- Open Access
Thrombus leukocytes exhibit more endothelial cell-specific angiogenic markers than peripheral blood leukocytes do in acute coronary syndrome patients, suggesting a possibility of trans-differentiation: a comprehensive database mining study
Journal of Hematology & Oncology volume 10, Article number: 74 (2017)
Current angiogenic therapies for cancers and cardiovascular diseases have not yet achieved expected benefits, which reflects the need for improved understanding of angiogenesis. In this study, we focused on solving the problem of whether tissues have different angiogenic potentials (APs) in physiological conditions and how angiogenesis is regulated in various disease conditions.
In healthy and diseased human and mouse tissues, we profiled the expression of 163 angiogenic genes, including transcription regulators (TRs), growth factors and receptors (GF/Rs), cytokines and chemokines (C/Cs), and proteases and inhibitors (P/Is). TRs were categorized as inflammatory, homeostatic, and endothelial cell-specific TRs, and C/Cs were categorized as pro-angiogenic, anti-angiogenic, and bi-functional C/Cs.
We made the following findings: (1) the human heart, muscle, eye, pancreas, and lymph node are among the tissues with the highest APs; (2) tissues with high APs have more active angiogenic pathways and angiogenic C/C responses; (3) inflammatory TRs dominate regulation of all angiogenic C/Cs; homeostatic TRs regulate all to a lower extent, while endothelial cell-specific TRs mainly regulate pro-angiogenic and bi-functional C/Cs; (4) tissue AP is positively correlated with the expression of oxygen sensors PHD2 and HIF1B, VEGF pathway gene VEGFB, and stem cell gene SOX2; (5) cancers of the digestive system tend to have increased angiogenesis dominated by endothelial cell-specific pro-angiogenic pathways, while lung cancer and prostate cancer have significantly decreased angiogenesis; and (6) endothelial cell-specific pro-angiogenic pathways are significantly increased in thrombus-derived leukocytes in patients with acute coronary artery disease.
Our results demonstrate that thrombus-derived leukocytes express more endothelial cell-specific angiogenic markers to directly promote angiogenesis after myocardial infarction and that certain solid tumors may be more sensitive to anti-angiogenic therapies than others.
Atherosclerosis and its complications, such as myocardial infarction, stroke, and peripheral artery disease (PAD), are the leading cause of morbidity and mortality in the world . Tissue damage induced by ischemia and major artery blockage is one of the major pathological mechanisms underlying these diseases. Thus, development of novel therapeutics for re-gaining efficient blood supply of oxygen and nutrients by regenerating and remodeling vascular system in the ischemic tissues hold great promise for treating these life-threatening diseases . In post-ischemic re-vascularization, the vascular system develops via the coordinated actions of several cell types for vasculogenesis , angiogenesis , arteriogenesis, and collateral growth . In this study, we focus on angiogenesis, which is the process of sprouting new vessels from pre-existing ones . Physiological angiogenesis occurs during development stages and wound healing, which consists of vessel destabilization, endothelial cell (EC) migration and proliferation, and sprouting. This is followed by the resolution phase, which is characterized by reduced EC proliferation and stabilization of the new vessel .
In ischemic diseases, inflammatory factors and cells play an important role in the mobilization of angiogenic cells , and the angiogenic process cross-talks with the inflammation process in many different ways . To determine whether inflammatory factors assist angiogenic cells in recognizing cardiovascular disease risk factors such as hyperlipidemia, hyperglycemia, obesity, metabolic syndrome, hypertension, smoke, and hyperhomocystemia , we recently reported a series of findings on the expression and roles of innate immune/inflammation sensor caspase-1/inflammasome [8–10] in regulating angiogenic cells, including endothelial cell [11–15], Sca-1+ progenitor cell [16, 17]. We also found that CD4+Foxp3+ regulatory T cells (Tregs) inhibit vascular inflammation [18–20] and that Treg-generated newly classified responsive immunosuppressive cytokine interleukin-35 (IL-35)  suppresses EC activation . Also, several angiogenic signaling pathways such as mitogen-activated protein kinase (MAPK) , phosphatidylinositol-4,5-bisphosphate 3-kinase (PI3K)-protein kinase B (PKB, AKT) , NOTCH receptors (NOTCH1, 2, 3, and 4), NF-κB (nuclear factor kappa B), and Janus kinase (JAK)-signal transducer and activator of transcription (STAT) (JAK-STAT) have been identified in inflammatory conditions . In addition, the characterization of the roles of a variety of angiogenic mediators in re-vascularizing the ischemic myocardium has been the focus of two decades of preclinical research, including vascular endothelial growth factor (VEGF), fibroblast growth factor, hepatocyte growth factor.
