Open Access

Resveratrol protects late endothelial progenitor cells from TNF-α-induced inflammatory damage by upregulating Krüppel-like factor-2

  • Authors:
    • Hairong Chu
    • Hong Li
    • Xiumei Guan
    • Hong Yan
    • Xiaoyun Zhang
    • Xiaodong Cui
    • Xin Li
    • Min Cheng
  • View Affiliations

  • Published online on: February 20, 2018     https://doi.org/10.3892/mmr.2018.8621
  • Pages: 5708-5715
  • Copyright: © Chu et al. This is an open access article distributed under the terms of Creative Commons Attribution License.

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Abstract

Cardiovascular risk factors can negatively influence late endothelial progenitor cell (EPCs) number and functions, thus EPCs biology is a clinical implications for cardiovascular diseases. The present study aimed to investigate the potential protective effects of resveratrol (RES) on tumor necrosis factor (TNF)‑α‑induced inflammatory damage in late endothelial progenitor cells (EPCs) and to elucidate the underlying mechanisms. Late EPCs at passages 3‑5 were pretreated with RES at a concentration of 20 µmol/l for 12 h and subsequently incubated with TNF‑α (10 ng/ml) for 24 h. The adhesion, migration, proliferation and vasculogenesis of EPCs were subsequently detected. Furthermore, the mRNA expression levels of intercellular adhesion molecule‑1 (ICAM‑1) and monocyte chemoattractant protein‑1 (MCP‑1) were measured by reverse transcription‑quantitative polymerase chain reaction (RT‑qPCR). Nitric oxide (NO) levels in the supernatant were determined using a colorimetric assay kit. Additionally, the mRNA and protein expression of Krüppel‑like factor‑2 (KLF2) was determined by RT‑qPCR and western blot analysis, respectively. The results indicated that TNF‑α markedly inhibited the proliferation, adhesion, migration and vasculogenesis of late EPCs. However, RES ameliorated the effects induced by TNF‑α. Furthermore, exposure of EPCs to TNF‑α decreased the levels of NO secretion and KLF2 expression at the mRNA and protein levels, but upregulated the levels of inflammatory factors, including ICAM‑1 and MCP‑1, compared with the control group. RES significantly inhibited TNF‑α‑induced inflammatory damage through upregulation of KLF2 expression and downregulation of the expression of ICAM‑1 and MCP‑1. In conclusion, RES may exert protective effects on the cardiovascular system, as demonstrated by the amelioration of TNF-α-induced inflammation in EPCs following RES treatment, and may therefore be used in the future for the prevention of cardiovascular disease.

Introduction

Cardiovascular risk factors promote the development of atherosclerosis (AS) by inducing endothelial cell injury and dysfunction; therefore, improving endothelial function may limit AS (1). An increasing amount of evidence indicates that endothelial progenitor cells (EPCs) function in endogenous endothelial regeneration and repair of damaged endothelium (24). In addition, inflammation is associated with atherosclerotic disease (5) and inflammatory mechanisms may contribute to EPC impairment in AS (6). Therefore, drugs protecting EPCs from inflammatory damage may have potential in the treatment of AS.

Trans-3,4′,5-trihydroxystilbene, also termed resveratrol (RES), is a natural polyphenol compound that is present in grapes, red wine and other food products (7). Previous studies have reported that RES induces a protective effect on the cardiovascular system (810). It has been demonstrated that elevated levels of tumor necrosis factor (TNF)-α in the blood are associated with AS (11) and that RES restores endothelial function in diabetes by suppressing TNF-α-induced upregulation of NADPH oxidase and promoting the phosphorylation of endothelial nitric oxide (NO) synthase (eNOS) (12). However, the direct effects and the underlying mechanisms of RES in AS are yet to be elucidated.

Krüppel-like factors (KLFs) belong to a family of transcription factors that are responsible for various biological processes, including proliferation, development and apoptosis (13). Among the members of the KLF family, KLF2 functions in several signaling pathways associated with cell migration, vasomotor function and hemostasis (1416). Previous studies have demonstrated that KLF2 regulates endothelial thrombotic function and the expression of flow-responsive genes induced by shear stress (14,17). However, the expression of KLF2 is inhibited by TNF-α (18) and it remains to be determined whether RES is able to inhibit TNF-α-induced inflammatory damage in late EPCs via regulation of KLF2 functional pathways. The present study aimed to determine the effects of RES on the functions of late EPCs and the underlying mechanism of TNF-α-induced inflammatory damage in late EPCs.

