| Literature DB >> 26189820 |
Kendall R Van Keuren-Jensen1, Ivana Malenica1, Amanda L Courtright1, Layla T Ghaffari1, Alex P Starr1, Raghu P Metpally1, Taylor A Beecroft1, Elizabeth W J Carlson1, Jeffrey A Kiefer1, Paul J Pockros2, Jorge Rakela3.
Abstract
BACKGROUND & AIMS: Accumulating evidence indicates that microRNAs play a role in a number of disease processes including the pathogenesis of liver fibrosis in hepatitis C infection. Our goal is to add to the accruing information regarding microRNA deregulation in liver fibrosis to increase our understanding of the underlying mechanisms of pathology and progression.Entities:
Keywords: fibrosis; hepatitis C; liver; microRNA; sequencing
Mesh:
Substances:
Year: 2015 PMID: 26189820 PMCID: PMC5049661 DOI: 10.1111/liv.12919
Source DB: PubMed Journal: Liver Int ISSN: 1478-3223 Impact factor: 5.828
Differentially expressed microRNAs in tissue between early (F1 and F2) and advance (F3 and F4) fibrosis. microRNAs listed have log2 fold change >0.60 and <−0.60. Significant microRNAs with a smaller fold change are listed in Table S2
| microRNA | Log2‐fold change |
| Adjusted |
|---|---|---|---|
| miR‐183‐5p | 1.2 | 3.20E‐07 | 1.10E‐04 |
| miR‐182‐5p | 1.04 | 9.09E‐07 | 1.56E‐04 |
| miR‐200a‐5p | 0.95 | 3.21E‐06 | 3.68E‐04 |
| miR‐199a‐5p | 0.74 | 1.16E‐05 | 1.00E‐03 |
| miR‐429 | 0.89 | 4.54E‐05 | 3.13E‐03 |
| miR‐148a‐5p | −0.71 | 5.83E‐05 | 3.34E‐03 |
| miR‐1260b | −0.8 | 1.17E‐04 | 5.73E‐03 |
| miR‐199a‐3p | 0.64 | 2.09E‐04 | 7.20E‐03 |
| miR‐199b‐3p | 0.64 | 2.09E‐04 | 7.20E‐03 |
| miR‐200b‐3p | 0.7 | 1.94E‐04 | 7.20E‐03 |
| miR‐34c‐5p | 1.02 | 2.63E‐04 | 7.54E‐03 |
| miR‐150‐5p | 0.72 | 3.41E‐04 | 8.50E‐03 |
| miR‐200b‐5p | 0.85 | 3.46E‐04 | 8.50E‐03 |
| miR‐1260a | −0.74 | 5.57E‐04 | 1.19E‐02 |
| miR‐200a‐3p | 0.85 | 5.48E‐04 | 1.19E‐02 |
| miR‐122‐3p | −0.65 | 7.27E‐04 | 1.26E‐02 |
| miR‐148a‐3p | −0.66 | 7.67E‐04 | 1.26E‐02 |
| miR‐378i | −0.76 | 6.81E‐04 | 1.26E‐02 |
| miR‐10a‐5p | 0.73 | 1.13E‐03 | 1.76E‐02 |
| miR‐181d‐5p | 0.61 | 1.38E‐03 | 1.90E‐02 |
| miR‐5588‐5p | −0.83 | 1.56E‐03 | 1.98E‐02 |
| miR‐1296‐5p | −0.72 | 2.95E‐03 | 3.09E‐02 |
| miR‐192‐3p | −0.65 | 2.84E‐03 | 3.09E‐02 |
| miR‐31‐5p | 0.74 | 3.06E‐03 | 3.09E‐02 |
| miR‐452‐5p | 0.62 | 2.98E‐03 | 3.09E‐02 |
Figure 1Assessment of microRNAs differentially expressed in liver samples. (A) A Volcano plot of samples from F1 and F2 (early) liver fibrosis compared with samples from F3 and F4 (advanced fibrosis). Log10 P‐value on the y‐axis and log2‐fold change on the x‐axis. microRNAs with a log2‐fold change >1 and significance <0.05 are indicated in green, microRNAs with fold change <−0.6 and >0.6 and adjusted P‐value <0.05 are blue, smaller fold changes with adjusted P‐value <0.05 are red. (B) Box and whisker plots for miR‐183‐5p, miR‐182‐5p, miR‐200a‐5p, and miR‐199a‐5p, the four microRNAs with the smallest P‐values and largest fold changes. We also included miR‐148a‐5p, the most significantly down‐regulated microRNA. The graph depicts the median and quartiles of the normalized counts for each group.