Although the reports on this front are very encouraging, the development of efficiently functioning collateral vessels in the ischemic heart still faces a multifaceted challenge, including choosing route of delivery, dosing levels, relevant animal models, duration of treatment, and assessment of phenotype for efficacy , which reflect the urgent need to improve our understanding of the expression and regulation of angiogenic factors in cells and tissues in physiological and pathological settings. In this study, we address several fundamental questions including, first, whether tissues have different angiogenic potentials (APs) under physiological conditions; second, what the determining factors for the tissue AP are; and third, how angiogenesis is regulated in different diseases, especially in cancer and myocardial infarction. In this study, we hypothesized that in physiological conditions, tissues have different APs and programs, and in pathological situations, inflammation and immunosuppression regulate ischemic angiogenesis depending on disease/inflammation settings. To examine this hypothesis, we took a panoramic profiling on the expression of 163 angiogenic genes in healthy and diseased human and mouse tissues including 26 transcription factors (TRs), 64 growth factors and receptors (G/Rs), 27 cytokines and chemokines (C/Cs), and 46 proteases and inhibitors (P/Is). We found that, first, the human heart, muscle, eye, lymph node, and pancreas have the highest tissue APs; second, tissue APs may be regulated by cell oxygen sensors PHD2 and HIF1B, VEGF pathway component VEGFB, and stem cell master gene SOX2; third, angiogenesis is differentially regulated in various cancers, chronic metabolic diseases, and autoimmune diseases; and fourth, thrombus-derived leukocytes exhibit more EC-specific angiogenic makers than peripheral blood leukocytes do in acute coronary syndrome patients, which suggests thrombus-derived leukocytes may phenotypically switch into EC-like angiogenic cells to directly promote angiogenesis. Our new findings will improve the current understanding of angiogenesis in healthy and diseased settings and will eventually lead to novel therapeutics for ischemic diseases and cancers.
Tissue expression profiles of angiogenic genes in physiological conditions
As reported in our previous publications , we developed an experiment-generated data mining strategy (Fig. 1a) to analyze the messenger RNA (mRNA) expression of 163 of the most relevant angiogenic genes (Additional file 1: Table S1) in various human and mouse tissues based on literature. Expressed sequence tags (ESTs) from the UniGene Library in National Center of Biotechnology Information (NCBI)  were used to determine mRNA expression levels in tissues. Transcripts per million (TPM) of genes of interest were normalized with those of house-keeping gene β-actin in each given tissue for comparison among all tissues. These normalized values were then normalized with the median of all tissues to calculate the arbitrary units of gene expression for comparison among all genes (if the median value is 0, we would recalculate the median of tissues with TPM > 0). A confidence interval of the expression variation of house-keeping genes was generated by calculating the mean plus two times that of the standard deviations of the arbitrary units of three randomly selected house-keeping genes (GAPDH, HPRT1, and GUSB) normalized by β-actin in the given tissues (Fig. 2). If the expression variation of a given gene in one tissue was larger than the upper limit of the confidence interval of the house-keeping genes, the expression level of the gene in this tissue was considered high with statistical significance.