Materials and methods

Identification and culture of EPCs

Late EPCs were cultured in vitro, as previously described (19). Initially, bone marrow was separated from one male and one female Sprague-Dawley rats (150 to 175 g, 8 weeks; Weifang Medical College, Weifang, China), which were housed under controlled conditions (12-h light/dark cycle, 22°C, 60% humidity) with ad libitum access to food and water and mononuclear cells were separated by density gradient centrifugation under 4°C (700 × g for 20 min) with Histopaque®-1083 (Sigma-Aldrich; Merck KGaA, Darmstadt, Germany). Subsequently, mononuclear cells were inoculated on dishes precoated with 5% fibronectin (Sigma-Aldrich; Merck KGaA,) and cultured in complete Endothelial Cell Growth Medium-2 (CC-3202; Lonza Group, Ltd., Basel, Switzerland) at 37°C and 5% CO2 in a humidified atmosphere for 4 days. Subsequently, non-adherent cells were washed away with PBS. The culture was maintained for an additional 7 days, during which the medium was replaced every other day. EPC identification was performed as described in our previous study (19) and EPCs at passages 3–5, considered late EPCs, and 2×106 EPCs/well were seeded in 6-well plates and used for subsequent experiments (20).

Late EPC cells were divided into three groups with different treatments: TNF-α group, EPCs were cultured with TNF-α (10 ng/ml; PeproTech, Inc., Rocky Hill, NJ, USA) at 37°C for 24 h; RES + TNF-α group, EPCs were cultured with RES (20 µmol/l; Sigma-Aldrich; Merck KGaA) at 37°C for 12 h prior to treatment with TNF-α (10 ng/ml) at 37°C for 24 h; and dimethyl sulfoxide (DMSO) group, EPCs were treated with the same volume of DMSO at 37°C for 24 h. The present study was approved by the Medical Ethics Committee of Weifang Medical University (Weifang, China) and was performed in accordance with the committee guidelines.

Cell proliferation assays

Late EPCs at the density of 10,000 cells/well were seeded in triplicate in 96-well plates. Cell proliferation ability was detected using a Cell-Light 5-ethynyl-2′-deoxyuridine (EdU) DNA Cell Proliferation kit (Guangzhou RiboBio Co., Ltd., Guangzhou, China) according to the manufacturer's protocol. Results of the proliferation assay were observed under Apollo® 567 reaction reagent at room temperature for 30 min in dark and counterstained with DAPI at room temperature for 15 min and images from five random fields/well were captured at ×200 magnification. Image-Pro Plus 6.0 software (Media Cybernetics, Inc., Rockville, MD, USA) was used to calculate the percentage of EdU-positive cells of all cells.

EPC migration assay

Migration of late EPCs was measured using a modified Boyden chamber assay, as previously described (19). Briefly, following pretreatment with 20 µmol/l RES for 12 h, EPCs were cultured with TNF-α (10 ng/ml) for another 24 h in a serum-free EGM2 medium. A total of 4×104 EPCs were added in the upper insert of the chamber in an EGM2 medium (Lonza Group, Ltd.,) and also EGM2 medium with fetal bovine serum was added to the bottom chamber. Following incubation for 8 h at 37°C in an incubator with 5% CO2, the membrane in the upper chamber was washed gently with PBS and non-migratory cells were scraped using cotton swabs. Subsequently, EPCs were fixed with 4% paraformaldehyde at room temperature for 30 min and stained with DAPI at room temperature for 15 min, and the number of migratory cells in the bottom chamber in six randomly selected fields/well was calculated under a fluorescent microscope (Leica Microsystems GmbH, Wetzlar, Germany; DMI 4000; magnification, ×100).

EPC adhesion assay

The adhesion assay was performed as previously described (21). Following pretreatment with 20 µmol/l RES for 12 h, EPCs were stimulated with 10 ng/ml TNF-α for 24 h. Subsequently, EPCs (1×104) were placed onto fibronectin-coated 12-well plates and incubated at 37°C for 30 min. Following washing of non-adherent cells with PBS, the adherent cells were counted independently in six random fields/well under an inverted phase contrast microscope (Leica Microsystems GmbH; DM 1400B; magnification, ×100).

