Plasma miR-451 with echocardiography serves as a diagnostic reference for pulmonary hypertension

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Due to the lack of typical clinical symptoms, the average delay time for diagnosis of pulmonary hypertension (PH) is longer than 2 years. It is urgent to find biomarkers for PH diagnosis. In this study we investigated whether plasma microRNAs (miRNAs) can be used as biomarkers for PH diagnosis. We used microarray to identify dynamic miRNAs between PH and non-PH patients. The candidate miRNAs were verified using qRT-PCR in a mouse model of PH, which was induced by monocrotaline (MCT) injection. We observed that miR-21, miR-126, miR-145, miR-191 and miR-150 had no differences between control mice and MCT-treated mice; but plasma miR-451 was significantly decreased in the 2wk-MCT group, with no further decrease in the 4wk-MCT group. Plasma miR-451 was also markedly decreased in PH patients, whereas miR-21, miR-126, miR-150 and miR-320 did not show differences between 53 PH patients and 54 non-PH patients. Receiver operating characteristic curves (ROCs) were constructed from the patient data to assess the clinical diagnostic values of circulating miR-451 and Doppler echocardiography (D-ECHO). The areas under the curve (AUCs) of ROCs for miR-451 and D-ECHO were 0.710 and 0.766, respectively. Combination of miR-451 and D-ECHO with AUC of 0.825 was superior to the use of either miR-451 or D-ECHO alone for PH diagnosis. In conclusion, plasma miR-451 has a moderate diagnostic value in PH comparable to that of D-ECHO, and the combination of miR-451 with D-ECHO has better diagnostic value than either method alone, which may have implications for PH diagnosis.


Pulmonary hypertension (PH) is characterized by progressive blood vessel remodeling and increasingly pulmonary vascular resistance1. Long-standing PH leads to right heart failure or even sudden death. Long-term functional prognosis of PH is significantly better in patients with grade I or II heart dysfunction than that in patients with grade III or IV2, indicating that early diagnosis and intervention of PH are very important for improving PH therapeutic outcomes. However, the average delay time from symptoms to diagnosis of PH is longer than two years due to a lack of typical clinical symptoms and low morbidity3. Therefore, it is urgent to seek methods or biomarkers for early screening of high-risk patients with PH.

Currently, the best-known method for the diagnosis of PH is right heart catheterization (RHC), with which pulmonary hemodynamic parameters can be directly obtained. It has been proposed that a mean pulmonary artery pressure (mPAP) greater than 25 mmHg can serve as a standard for diagnosis of PH4. Though RHC is generally safe, it still poses a low risk of complications5, such as bleeding and vascular injury. Additionally, it requires special equipment and well-trained doctors. These limitations prohibit it from being a routine means of large-scale diagnosis for PH. D-ECHO is another effective tool for early screening of PH. It reveals the direction and speed of blood flow, cardiac chamber size, wall thickness and valve movement. The velocity of tricuspid regurgitation (VTR) is a common parameter that can be practically used to assess pulmonary artery pressure (PAP). Per recommendations, PH should be considered if VTR revealed by D-ECHO is ≥2.9 m/s, which accounts for pulmonary artery systolic pressure ≥37 mmHg6. However, the pulmonary artery pressure estimated by D-ECHO is often different from values measured by right heart catheterization, leading to misdiagnosis of PH7. Therefore, it is urgent to search for other efficient tools to assist in PH diagnosis.

MicroRNAs (miRNAs) are a class of endogenous small non-coding RNAs at 19–25 nucleotides that can regulate gene expression post-transcriptionally8,9. Recent studies have shown that miRNAs can exist in the circulating blood as stable forms10,11,12, whose levels are closely related to diseases, indicating that plasma miRNAs can serve as biomarkers for disease diagnosis13. For example, we have found that miR-208a, a cardiac-specific miRNA, is significantly increased and has high sensitivity and specificity for the diagnosis of acute myocardial infarction14. However, only scant evidence has shown that plasma miRNA levels are closely associated with PH pathological processes15,16. Therefore, in this study, we performed studies in experimental (monocrotaline-induced) and human pulmonary arterial hypertension to search for plasma miRNAs that can be used as a biomarker for PH diagnosis.