Expression changes of angiogenic genes in pathological conditions
Gene expression profiles were collected from microarray datasets in NIH-GEO database (Fig. 1b). Specific samples were chosen as disease or treatment groups to compare with their parallel controls by GEO2R . The number of samples was always greater than three. By searching for the gene symbols from the microarray data, we selected the genes in our list of 163 angiogenic genes with significant expression changes (p < 0.05). The genes of which the expression changes were greater than or equal to 2-fold were defined as the upregulated genes, while genes with their expression changes less than or equal to 0.5-fold were defined as downregulated ones.
Ingenuity pathway analysis (IPA)
Molecular function types of 163 angiogenic genes were categorized based on IPA database  (Additional file 1: Table S1). Functional interactions and potential physical interactions between molecules were illustrated using IPA Path Designer (Fig. 4a and Fig. 6b).
Protein subcellular location
The subcellular localization of protein was determined using two widely used protein intracellular localization databases , namely COMPARTMENTS subcellular location database  and UniProtKB/Swiss-Prot location database (European Bioinformatics Institute). Details can be found in our previous publication .
The heart, muscle, eye, lymph node, and pancreas are among the tissues with the highest APs in humans
We hypothesized that under physiological conditions, tissues undergo different patterns of angiogenesis, which are regulated based on their needs for oxygen and nutrients . To examine this hypothesis, an experiment-generated database mining strategy that we developed (Fig. 2)  was used to examine experimentally verified expression profiles of mRNA transcripts of 163 angiogenic genes (Additional file 1: Table S1) in NCBI-UniGene database among 22 human tissues and 18 mouse tissues (fewer mouse tissues were examined due to the fact that gene expression data for the four tissue counterparts in mice were not available in the database). Based on the functional modes of angiogenic genes, they were categorized into four groups based on molecular types in IPA (TRs, GF/Rs, C/Cs, and P/Is). Tissues that had more genes with high expression levels were considered as having higher APs in preparation for physiological changes like wound healing and pathological challenges like ischemia and inflammation. We found that humans and mice have different tissue patterns in terms of AP (Fig. 3a), suggesting that specific tissue AP has been acquired by human tissues as a functional adaptation during evolution. Interestingly, muscle in human has the highest AP, which suggests that sufficient blood supply is highly significant for muscle function, tissue remodeling, and human survival throughout evolution. Among the 18 common tissues shared in humans and mice, muscle, eye, pancreas, and lymph node are the tissues with the highest APs (Fig. 3b). The heart has high AP in humans and moderate AP in mice. We then compared the composition (percentages of four groups) of highly expressed genes among heart and the nine other tissues shared by humans and mice in Fig. 3c. Again, we find the differences of composition patterns in these tissues between humans and mice. Interestingly, APs are positively correlated with the percentages of TRs among highly expressed genes, but not GF/Rs, C/Cs, or P/Is, emphasizing that TRs are the master genes in regulating tissue APs. These results suggest that under physiological conditions, the muscle, eye, lymph node, pancreas, and human heart have already been conditioned with high APs enabling their recovery from pathophysiological insults like wound healing, ischemia, and inflammation.
Tissues with high angiogenic potentials are substantiated with more active angiogenic pathways and angiogenic cytokine/chemokine responses under physiological conditions
Pathological angiogenesis often involves inflammatory conditions such as tumor angiogenesis and ischemia-induced angiogenesis . As aforementioned, the five most relevant signaling pathways are activated under chronic inflammation, MAPK, PI3K-AKT, NOTCH, NF-κB, and JAK-STAT. We also included two key EC-specific pathways regulating angiogenesis, HIF-VEGF and angiopoietin-tyrosine kinase with immunoglobulin-like and EGF-like domains (ANG-TIE) . Based on the method we developed (Fig. 2), key molecules in each signaling pathway that are most relevant to angiogenesis were examined to determine the activity of each pathway under physiological conditions (Table 1). We determined that if tissues have more than or equal to (≥) 1/3 of pathway-specific angiogenic genes (listed in Table 1) that are highly expressed, these pathways are considered active in those tissues. Similarly, if tissues have more than two active signaling pathways out of the seven pathways, these tissues are considered as having active angiogenic signaling. As shown in Table 2, we found that the human lymph node and muscle are the two tissues having more active global angiogenic signaling in humans than other tissues. A lymph node has two important active pathways, NF-κB and JAK-STAT, which respond to inflammatory stimuli in both humans and mice, while muscle has two key EC-specific active pathways, HIF-VEGF and ANG-TIE, in humans. In mice, the eye, lymph node, spleen, and thymus have more active angiogenic signaling than other tissues. Interestingly, in both humans and mice, immune organs tend to have more active pathways responding to inflammation than others, whereas non-immune organs such as the muscle, eye, heart, and pancreas have more active EC-specific pathways.
