Exo induced pleural fibrosis. C57BL/6 mice were intra-pleural injected by using PBS (100 µl/mouse), TPE-Exo (100 µl/mouse), TPE-Exo plus control inhibitor, or TPE-Exo plus triple miRNAs inhibitor with carbon particles (0.1 mg/mouse) as descriptions in the Methods. TPE-Exo from 50 ml TPE was administered at days 1, 5, 9. In TPE-Exo plus triple miRNAs inhibitor group, TPE-Exo was co-incubated with triple miRNAs inhibitor which restrained expressions of miR-150-3p, miR-424-3p and miR-503-5p. All mice were euthanized at day 21, and tissues were taken for analysis. A Representative Masson’s trichrome staining images of visceral pleura from lung sections, parietal pleura from chest wall and diaphragm sections. Original magnification, ×400. B Changes in pleural thickness. C Changes in collagen percentages of visceral and parietal pleura. Data are expressed as mean ± SEM. n = 6 mice. *** P < 0.001 (One-way ANOVA followed by the Bonferroni’s test)

Article Snippet: Exosomes from pleural effusion were obtained by ultracentrifugation of samples isolated from nine control individuals and nine patients with tuberculous pleurisy patients and processed by Novogene Co., Ltd (Beijing, China) for miRNA microarray analysis (lllumina SE50).

Techniques: Injection, Control, Incubation, Staining

Results of a microarray analysis. Eight miRNAs were significantly downregulated in the patients with functional dyspepsia (FD) compared to those in healthy controls using method 1. However, six miRNAs were downregulated using method 2. Notably, five miRNAs were consistently downregulated between the two methods. Furthermore, five miRNAs and seven miRNAs were significantly upregulated using methods 1 and 2, respectively. Therefore, four miRNAs were consistently upregulated in patients with FD.

Journal: Internal Medicine

Article Title: Exosomal hsa-miR-3649 and hsa-miR-202-3p in Gastric Juice as Potential Biomarkers for Functional Dyspepsia with a Previous Helicobacter pylori Infection

doi: 10.2169/internalmedicine.6047-25

Figure Lengend Snippet: Results of a microarray analysis. Eight miRNAs were significantly downregulated in the patients with functional dyspepsia (FD) compared to those in healthy controls using method 1. However, six miRNAs were downregulated using method 2. Notably, five miRNAs were consistently downregulated between the two methods. Furthermore, five miRNAs and seven miRNAs were significantly upregulated using methods 1 and 2, respectively. Therefore, four miRNAs were consistently upregulated in patients with FD.

Article Snippet: An miRNA microarray analysis of the discovery cohort was performed using 3D-Gene R (Toray Industries, Tokyo, Japan), as described in our previous report ( ).

Techniques: Microarray, Functional Assay