Materials and methods

Establishment of a PH mouse model

All animal experimental protocols complied with the guidelines of the Animal Care and Use Committee of the Second Military Medical University (Shanghai, China). The PH mouse model was established by single intraperitoneally injection of monocrotaline (MCT) at 60 mg/kg body weight17. Thirty-eight C57 male mice were randomly divided into a control group (n=10) and an MCT-induced PH group (n=28). The PH group was then subdivided into 2wk-MCT (n=11) and 4wk-MCT (n=17) according to the time course of MCT injection.

Histological analysis

After anesthesia, sham or MCT-injected mice were sacrificed. The lungs and hearts were removed, fixed with 4% paraformaldehyde overnight and then embedded in paraffin. Paraffin sections (4 μm) were stained with hematoxylin and eosin (H&E).

Plasma collection and storage

Venous blood samples from mice or patients were collected before surgery and anti-coagulated with EDTA. Within 0.5 h of collection, the blood samples were processed by centrifugation at 1500×g for 10 min, followed by 12 000×g for 10 min to remove cell debris. The supernatant was transferred to RNase/DNase-free tubes and stored at −80 °C.

RNA preparation and quantitative reverse transcriptase polymerase chain reaction (qRT-PCR)

Total RNA from plasma was isolated by TRI Reagent BD (MRC, TR126) according to the instructions of the manufacturer with modifications. MiRNAs were reverse transcribed by M-MLV reverse transcriptase with special stem-loop primers for miRNAs. Real-time quantitative PCR was performed using SYBR Green Master Mix (TOYOBO Co). The amount of target miRNA in PH samples relative to that in control samples was analyzed and given by 2−ΔΔCt.

Patient population

The protocol of this project was performed according to the principles of the Declaration of Helsinki and approved by the Medical Ethics Committee in Shanghai Changhai Hospital. Written informed consent was obtained from all participants before enrollment. We assessed hospitalized patients who underwent right heart catheterization in the Department of Cardiology, Shanghai Changhai Hospital, from June 2013 to September 2014. Individuals with suspected PH were clinically diagnosed with symptoms, chest X-ray, electrocardiograph (ECG), and other suspected diagnosis. PH was determined by right heart catheterization. Individuals with pulmonary artery pressure ≤20 mmHg were categorized into the control group. Patients were excluded if they had malignancy, infections, coronary heart disease, diabetes and abnormal liver or renal function. One-hundred and seven patients were included to analyze miRNA expression, including 53 PH cases and 54 controls. All experimental data reflecting the general clinical condition of subjects were collected, including name, age, sex, height, weight, D-ECHO, right heart catheterization data, brain natriuretic peptide, serum glucose and lipids, and liver and kidney function.

Statistical analysis

All statistical analysis was performed using SPSS18.0 software. Quantitative data were evaluated to determine whether they followed a normal distribution and were expressed as the mean±standard deviation. For the normal distribution data, the differences between two groups were compared using Student's t-test and among groups were analyzed using one-way ANOVA. Receiver operating characteristic curves (ROCs) were established for discriminating PH patients from the control group, and the area under the curve (AUC) was used to determine the diagnostic value of the biological indicators of PH. All P-values are two-sided, and a value less than 0.05 was considered a statistically significant difference.