Tube formation assay

The tube formation ability of EPCs on Matrigel (BD Biosciences, San Jose, CA, USA) was detected. Initially, a 96-well plate precoated with 100 µl Matrigel at 37°C for 1 h was prepared. Subsequently, 100 µl late EPCs (2×104 cells/ml) were seeded into each well and incubated for 6 h at 37°C. Images of enclosed networks of tubes were captured in six randomly selected fields under an inverted phase contrast microscope (Leica Microsystems GmbH; DM 1400B; magnification, ×200) and the length of complete tubes formed/unit area was quantified by Image-Pro Plus 6.0 software (Media Cybernetics, Inc.).

Quantification of NO

The total amount of NO in the culture supernatant of EPCs from three groups were, respectively measured using a Nitric Oxide (NO) assay kit (cat. no. A012-1; Nanjing Jiancheng Bioengineering Institute, Nanjing, China) based on the Griess reaction. The total nitrite level was measured to assess NO levels at 550 nm according to the manufacturer's protocol. As NO is easily transformed to nitrite and nitrate in vivo, therefore the total nitrite and nitrate level may represent the NO level. In the presence of nitrate reductase in the kit that was used, nitrate is reduced to nitrite via reduced NADPH and then nitrite level was examined by the colorimetric assay kit.

Reverse transcription-quantitative polymerase chain reaction (RT-qPCR) analysis

Total RNA was extracted using TRIzol reagent (Invitrogen; Thermo Fisher Scientific, Inc., Waltham, MA, USA) and PrimeScript RT Master Mix (RR036A; Takara Biotechnology Co., Ltd., Dalian, China) was used to synthesize cDNA at 37°C for 15 min. Subsequently, qPCR was performed using SYBR Premix Ex Taq (RR420A; Takara Biotechnology Co., Ltd.) using the synthesized cDNA as a template. The thermal cycling conditions were as follows: 30 sec at 95°C for pre-denaturation, 40 cycles for 15 sec at 95°C for denaturation, 1 min at 59°C for annealing, and 10 sec at 80°C for elongation. The following gene-specific oligonucleotide sequences were used: GAPDH, 5′-GGCACAGTCAAGGCTGAGAATG-3′ (forward) and 5′-ATGGTGGTGAAGACGCCAGTA-3′ (reverse); KLF2, 5′-TCGCACCTAAAGGCGCATC-3′ (forward) and 5′-TAGTGGCGGGTAAGCTCGTC-3′ (reverse); monocyte chemoattractant protein-1 (MCP-1), 5′-CTATGCAGGTCTCTGTCACGCTTC-3′ (forward) and 5′-CAGCCGACTCATTGGGATCA-3′ (reverse); and intercellular adhesion molecule-1 (ICAM-1), 5′-GCTTCTGCCACCATCACTGTGTA-3′ (forward) and 5′-ATGAGGTTCTTGCCCACCTG-3′ (reverse). RT-qPCR was performed using a LightCycler 480 Instrument II (Roche Diagnostics GmbH, Mannheim, Germany). Amplification of GAPDH was performed as a control for normalization. Fold changes in gene expression were calculated using 2−∆∆Cq method (22).

Western blotting

Late EPC cells were divided into six groups with different treatments: TNF-α group, DMSO group, 5RES (R) + TNF-α (T) group, 10R + T group, 20R + T group and 50R + T group. The density of EPCs in those six groups was 2×106 cell/well. In 5R + T, 10R + T, 20R + T and 50R + T groups, EPCs were pretreated with 5, 10, 20, and 50 µmol/l RES at 37°C for 12 h, respectively, and then cultured with TNF-α (10 ng/ml) at 37°C for 24 h. In TNF-α and DMSO group, EPCs were cultured with 10 ng/ml TNF-α or the same volume of DMSO at 37°C for 24 h, respectively.