Immunotherapy has been developed to treat chronic inflammatory diseases. Thus, we also examined the expression levels of 27 C/Cs, which are most relevant to angiogenesis , in different tissues under physiological conditions. Based on the C/Cs roles in modulating angiogenesis, these C/Cs were classified into three categories, pro-angiogenic, anti-angiogenic, and bi-functional (Tables 3 and 4). C/Cs highly expressed in more than median numbers of tissues among all are considered as abundant C/Cs. We found that human CCL5, IL-15, and IL-6 are among the most abundant pro-angiogenic C/Cs in tissues. In contrast, CXCL9 and CXCL14 are the most abundant anti-angiogenic C/Cs. IL-18 is the most abundant human bi-functional C/C. In mice, Ccl2 and Il-15 are the most abundant pro-angiogenic C/Cs; Cxcl11, Cxcl14, and Pf4 are the most abundant anti-angiogenic C/Cs; and Cxcl16 is the most abundant bi-functional C/C. We consider that tissues with more than median numbers of C/Cs being highly expressed among all have high angiogenic C/C responses. We found that the human heart, muscle, eye, pancreas, bone, kidney, liver, and lung are the tissues more likely to develop high angiogenic C/C responses (Table 3); while the mouse eye, lymph node, muscle, spleen, liver, and thymus are the tissues with high angiogenic C/C responses (Table 4). Interestingly, we also found that in humans, more pro-angiogenic C/Cs are highly expressed, while mice have more anti-angiogenic C/Cs highly expressed. This may explain the potential differences between human diseases and mouse models studying angiogenesis.
Taken together, these results suggest that the tissues with high APs based on tissue expression of 163 angiogenic genes also have more active pro-angiogenic pathways and stronger C/Cs responses; these angiogenic C/Cs probably are the mediators signaled via the seven angiogenic pathways.
Inflammatory transcription regulators (TRs) dominate regulation of all angiogenic cytokines/chemokines (C/Cs); homeostatic TRs regulate all to a lower extent, while endothelial cell-specific TRs mainly regulate pro-angiogenic and bi-functional C/Cs
We found that TRs serve as master genes in determining tissue APs in physiological conditions (Fig. 3c). To determine how these seven angiogenic pathways regulate angiogenic C/Cs under pathophysiological conditions, we used the IPA Path Designer to illustrate the interactions between 19 TRs in the seven pro-angiogenic pathways and 27 angiogenic C/Cs based on published literatures (Fig. 4a). We found three major groups of TRs that regulate angiogenesis differentially in various pathophysiological settings: first, inflammatory TRs  are the main regulators of all three groups of C/Cs, and on average, each inflammatory TR can regulate 43.6% of pro-angiogenic C/Cs, 47.1% of anti-angiogenic C/Cs, and 51.7% of bi-functional C/Cs, suggesting that inflammatory TRs may function differently in different phases of inflammation; second, homeostatic TRs can also regulate all three groups of angiogenic C/Cs, albeit to a lesser extent compared to inflammatory TRs (on average, each TR can regulate 20.0% of pro-angiogenic, 14.3% of anti-angiogenic, and 35.0% of bi-functional C/Cs); and third, EC-specific TRs in HIF-VEGF pathway mainly regulate pro-angiogenic C/Cs and bi-functional C/Cs (on average, each TR can regulate 19.3% of pro-angiogenic, 4.3% of anti-angiogenic, and 21.7% of bi-functional C/Cs) (Fig. 4b). These results demonstrated that pro-angiogenic TRs are specifically regulating angiogenic C/Cs. Temporally, during acute ischemic conditions, inflammatory regulators initially dominate the local environment. After intense inflammation fades, tissue repair and regeneration, including angiogenesis, can be eventually observed . Thus, inflammatory TRs may regulate different angiogenic C/Cs in angiogenic cells during the mobilizing phase and vessel-building phase during pathogenesis.