MiRNAs were dynamically altered in healthy and PH human plasma according to microarray analysis

To gain insight into the profile of miRNAs in the plasma of PH and non-PH individuals, microarray-based analysis was performed with total RNA extracted from two plasma pools collected from 4 PH patients or 4 non-PH controls. Of all detected miRNAs, miR-451 was the top-ranked miRNA in the plasma of both groups. Based on 2-fold or greater changes, 189 miRNAs could be detected as being different between PH individuals and controls, including 162 decreased miRNAs and 37 increased miRNAs. These miRNAs were selected to show their relative enrichment in the plasma in Figure 1. The top 10 highest miRNAs in the controls were all decreased miRNAs, including miR-150-3p, miR-4327, miR-4534, miR-1229-5p, miR-4530, miR-5100, miR-6124, mir-320d, miR-1273g-3p and miR-126-3p. Among them, miR-150 was the most significantly decreased miRNA. The top 14 ranked miRNAs in the PH group were all increased miRNAs. As displayed in Figure 1B, miR-3162 was the most markedly increased miRNA in the plasma of the PH patient population.

Figure 1

Altered miRNAs in plasma from healthy and PH patient populations using microarray analysis. A total of 189 miRNAs were detected as being different between healthy and PH patient populations by a 2-fold change, including 162 decreased miRNAs and 37 increased miRNAs. The top 10 decreased miRNAs (A) and top 14 increased miRNAs (B) in the PH patient population were revealed. MiR-150 was the most significantly decreased miRNA and miR-3162 the most markedly increased miRNA in the plasma of the PH patient population.

Detection of miRNAs in the plasma of PH and control mice using qRT-PCR

To test whether the miRNAs indicated above were dynamically regulated in the plasma of PH and control groups, a PH mouse model was established by single intraperitoneal injection of MCT at 60 mg/kg body weight. Animals subjected to saline were used as controls. After 2 weeks of MCT administration, the mice began to show tachypnea. The mice in the control group did not show any tachypnea. The mice were sacrificed 2 or 4 weeks after MCT injection (2wk-MCT or 4wk-MCT). Two mice died in the 2wk-MCT group, while 4 mice died in the 4wk-MCT group. No mice in the control group died at these two time points. Using H&E staining analysis, we observed that compared to controls, the pulmonary artery walls of lung tissues from PH mice were more thickened and infiltrated with more inflammatory cells (Figure 2A). The composition of the infiltrates may be inflammatory cells, thrombosis, and proliferative smooth muscle cells, similar to previous observations18,19,20. Additionally, the right ventricles of hearts from PH mice displayed more hypertrophy than the control group (Figure 2B). Furthermore, the expression of cardiac hypertrophic markers was detected using qRT-PCR. As expected, the expression levels of Nppa and myh7 were significantly up-regulated, and myh6 was markedly down-regulated in right ventricles from the 4wk-MCT-injected mice compared to the control (Figure 2C).

Figure 2

Establishment of PH mouse model. A PH mouse model was established by single intraperitoneal injection of MCT at 60 mg/kg body weight. Animals subjected to saline were used as controls. Mice were sacrificed at 2 or 4 weeks after administration. Compared to controls, lung tissue from the PH model group was detected as having a more thickened pulmonary artery wall, more inflammatory cell infiltration and more micro-thrombosis at both 2 and 4 weeks after MCT administration (A). Myocardial hypertrophy of the right heart ventricle was also observed in the PH model group (B). Hypertrophic markers were detected by qRT-PCR. Expression of β-myosin heavy chain (myh7) and atria natriuretic peptide (Nppa) was significantly up-regulated, while expression of α-myosin heavy chain (α-MHC, myh6) was markedly down-regulated in the right heart ventricle from MCT-administered mice compared to control mice (C). * P<0.05, ** P<0.01.