Figure 2qRT‐PCR validation of four microRNAs with highest significance and fold change in comparison of F1 and F2 (early) with F3 and F4 (advanced) fibrosis. (A) Calculated fold change for microRNAs 183‐5p, 182‐5p, miR‐199a‐5p and miR‐148a‐5p. Fold changes were calculated using 2ΔΔ. U6 was used for normalization in all samples. (B) Average Ct values normalized to U6 and the standard error of the mean. *indicates qRT‐PCR changes that are statistically significant by t‐test (P ≤ 0.05).
Ordinal logistic regression. Ordinal logistic regression was implemented in order to detect miRNAs exhibiting monotonic expression trend with fibrosis advancement. We report miRNAs with the lowest Akaike Information Criterion value significant at adjusted P‐value <0.05
| miRNA | Estimate | SE | AIC | Adjusted |
|---|---|---|---|---|
| miR‐148a‐5p | −0.01 | 0.00 | 96.73 | 6.04E‐03 |
| miR‐122‐3p | −0.01 | 0.00 | 103.87 | 1.42E‐02 |
| miR‐183‐5p | 0.12 | 0.03 | 101.37 | 1.42E‐02 |
| miR‐199a‐5p | 0.01 | 0.00 | 103.30 | 1.42E‐02 |
| miR‐199a‐3p | 0.00 | 0.00 | 108.55 | 1.98E‐02 |
| miR‐199b‐3p | 0.00 | 0.00 | 108.55 | 1.98E‐02 |
| miR‐23a‐3p | 0.01 | 0.00 | 108.76 | 1.98E‐02 |
| miR‐429 | 0.02 | 0.01 | 106.57 | 1.98E‐02 |
| miR‐497‐5p | 0.03 | 0.01 | 106.25 | 1.98E‐02 |
| miR‐92a‐3p | 0.00 | 0.00 | 109.00 | 1.98E‐02 |
| miR‐181a‐2‐3p | 0.04 | 0.01 | 110.87 | 2.21E‐02 |
| miR‐181b‐5p | 0.00 | 0.00 | 110.93 | 2.21E‐02 |
| miR‐181c‐3p | 0.18 | 0.05 | 109.75 | 2.21E‐02 |
| miR‐122‐5p | 0.00 | 0.00 | 111.29 | 2.38E‐02 |
| miR‐181d‐5p | 0.07 | 0.02 | 109.86 | 2.42E‐02 |
| miR‐192‐5p | 0.00 | 0.00 | 110.69 | 2.42E‐02 |
| miR‐200b‐3p | 0.01 | 0.00 | 111.10 | 2.42E‐02 |
| miR‐30c‐1‐3p | −0.14 | 0.04 | 112.29 | 2.79E‐02 |
| miR‐150‐5p | 0.00 | 0.00 | 108.81 | 2.79E‐02 |
| miR‐181a‐5p | 0.00 | 0.00 | 112.93 | 2.79E‐02 |
| miR‐181c‐5p | 0.01 | 0.00 | 111.80 | 2.79E‐02 |
| miR‐182‐5p | 0.00 | 0.00 | 111.40 | 2.79E‐02 |
| miR‐192‐3p | −0.21 | 0.06 | 111.98 | 2.79E‐02 |
| miR‐194‐5p | 0.00 | 0.00 | 113.31 | 2.79E‐02 |
| miR‐195‐5p | 0.01 | 0.00 | 111.32 | 2.79E‐02 |
| miR‐455‐5p | −0.06 | 0.02 | 112.41 | 2.79E‐02 |
| miR‐195‐3p | 0.07 | 0.02 | 112.10 | 2.80E‐02 |
| miR‐214‐3p | 0.03 | 0.01 | 111.19 | 2.80E‐02 |
| miR‐200a‐5p | 0.16 | 0.05 | 111.85 | 2.94E‐02 |