APs among human tissues are positively correlated with tissue expression levels of cell oxygen sensors PHD2 and HIF1B, VEGF pathway component VEGFB, and stem cell master gene SOX2
To address the question of what factors could determine tissue APs, we hypothesized that tissue APs are positively correlated with the tissue expression levels of cell oxygen sensors. To examine this hypothesis, simple linear regression analyses were performed by plotting mRNA relative expression levels of PHD2 (EGLN1), HIF1A, HIF2A (EPAS1), and HIF1B (ARNT) against the percentages of highly expressed genes in each tissue (based on total 163 genes). We found that the mRNA relative expression levels of all four genes could indicate tissue APs in humans (Fig. 5a). Interestingly, expression levels of PHD1 (EGLN2) and PHD3 (EGLN3) did not correlate with tissue APs (data not shown). Since VEGF pathway components are key effectors in mediating angiogenesis , in addition to the oxygen sensors, we also examined the correlation of VEGFs/VEGFRs mRNA expression levels with tissue APs (Fig. 5a). We found that the expression levels of VEGFB, PGF, VEGFR1 (FLT1), VEGFR2 (KDR), and VEGFR3 (FLT4) are positively correlated with tissue APs. Since tissue repair and regeneration processes largely rely on angiogenesis, we also determined whether the expression of stem cell master genes including CD34, KIT, MYC, KLF4, OCT4 (POUSF1), and SOX2 are positively correlated with tissue APs. Of note, MYC, KLF4, OCT4, and SOX2 are the induced pluripotent stem (IPS) cell transcription factors or Yamanaka’s re-programming transcription factors . Interestingly, the results showed that among the seven stem cell master genes examined, the expression levels of KIT (r 2 = 0.2724; p < 0.05) and SOX2 (r 2 > 0.4; p < 0.05) are positively correlated with tissue APs (Fig. 5b). Based on the different correlation factor r 2between the expression levels of angiogenic genes and tissue APs, we categorized three types of angiogenic regulators into three levels of correlation factor r 2, high, middle, and low (Fig. 5b). The results suggest that the APs among human tissues have high correlation with the tissue expression levels of cell oxygen sensors PHD2 and HIF1B, VEGF pathway component VEGFB, and stem cell master gene SOX2, moderate correlation with the tissue expression levels of PGF and FLT4, and low correlation with the tissue expression levels of HIF1A, HIF2A, KDR, FLT1, and KIT.
To further understand how these angiogenic regulators indicate tissue APs, we categorized 163 genes into four groups of angiogenic genes (TRs, GF/Rs, C/Cs, and P/Is) and found that (1) the expression of VEGFB positively correlates with APs of all four groups of genes; (2) the expression levels of HIF1B and PHD2 positively correlate with APs of TRs, GF/Rs, and P/Is; and (3) the expression level of SOX2 positively correlates with APs of TRs and GF/Rs (Additional file 1: Figure S1). These results suggest that different AP master genes are associated with the expression of specific groups of angiogenic genes in regulating tissue angiogenesis.