After establishment and verification of the PH mouse model, we selected a collection of miRNAs from our present and previous microarray, as well as microarrays from other groups15, for verification using qRT-PCR. These miRNAs are miR-21, miR-23b, miR-26a, miR-126, miR-145, miR-150, miR-191, miR-204, miR-320, miR-451, miR-1246, and miR-3162. As reported, miR-16 was used as an endogenous control for data normalization. Those miRNAs whose Ct value was above 40 were defined as hard to detect with routine qRT-PCR, including miR-23b, miR-26a, miR-204, miR-320, miR-1246 and miR-3162. Of the detectable candidate miRNAs, miR-126, miR-145, miR-191, miR-21 and miR-150 were found to have no difference between the control and PH mice (Figure 3). The relative qualities of individual mice are demonstrated in Figure 3. Interestingly, compared with the control, an early decreased level of plasma miR-451 can be observed in the 2wk-MCT group, but no further decrease was detected in the 4wk-MCT group compared to the 2wk-MCT group (Figure 3).

Figure 3

Analysis of candidate miRNAs in the plasma of WT and PH mice using qRT-PCR. Two miRNAs closely related to PH, i.e., miR-145 and miR-191, 4 miRNAs from the microarray results and 1 miRNA most enriched in the plasma were selected for detection by qRT-PCR. MiR-320d was not detected in both WT and PH mice. The plasma levels of miR-126, miR-145, miR-191, miR-21 and miR-150 were not significantly altered, while that of miR-451 was significantly lower in the 2wk-MCT group and 4wk-MCT group compared to the control group. The miR-451 level was not different between the 2wk-MCT and 4wk-MCT groups.

MiR-451 was significantly decreased in the plasma of PH patients

To determine the plasma level of miRNAs in PH patients, 5 mL blood was collected from individuals with suspected PH that underwent right heart catheterization. According to the RHC results, individuals were divided into two groups: the control group (mPAP ≤20 mmHg) and PH group (mPAP ≥25 mmHg). Clinical data of these enrolled patients were collected. In this case-control experiment, one-hundred and seven individuals were included to analyze miRNA expression, including 53 PH cases and 54 controls. The relative clinical data reflecting the general clinical condition were collected and are shown in Table 1. Several statistical indexes were not different between the control and PH patients, including age, sex, height, weight, SBP, DBP, MBP, HR, LVEF, FBG, sCR, WBC, NEAU and sUA. NT-proBNP, SPAP, DPAP and mPAP were significantly up-regulated, consistent with previous reports. Then, the 12 candidate miRNAs indicated above were detected using qRT-PCR. In the RNA samples of the control and patient group, the plasma levels of miR-145, miR-191, miR-26a, miR-23b, miR-204, miR-3162, and miR-1246 were either not detected or displayed CT values that were too large. Additionally, there was no difference in the circulating levels of miR-126, miR-21, miR-320 and miR-150 between the PH and control groups (Figure 4). Interestingly, consistent with the animal results, the plasma level of miR-451 was markedly decreased in the PH patient population compared to the control group, indicating that circulating miR-451 might be able to serve as a biomarker for PH (Figure 4).

Table 1 General characteristics of the two groups of patients.
Figure 4

Assessment of the diagnostic value of circulating miR-451 with D-ECHO for PH. According to RHC results, patients were divided into a control group (mPAP≤20 mmHg) and a PH group (mPAP≥25 mmHg). In samples of serum from patients and controls, miR-145 and miR-191 were either not detected or displayed CT values that were too large. The plasma levels of miR-126, miR-21 miR-150, miR-451 and miR-320d were verified using qRT-PCR. The levels of miR-126, miR-21 and miR-150 were not significantly different between PH patients and the control group. However, the level of miR-451 decreased in the PH group compared to the control population.