| miR‐101‐3p | 0.00 | 0.00 | 113.66 | 3.23E‐02 |
| miR‐148a‐3p | 0.00 | 0.00 | 112.71 | 3.31E‐02 |
| miR‐194‐3p | −0.11 | 0.03 | 113.92 | 3.31E‐02 |
| miR‐378i | −0.04 | 0.01 | 112.67 | 3.59E‐02 |
| miR‐215‐5p | −0.01 | 0.00 | 112.21 | 3.63E‐02 |
| let‐7e‐5p | 0.00 | 0.00 | 113.76 | 4.01E‐02 |
| miR‐1468‐5p | −0.03 | 0.01 | 114.97 | 4.01E‐02 |
| miR‐1295b‐5p | −0.24 | 0.08 | 115.33 | 4.31E‐02 |
| miR‐132‐3p | 0.07 | 0.02 | 113.40 | 4.31E‐02 |
| miR‐214‐5p | 0.05 | 0.02 | 114.54 | 4.57E‐02 |
| miR‐221‐3p | 0.01 | 0.01 | 115.35 | 4.63E‐02 |
microRNAs in tissue differentially expressed solely for one or more isomiR categories between early and advanced fibrosis. IsomiR categories incorporate 3′ length variants (lv3p), 5′ length variants (lv5p) and non‐templated nucleotide additions (ntaA, ntaT, ntaC, ntaG) with +/− indicating additions and trimming respectively. Additional isomiR data can be found in Table S6
| microRNA | Log2‐fold change |
| Adjusted | IsomiR category |
|---|---|---|---|---|
| miR‐194‐5p | −1.48 | 4.57E‐04 | 2.06E‐02 | lv3p−4 |
| let‐7e‐5p | 1.10 | 1.43E‐03 | 4.22E‐02 | lv3p+1 |
| miR‐122‐5p | −1.26 | 1.03E‐03 | 4.22E‐02 | lv3p+1 |
| miR‐21‐5p | 0.33 | 1.90E‐03 | 4.37E‐02 | lv3p+1 |
| miR‐192‐5p | −1.07 | 1.29E‐04 | 1.44E‐02 | ntaG+1 |
| miR‐142‐5p | 1.39 | 3.17E‐04 | 1.87E‐02 | ntaT+1 |
| miR‐122‐5p | −1.26 | 7.38E‐04 | 2.42E‐02 | ntaT+1 |
| miR‐30e‐5p | −0.85 | 6.39E‐04 | 2.42E‐02 | ntaT+1 |
| miR‐143‐3p | 1.04 | 1.81E‐03 | 3.56E‐02 | ntaT+1 |
| miR‐192‐5p | −1.00 | 1.99E‐03 | 3.67E‐02 | ntaT+1 |
| miR‐122‐5p | −1.49 | 1.11E‐04 | 9.04E‐03 | ntaT+2 |
| miR‐143‐3p | 1.38 | 6.40E‐05 | 9.04E‐03 | ntaT+2 |
| miR‐192‐5p | −1.09 | 6.26E‐04 | 1.98E‐02 | ntaT+2 |
| let‐7f‐5p | 1.56 | 5.21E‐07 | 5.42E‐05 | ntaT+3 |
| miR‐143‐3p | 1.49 | 2.27E‐05 | 1.18E‐03 | ntaT+3 |
| let‐7 g‐5p | 1.48 | 8.80E‐04 | 1.53E‐02 | ntaT+3 |
| miR‐192‐5p | −1.34 | 1.55E‐03 | 2.30E‐02 | ntaT+3 |
Figure 3Network Analysis for the five miRNAs that had the highest fold change and lowest P‐value. Using the current literature and what is known about these miRNAs with respect to liver disease, fibrosis and hepatocellular carcinoma, we created a network diagram. The diagram indicates experimentally validated biological processes, gene targets and disease pathways affected by these miRNAs.