Cancers in digestive system tend to have increased angiogenesis dominated by EC-specific pro-angiogenic pathways, while lung cancer and prostate cancer have significantly decreased angiogenesis
Anti-angiogenic therapy has been suggested as an approach to treat cancers decades ago . The underlying rationale, stating that solid tumor expansion is dependent on blood supply, has been universally accepted. Many drugs targeting angiogenesis have been developed or are under clinical trials. However, the clinical outcomes from patients treated with anti-angiogenic drugs are less satisfactory than expected . There are no good mechanistic explanations on why this discrepancy exists. We hypothesize that cancers from different tissues have distinct angiogenic pathways and C/C responses. To test this issue, we examined seven most relevant pro-angiogenic pathways including MAPK, PI3K-AKT, NOTCH, NF-κB, JAK-STAT, HIF-VEGF, and ANG-TIE using the method that we developed (Fig. 1b). We searched angiogenic gene expression data in 11 GSE datasets collected in the NIH-GEO Database (microarray experimental data) on most common cancers (six types of cancers in digestive system, three types of cancers in reproductive system, lung cancer in respiratory system, and lymphoma in lymphoid system) to better understand the molecular mechanisms underlying cancer/tumor angiogenesis (Table 5). In each GSE dataset, we compared the mRNA expression levels in cancer/tumor tissues to their adjacent normal tissues. We found that digestive cancers have significant gene expression changes enriched in HIF-VEGF and ANG-TIE pathways, especially in colorectal, gastric, and intrahepatic cancers, while in reproductive cancers and lung cancer, most of the pathways are regulated. Interestingly, pancreatic cancer did not show any changes in these seven pathways, suggesting that the high AP in pancreas (Fig. 3b) are equipped to match the high demand for angiogenesis in both physiological and tumor/cancer pathological conditions. As we know, most cancers have increased angiogenesis to supply blood and nutrition for cancer/tumor growth . Surprisingly, here we found that prostate cancer, lung cancer, and lymphoma show significantly decreased gene expression among most changed pathways. This could be explained by sufficient oxygen supply for cancer cells in the lung, T cell-mediated immune tolerant/anti-inflammatory environment in the lung , and in circulating prostate cancer cells . Many C/Cs play indispensable roles in communicating between immune cells, vascular cells, as well as tumor cells in regulating angiogenesis . Thus, we further looked into angiogenesis-regulatory C/Cs in different disease conditions. We found that most digestive cancers and ovarian cancer have both pro- and anti-angiogenic C/Cs being upregulated, indicating that the C/Cs system is in a “fighting” mode (Table 6). However, in prostate cancer and lung cancer, where we have shown that they present an anti-angiogenic environment in the pathway analysis (Table 5), pro-angiogenic C/Cs are significantly downregulated and anti-angiogenic C/Cs are upregulated (Table 6). These results suggested that angiogenic pathways in various cancers are differentially regulated in different tissue environments and pathological conditions. In order to specifically target key molecules during the disease conditions, we would need more precise and accessible detection systems in identifying the personalized angiogenic gene expression profiles for timely and accurate anti-angiogenic treatments for cancer patients.
Pro-angiogenic pathways are significantly upregulated in thrombus-derived leukocytes in patients with acute coronary syndrome, retinopathy, and rheumatoid arthritis; various subcellular-localized upregulated angiogenic proteins in thrombus leukocytes are endothelial cell-specific