Following the various treatments, late EPCs were lysed using radioimmunoprecipitation assay lysis Solution Enhanced (C1053; Applygen Technologies Inc., Beijing, China) and the lysates were isolated by centrifugation at 12,000 × g and 4°C for 5 min. The proteins concentration were determined by bicinchoninic acid (BCA) method (Pierce BCA Protein Assay kit, Thermo Fisher Scientific, Inc.). Then, total proteins with equal quality (40 µg/lane) from each group were separated by 12% (weight/volume) polyacrylamide gels. Prior to incubation with the primary antibody against KLF2 (cat. no. SAB2108684; 1:500; Sigma-Aldrich; Merck KGaA) overnight at 4°C, the separated proteins were transferred to polyvinylidene fluoride membranes and non-specific binding proteins were blocked with 5% bovine serum albumin (cat. no. ST-023; Beyotime Institute of Biotechnology, Jiangsu, China)/0.01 mol/l TBS-Tween-20 (TBST) for 60 min at room temperature. β-actin (cat. no. AF0003; 1:1,000; Beyotime Institute of Biotechnology) was selected as the control and incubated overnight at 4°C. Subsequently, membranes were washed with TBST and incubated with horseradish peroxidase-conjugated secondary antibody (cat. no. SC-2357; 1:1,000; Santa Cruz Biotechnology, Inc., Dallas, TX, USA) at room temperature for 60 min. Immunoreactive bands were visualized by Amersham enhanced chemiluminescence (ECL) western blotting detection reagent (GE Healthcare Life Sciences, Little Chalfont, UK). Finally, a densitometric analysis for the western blot was performed by GelPro Analyser 4.0 software (Media Cybernetics, Inc., Rockville, MD, USA).

Statistical analysis

Data are presented as the mean ± standard error of the mean. Statistical analysis was performed by one-way analysis of variance and Tukey-Kramer post-hoc test was applied for multiple comparisons. All the experiments were repeated three times. All statistical analyses were performed using SPSS 16.0 software (SPSS, Inc., Chicago, IL, USA). P<0.05 was considered to indicate a statistically significant difference.

Results

Effects of RES on viability of EPCs treated with TNF-α

Based on the results of the EdU assay, the proliferative potential of EPCs treated with TNF-α (10 ng/ml) was markedly reduced compared with the DMSO group (P<0.01; Fig. 1). However, cell viability in the RES + TNF-α group was significantly increased compared with the TNF-α group (P<0.01; Fig. 1).

Effects of RES on the migration of EPCs

To determine the effect of RES on the migration of EPCs, a migration assay was conducted. The results indicated that TNF-α markedly inhibited the migration of EPCs (TNF-α group vs. DMSO group, 13.75±2.63 vs. 22.5±2.52 cells/high-power field, respectively; P<0.01; Fig. 2). However, RES significantly enhanced the migration ability of EPCs in TNF-α-treated cells; the number of migratory EPCs in the RES + TNF-α group was markedly increased compared with the TNF-α group (20.75±1.89 vs. 13.75±2.63 cells/high-power field, respectively; P<0.01; Fig. 2).

RES improves the adhesion of EPCs impaired by TNF-α in vitro

The present study also aimed to determine whether RES affects the adhesion of late EPCs treated with TNF-α. The results demonstrated that the adhesion potential of EPCs treated with TNF-α was significantly lower compared with the DMSO group (18.17±1.72 vs. 22.43±2.37, respectively; P<0.05; Fig. 3). However, the adhesion capacity of EPCs was markedly elevated in the group that was pre-exposed to RES (RES + TNF-α group) compared with the TNF-α only group (27.5±3.93 vs. 18.17±1.72, respectively; P<0.01; Fig. 3).

Effect of RES on the vasculogenesis of EPCs

The neovascularization capacity of EPCs was investigated using a vasculogenesis assay. TNF-α markedly inhibited the length of tubules by EPCs compared with the DMSO control (P<0.01; Fig. 4). By contrast, tubule length increased in response to pretreatment with RES compared with the treatment with TNF-α only (P<0.05; Fig. 4).

Effect of RES on the levels of NO

NO secretion by EPCs was detected using a colorimetric assay kit in all three groups. NO secretion by EPCs was reduced in the TNF-α group compared with the DMSO group (P<0.01; Fig. 5). Conversely, a significant increase in NO production was observed in the RES + TNF-α group compared with the TNF-α group (P<0.05; Fig. 5). Therefore, RES alleviated the TNF-α-induced inhibition of NO release in EPCs.