Comparison of the diagnostic value of circulating miR-451 with D-ECHO for PH using the ROC

To assess the clinical diagnostic value of circulating miR-451 as a biomarker of PH, ROC analysis was performed on data from 107 individuals, including 54 PH and 53 controls. The ROC of miR-451 with AUC=0.710 reflected a moderate diagnostic value between PH and control groups, indicating that circulating miR-451 could be used as a diagnostic reference for PH (Figure 5A). These values are consistent with the current clinical status of noninvasive diagnosis for PH. As D-ECHO is a commonly used diagnostic indicator for PH, we therefore analyzed the clinical diagnostic value of D-ECHO in these individuals. The AUC of the ROC for D-ECHO is 0.766 for PH diagnosis, indicating that D-ECHO is similar to miR-451, with a moderate diagnostic value (Figure 5B). Furthermore, we assessed the value of combining circulating miR-451 with D-ECHO for PH diagnosis using a stepwise regression method. The combination of miR-451 with D-ECHO, with AUC=0.825 (Figure 5C), had a better diagnostic value than either miR-451 or D-ECHO alone.

Figure 5

Compared to the normal control group, the relative blood level of miR-451 in PH diagnosis had a moderate diagnostic value. The area under the ROC (AUC) is 0.710, with a standard error of 0.076 for the diagnosis of PH (P=0.004). The area of the 95% confidence interval (0.625 to 0.922) does not include 0.5, indicating that the diagnostic value of circulating miR-451 has significance (A). It was comparable with D-ECHO (AUC=0.766), which is used in clinics for PH diagnosis (B). The values of the combination of circulating miR-451 and D-ECHO for PH diagnosis were determined using a stepwise regression method. The combination of miR-451 with D-ECHO had a better diagnostic value than either miR-451 or D-ECHO alone, with AUC=0.825 (C).


In the present study, we showed that circulating miR-451 was significantly decreased in PH model mice vs control mice and in patients suffering from PH vs control patients, indicating that plasma miR-451 has a diagnostic value for PH and is a potential biomarker of PH. Our results provide important insights into PH diagnosis.

Currently, right heart catheterization is the best method and gold standard for PH diagnosis. The inclusion criteria for patients with PH were based on pulmonary artery pressure ≥25 mmHg, while for controls, the pulmonary artery pressure was ≤20 mmHg. Individuals who had a pulmonary artery pressure between 20 and 25 mmHg were not enrolled in the present study. D-ECHO is another commonly used diagnostic indicator for early screening of PH. As recommended6, here, we grouped the individuals with VTR ≥2.9 m/s, accounting for pulmonary artery systolic pressure ≥37 mmHg, into the PH group, while those with VTR <2.9 m/s were placed in the control group. Compared with right heart catheterization, the clinical diagnostic value of D-ECHO in these patients, indicated by the AUC of the ROC, is 0.766. As commonly recognized, an AUC value of 0.7–0.9 indicates a moderate diagnostic value, and >0.9 is high. The AUC of the ROC is 0.766, indicating that D-ECHO could serve as a moderate marker for PH. These results was consistent with previous reports indicating that approximately 60% of the ultrasound estimation of pulmonary artery pressure was at least 10 mmHg lower than that measured by right heart catheterization7. There are many missed examinations and a significant misdiagnosis rate for D-ECHO21,22. In the present study, we also assessed the clinical diagnostic value of circulating miR-451 as a biomarker of PH. The AUC of the ROC is 0.710 for circulating miR-451 in PH diagnosis, which is slightly less than the value for D-ECHO, but also reflects a moderate diagnostic value. In the current clinical status of PH, there are no gold-standard non-invasive diagnostic methods for PH. For this reason, we supposed that both D-ECHO and miR-451 could serve as diagnostic references for PH. As expected, the combination of circulating miR-451 with D-ECHO for PH diagnosis was superior, with AUC=0.825, to either miR-451 or D-ECHO.