Angiogenesis in thrombus has been shown to play a key role in facilitating thrombus resolution [41, 42]. Hypoxia and HIF1A are induced in the naturally resolving thrombus and correlate with increased angiogenic factor expression. Upregulation of HIF1A enhances thrombus resolution and angiogenesis . Leukocyte infiltration is one of the hallmarks during this process. To examine an important question of whether immune cells can directly promote angiogenesis, we compared the angiogenic gene expression profile of leukocytes isolated from thrombi from the plaque of acute coronary syndrome (ACS) patients with that in circulating blood leukocytes. We found that in ACS (unpublished GEO microarray dataset GSE19339, deposited on Dec. 4, 2009, and updated on Feb. 24, 2017), thrombus-derived white blood cells showed significant increase of angiogenic pathways with as many as 15 angiogenic regulators compared to peripheral leukocytes (Table 7). Although the research paper associated with this GEO dataset has not been published from Dr. Luscher’s team in the University Hospital Zurich, Switzerland, based on similar publications on isolation of Tregs , CD14+ monocytes and CD66B+ granulocytes  in coronary thrombi of patients with ACS and microarray profiling  from this highly productive team, we were fully convinced that the high quality of GSE19339 dataset and related technologies in coronary thrombus leukocyte isolation and microarray profiling are trustable. In addition, to determine the functional significance of upregulated genes, we examined the subcellular localization of the 15 upregulated genes including FLT1, NRP1, ANGPTL4, NRP2, VEGFA, EPAS1, JAG1, TEK, JUN, NOTCH3, TIE1, KDR, HIF1A, ANGPT2, and PGF using two highly reliable databases (COMPARTMENTS subcellular location database and UniProtKB/Swiss-Prot location database) as we reported  (Fig. 6a). As shown in Table 7, we found that among the upregulated genes, seven genes encode EC-surface receptors including FLT1 (vascular endothelial growth factor receptor 1), NRP1 (vascular endothelial cell growth factor 165 receptor), NRP2 (vascular endothelial cell growth factor 165 receptor 2), KDR (cell surface receptor for VEGFA, VEGFC and VEGFD) , TIE1, TEK, and NOTCH3. Moreover, EPAS1 and HIF1A are two transcription factors (Fig. 6a) directly involved in hypoxia-induced gene expression pathway; homeostatic transcription regulator JUN (Fig. 6a) is a subunit of the transcription factor AP-1 that was reported to collaborate with HIF1 to increase gene expression in response to hypoxia [48, 49]. The remaining five molecules upregulated in thrombus-derived leukocytes were all pro-angiogenic factors, including ANGPT2, ANGPTL4, VEGFA, PGF, and JAG1, which we propose can stimulate thrombus leukocytes to phenotypically switch into EC-like angiogenic cells, and thrombus-trapped circulating ECs via an autocrine and paracrine manner, to create a pro-angiogenic niche. However, peripheral blood leukocytes from ACS patients did not show the similar changes compared to healthy control (GSE 61144) (Table 7). We also found that a significant amount of C/Cs in thrombus-derived leukocytes are upregulated (Table 8), including 8 out of 14 pro-angiogenic C/Cs, 3 out of 7 anti-angiogenic ones, and 3 out of 6 bi-functional ones. The information shown in Fig. 6b suggests that the most upregulated C/Cs can be directly regulated by the three upregulated TRs (EPAS1, HIF1A, and JUN). Taken together, these results have demonstrated that thrombus-derived leukocytes exhibit potent pro-angiogenic phenotype by upregulating (i) EC-specific cell surface markers and (ii) hypoxia-induced transcription factor signaling pathways and secreting (iii) angiogenic factors and (iv) angiogenic C/Cs. These findings suggest that thrombus leukocytes promote angiogenesis not only through increasing secretion of angiogenic C/Cs and angiogenic factors but also via phenotypical switching into EC-like angiogenic cells.
We also found that retinopathy and rheumatoid arthritis (RA) have significant changes in many pro-angiogenic pathways. However, in the conditions of chronic inflammation, atherosclerosis, PAD, metabolic syndrome (MS), type 1 diabetes (T1D), and type 2 diabetes (T2D), there are no significant changes in any of these seven pathways (Table 7), suggesting that low-dose chronic inflammation does not always have a strong systemic angiogenic stimulation. We also examined the C/C expression changes among these diseases. We found that a significant number of C/Cs is upregulated in retinopathy and RA. However, in the chronic inflammatory diseases, there are little to no changes in C/C expression (Table 8). Taken together, these results suggest that diseases with active angiogenic pathways also have highly active C/C responses for cell-cell communication.