Effect of RES on the expression of the inflammatory molecules ICAM-1 and MCP-1 in EPCs treated with TNF-α

The mRNA levels of ICAM-1 and MCP-1 in the TNF-α group were significantly increased compared with the DMSO group (P<0.01; Fig. 6). EPCs co-cultured with RES and TNF-α demonstrated markedly decreased mRNA expression of ICAM-1 (Fig. 6A) and MCP-1 (Fig. 6B) compared with the respective TNF-α groups (P<0.05). The above results indicated that RES may inhibit TNF-α-induced increases in the expression of inflammatory molecules, including ICAM-1 and MCP-1, in late EPCs.

Effect of RES on KLF2 mRNA and protein expression in EPCs treated with TNF-α

The mRNA levels of KLF2 were significantly reduced in late EPCs treated with TNF-α compared with EPCs treated with DMSO (P<0.01; Fig. 7A). However, KLF2 mRNA expression in the RES + TNF-α group was markedly enhanced compared with the TNF-α only group (P<0.05; Fig. 7A). Subsequently, the protein levels of KLF2 were determined in EPCs pretreated with RES at different concentrations (5, 10, 20 and 50 µmol/l). The results demonstrated that TNF-α inhibited KLF2 protein expression (Fig. 7B). However, the protein levels of KLF2 were increased in a dose-dependent manner when EPCs were treated with RES at concentrations between 5 and 20 µmol/l, and KLF2 protein expression was decreased in EPCs following treatment with 50 µmol/l RES compared with 20 µmol/l RES group (Fig. 7C). Therefore, these results indicated that 20 µmol/l RES was the optimal concentration to stimulate KLF2 protein expression in late EPCs.

Discussion

EPCs can promote plaque angiogenesis and restore endothelial function to serve a protective role in atherosclerotic disease (23). The biological properties of EPCs have clinical implications for coronary atherosclerotic disease, since cardiovascular risk factors can negatively influence the number and function of EPCs (23,24). A number of studies have demonstrated that RES delayed the senescence of EPCs by augmenting telomerase activity to maintain the appropriate levels and function of EPCs (2527). The present study aimed to determine the effect of RES on the function of EPCs treated with TNF-α and the underlying anti-inflammatory mechanisms, in addition to the potentially protective role of RES in atherosclerotic disease.

In the current study, the effects of RES on the proliferation, migration, adhesion, tube formation ability and NO production of EPCs were evaluated following treatment with TNF-α. The results demonstrated that RES attenuated TNF-α-induced damage to the functioning of EPCs. These results are consistent with a previous study by Wang et al (28), which demonstrated that RES may promote the proliferation, adhesion and migration of EPCs in a dose- and time-dependent manner. The aforementioned study also indicated that RES increased the expression of vascular endothelial growth factor to further induce vasculogenesis (28).

The results of the present study indicated that RES promoted NO production and KLF2 expression in EPCs, and it has been previously reported that endothelial NO release may protect cells against AS (29). NO is synthesized by inducible nitric oxide synthase and eNOS, where eNOS acts as an anti-atherosclerotic factor (30). It has been previously demonstrated that RES increased the expression of eNOS in endothelial cells in vitro (31,32), which was mediated by the activation of sirtuin 1 (SIRT1) and subsequent activation of the transcription factor KLF2 (33). The KLF2-dependent signaling pathway has been reported to enhance the enzymatic activity of dimethylarginine dimethylaminohydrolase II, which leads to the degradation of asymmetric dimethylarginine, an endogenous inhibitor of eNOS (9,34). Therefore, we hypothesized that RES may increase NO production in EPCs via upregulation of KLF2.

Piga et al (35) indicated that adhesion and migration of human aortic endothelial cells were influenced by overexpression of ICAM-1 and MCP-1. In addition, upregulation of ICAM-1 and MCP-1 was considered a marker for AS progression via TNF-α-induced activation of the nuclear factor-κB (NF-κB) pathway (36). Therefore, in the present study, the expression of ICAM-1 and MCP-1 was detected in EPCs following inflammatory damage induced by TNF-α. Based on the results of the present study, it may be hypothesized that TNF-α may promote the expression of ICAM-1 and MCP-1 in EPCs, which may be responsible for alterations in the function of EPCs during the development of AS. Furthermore, the present study demonstrated that RES may attenuate inflammatory damage of EPCs via downregulation of ICAM-1 and MCP-1. Similar to the results of the present study, Zhu et al (37) demonstrated that RES may reduce TNF-α-activated expression of MCP-1 via inhibition of NF-κB transcriptional activity in adipocytes. Xiao et al (38) indicated that RES inhibited the expression of TNF-α-activated ICAM-1 and vascular cell adhesion molecule-1 (VCAM-1) in endothelial cells. Additionally, several studies have indicated that KLF2 may inhibit inflammation via suppression of a number of adhesion molecules, including VCAM-1, E-selectin and MCP-1 (39,40). Therefore, we hypothesized that RES may downregulate the expression of ICAM-1 and MCP-1 in response to proinflammatory stimuli by increasing the expression of KLF2.