In previous studies, three categories of PH biomarkers have been proposed and explored. The first category is biomarkers from hearts, such as cTnT, BNP and NT-proBNP23,24,25,26. However, cTnT can only be detected at the late stage of PH when the heart is severely injured. BNP and NT-proBNP have been shown to be independent predictors for PH prognosis. A normal level of BNP or NT-proBNP may help to rule out PH, but due to their fast degradation, neither can serve as biomarkers. The second category is inflammation-related biomarkers, such as CRP and IL-6, whose specificity for biomarkers of PH diagnosis is not sufficient27,28. It remains to be investigated whether the combination of CRP or IL6 with D-ECHO or miR-451 could serve as a diagnostic reference for PH. The third category is metabolism-related molecules, such as 5-HT29,30, whose potential as a biomarker for PH suffers from a lack of evidence. To date, there is still a lack of efficient and specific biomarkers for PH. In this study, we showed that circulating miR-451 could be used as a moderate reference for PH. Further testing is required to determine whether miR-451 can serve as a serum biomarker to evaluate the progress of PH. Good biomarkers should ideally fulfill the following criteria: high sensitivity, high specificity and sufficiently closely correlated to or able to reflect the progress of disease. Regrettably, none of the biomarkers for PH can totally meet these 3 criteria. Due to the limited number of patients enrolled in the present study, we cannot conclude that miR-451 is a serum biomarker able to evaluate the progress of PH. Therefore, it remains to be investigated whether miR-451 can meet these 3 criteria in a large population.

Three strategies were used to choose candidate plasma miRNAs for qRT-PCR analysis in the animal model and large-scale PH patient studies. First, a microarray was used to screen miRNAs with different levels in the plasma between the control and PH patient populations, among which a collection of miRNAs was further selected for verification in animal models or large PH patient populations, such as miR-21, miR-150, miR-320d, miR-1246 and miR-3162. Several of these candidate miRNAs could not be detected, such as miR-204, miR-1246 and miR-3162. Although miR-21 and miR-150 could be detected in the plasma of animal models, these two miRNAs were not observed to differ between control and PH patients, possibly due to different detection sensitivities and false positive rates between the microarray and qRT-PCR. In our opinion, based on previous reports, we think that qRT-PCR is more reliable. It has been reported that miR-21 was increased in the plasma of PH patients15. However, in our qRT-PCR results, no up-regulation was detected, possibly due to different patient populations and different examination methods. Another principle was used to select candidate miRNAs. Tissue-specific expressed miRNAs may serve as a biomarker for PH with high specificity, such as miR-126 and miR-145. MiR-126, an endothelial cell-specific miRNA31, might be released into the blood upon endothelial cell injury. However, unexpectedly, miR-126 was decreased in our microarray results and did not differ between the controls and PH patient population or the control and experimental animal models. Another miRNA, miR-145, was reported to be specifically expressed in smooth muscle cells and involved in vascular endothelium injury32. Unfortunately, no alteration of it was detected in the plasma of animal models by qRT-PCR or in PH patients by microarray. Lastly, we examined plasma-enriched miRNAs as objects of investigation, among which miR-451 was the most enriched miRNA in both control and PH patient populations. Unexpectedly, in our animal model system, we found that miR-451 was significantly decreased in both the 2wk-MCT and 4wk-MCT groups after MCT administration, suggesting that miR-451 might decline in early stage modeling, but with no further decrease later. Therefore, down-regulation of miR-451 in both the 2wk-MCT and 4wk-MCT groups after MCT administration might have some prognostic value for PH. More interestingly, miR-451 was also significantly decreased in the plasma of PH patient populations. This was highly consistent between the studies of animal models and PH patient populations. The difference in the miR-451 plasma level between our qRT-PCR results and microarray results might be due to its enriched level, which was several folds higher than that of other miRNAs in plasma, possibly saturating the detection signals of the microarray to prohibit determination of the difference between the control and PH patient populations. However, using qRT-PCR, we observed that plasma miR-451 is different in animals and patient populations with normal and high pulmonary artery pressure. Future studies should determine when miR-451 begins to decrease during PH progress to determine whether miR-451 could be used as biomarker even before pulmonary artery remodeling.