KLF2 has been reported to be involved in the prevention of the progression of AS via anti-inflammatory action and the regulation of eNOS expression (41,42). Based on the results of the present study and previous reports, we hypothesized that RES may have potential in the development of novel therapies against AS, and the anti-atherosclerotic effects of RES may be attributed to the promotion of KLF2 expression and subsequent inhibition of inflammation and promotion of NO release.

In conclusion, the results of the present study demonstrated that RES increased the proliferation, migration, adhesion, tube formation ability and NO release of EPCs and upregulated KLF2 expression following treatment with TNF-α, and also inhibited the TNF-α-stimulated expression of ICAM-1 and MCP-1. Therefore, these results indicate that RES may alter the growth properties of EPCs treated with TNF-α by increasing NO production and ameliorating inflammatory damage by reducing the expression levels of inflammatory molecules, including ICAM-1 and MCP-1, through regulation of KLF2-associated signaling pathways.

Acknowledgements

Not applicable.

Funding

The present study was supported by the National Natural Science Foundation of China (grant nos. 31570941, 31270993 and 81700406), the Program for New Century Excellent Talents in University (grant no. NCET-10-0922), the Natural Science Foundation of Shandong Province (grant nos. ZR2013CQ032 and ZR2014JL018, ZR2016CM20), Administration of Traditional Chinese Medicine of Shandong Province (grants no. 2016WS0667 and 2015–239) and Shandong Province Higher Educational Science and Technology Program (grants no. J14LK59, J14LK12 and J15LK08).

Availability of data and materials

The analyzed data sets generated during the study are available from the corresponding author on reasonable request.

Authors' contributions

HC, HL and MC: Conception and design of the research. XG, HY, XZ, XC and XL: Acquisition of data, analysis and interpretation of data and statistical analysis. HC and HL: Drafting the manuscript. MC: Revision of manuscript for important intellectual content.

Ethics approval and consent to participate

The present study was approved by the Medical Ethics Committee of Weifang Medical University (Weifang, China) and was performed in accordance with the committee guidelines.

Consent for publication

Not applicable.

Competing interests

The authors declare that they have no competing interests.

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April-2018
Volume 17 Issue 4

Print ISSN: 1791-2997
Online ISSN:1791-3004

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Copy and paste a formatted citation
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Spandidos Publications style
Chu H, Li H, Guan X, Yan H, Zhang X, Cui X, Li X and Cheng M: Resveratrol protects late endothelial progenitor cells from TNF-α-induced inflammatory damage by upregulating Krüppel-like factor-2. Mol Med Rep 17: 5708-5715, 2018
APA
Chu, H., Li, H., Guan, X., Yan, H., Zhang, X., Cui, X. ... Cheng, M. (2018). Resveratrol protects late endothelial progenitor cells from TNF-α-induced inflammatory damage by upregulating Krüppel-like factor-2. Molecular Medicine Reports, 17, 5708-5715. https://doi.org/10.3892/mmr.2018.8621
MLA
Chu, H., Li, H., Guan, X., Yan, H., Zhang, X., Cui, X., Li, X., Cheng, M."Resveratrol protects late endothelial progenitor cells from TNF-α-induced inflammatory damage by upregulating Krüppel-like factor-2". Molecular Medicine Reports 17.4 (2018): 5708-5715.
Chicago
Chu, H., Li, H., Guan, X., Yan, H., Zhang, X., Cui, X., Li, X., Cheng, M."Resveratrol protects late endothelial progenitor cells from TNF-α-induced inflammatory damage by upregulating Krüppel-like factor-2". Molecular Medicine Reports 17, no. 4 (2018): 5708-5715. https://doi.org/10.3892/mmr.2018.8621