In a comparison of our results with other reports, we noted that there were only a few studies showing that the levels of plasma miRNAs were closely associated with the pathological processes of PH. A survey of miRNA analysis using microarrays showed that miR-1246 decreased, while miR-23, miR-130, and miR-191 increased in the plasma of PH patients15. Here, consistent with these results, we also found that miR-1246 declined, while miR-23 increased in our microarray. However, in contrast with these results, miR-130 and miR-191 were markedly decreased, possibly due to the different backgrounds of patients and controls. To further evaluate the results for miR-191, we determined its level in the PH model using qRT-PCR, showing that miR-191 was not altered in the animal model. It remains to be investigated whether miR-191 could potentially serve as a biomarker for PH. Another small-sized patient population analysis showed that plasma miR-204 significantly declined in PH16. In contrast, we did not observe any alteration of miR-204 in the plasma of PH individuals in our microarray results. Thus, we did not choose miR-204 as a potential target to validate its potential as a biomarker for PH in animal models and the patient population study using qRT-PCR.

It has been revealed that several miRNAs are involved in the pathogenesis of PH, miR-15033,34, miR-2135,36, miR-12637, miR-14538 and miR-42439. These miRNAs might have implications in the pathophysiology or therapeutics of PH. For example, miR-424 has been shown to correlate with markers of PH disease severity and can be taken up by cardiomyocytes to sustain the bone morphogenetic protein receptor 2 signaling pathway39. As miR-451 is the most enriched miRNA in the plasma, where and how miR-451 arise and whether miR-451 is just an indicator for PH or is involved in regulating PH progress are all topics that warrant further investigation. In our PH mouse model, we observed that the pulmonary artery walls of PH mice were infiltrated with cellular compositions. Identifying the cell profile and gene expression in the lesions of the MCT model might provide information about where miR-451 was released and whether serum miR-451 functions in PH progress. It was previously reported that the composition of these infiltrates induced by MCT was thrombosis, inflammatory cells, and proliferative smooth muscle cells18,19,20. miRNAs have been reported to exist as microparticles, apoptosis bodies and other forms and can shuttle between different cell types10,11,12,40. We posit that a decreased level of serum miR-451 might affect the functions of endothelial cells or smooth muscle cells. The endothelial cells or smooth muscle cells might absorb serum miR-451 to fulfill their physiological or pathological functions, such as apoptosis and proliferation. It has been reported that transient, but not genetic, loss of miR-451 is protective in the development of PH41. Therefore, more research is warranted to validate whether circulating miR-451 promotes infiltrates in the pulmonary artery walls during PH processes and to determine how serum miR-451 interferes with the degradation or translational repression of target mRNA in endothelial or smooth muscle cells.

Taken together, circulating miR-451 might be able to serve as a biomarker for PH. It has moderate diagnostic value comparable to D-ECHO. The combination of miR-451 with D-ECHO might have implications for PH therapeutic outcomes.

Author contribution

Xiao-wei SONG and Qing JING designed the project; Xiao-wei SONG, Lu-lu ZOU and Ling CUI performed the experiments; Song-hua LI, Yong-wen QIN and Xian-xian ZHAO collected the plasma and interpreted clinical data; and Xiao-wei SONG and Qing JING wrote the manuscript.


PH, pulmonary hypertension; MCT, monocrotaline; ROC, receiver operating characteristic curve; D-ECHO, Doppler echocardiography; AUC, area under the curve; mPAP, mean pulmonary artery pressure; RHC, right heart catheterization; VTR, velocity of tricuspid regurgitation; PAP, pulmonary artery pressure.


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This work was supported in part by the National Natural Science Foundation of China (91739301, 81301855 and 91339205); the National Key Research & Development Program of China (2017YFA0103700) and the Strategic Priority Research Program of the Chinese Academy of Science (XDA16020903).

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Correspondence to Qing Jing.

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  • pulmonary hypertension
  • biomarker
  • miR-451
  • D-ECHO
  • miRNAs

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