Significant progress has been made in characterizing factors regulating angiogenic pathways related to physiological and pathological processes , which has led to the development of preclinical assessment of anti-angiogenic therapies for cancers and other diseases . However, angiogenic therapies have been less than satisfactory . Thus, the development of efficient therapeutics for various clinical settings for inhibiting cancer/tumor growth and improving angiogenesis for re-gaining blood supply in ischemic heart and ischemic brain areas after stroke still faces multifaceted challenges , which reflect the urgent need for improving our understanding of the expression and regulation of angiogenic factors in cells and tissues in physiological and pathological settings. In this study, we examined the expression of 163 angiogenesis-regulatory genes in various tissues in humans and mice in physiological settings and in various pathological processes. We have made the following significant findings: (1) the heart, muscle, eye, lymph node, and pancreas are among the tissues with the highest APs in humans; (2) tissues with high angiogenic potentials have more active angiogenic pathways and angiogenic C/C responses under physiological conditions; (3) inflammatory TRs dominate regulation of all angiogenic C/Cs, and homeostatic TRs regulate all to a lower extent, while endothelial cell-specific TRs mainly regulate pro-angiogenic and bi-functional C/Cs; (4) APs among human tissues are positively correlated (r 2 > 0.4) with tissue expression levels of cell oxygen sensors PHD2 and HIF1B, VEGF pathway component VEGFB, and stem cell master gene SOX2; (5) cancers in digestive system tend to have increased angiogenesis dominated by EC-specific pro-angiogenic pathways, while lung cancer and prostate cancer have significantly decreased angiogenesis; and (6) pro-angiogenic pathways are significantly upregulated in thrombus-derived leukocytes in patients with acute coronary syndrome, retinopathy, and rheumatoid arthritis, and various subcellular-localized upregulated angiogenic proteins in thrombus leukocytes are EC-specific. Our novel findings have provided significant insights into molecular mechanisms in regulating angiogenesis in various tissue physiological and pathological processes.
In determining the master regulators for tissue angiogenesis, two important issues, which are also related to tissue regenerative potential, have never been addressed: first, whether various tissues have differences in angiogenesis and second, what determines tissue AP if there are differences. As we know, all eukaryotic organisms rely on oxygen to support oxidative phosphorylation for efficient adenosine triphosphate (ATP) production. Therefore, a constant O2 supply, maintained by the vascular system in mammals, is critical for proper tissue development, homeostasis, and function. However, the normal physiological O2 concentration varies greatly among tissues. For example, arterial blood has a normal partial oxygen pressure (pO2) of 13%, the myocardium has a pO2 of 10%, and most tissues, including the brain, lung, liver, muscle, and bone marrow, have a pO2 of ~5% . Thus, tissue pO2 levels cannot directly serve as master regulator of the expression of angiogenic genes and therefore tissue AP. To address these questions, we examined the gene expression levels of 163 angiogenic genes in 22 human tissues and 18 mouse tissues. We have found that in physiological conditions, significant positive correlations exist between APs in various tissues and the tissue expression levels of oxygen sensors PHD2 and HIF1B, VEGF pathway component VEGFB, and stem-ness gene SOX2 (Fig. 5b). Our results on tissue APs support current understanding that PHD2, rather than PHD1 or PHD3, is the critical oxygen sensor in normoxia . HIF1B is constitutively expressed, which binds to HIF1A or HIF2A to activate transcription of hypoxia-responsive genes . When tissues with high APs encounter ischemic conditions, significant downregulation of PHD2 leads to de-suppression of HIF1A and HIF2A, which can bind to highly stably expressed HIF1B, and facilitate these tissues’ initiation of quick and strong angiogenic response. It has been reported that VEGFB binds specifically to VEGFR1, which is complex and context-dependent; and that increased VEGFB expression correlates with cancer stage, tumor multiplicity, and vascular invasion in multiple cancers . Thus, our new finding suggests that VEGFB fits well for the angiogenesis indicator. Of note, SOX2 is one of the IPS cell transcription factors or Yamanaka’s re-programming transcription factors  and can be induced in angiogenic pericytes in response to hypoxia . In addition, SOX2 functions with VEGF and drives cancer-initiating stem cells [56, 57]. Our results are the first report showing that tissue expression level of SOX2, but not of other Yamanaka’s re-programming transcription factors including MYC, KLF4, and OCT4, is significantly correlated with tissue APs.
One of the most promising and best studied of anti-angiogenic therapies utilized to date is bevacizumab, a humanized monoclonal antibody against VEGFA. Bevacizumab increases survival when added to chemotherapy in first-line treatment of patients with previously untreated metastatic colorectal cancer. However, the addition of bevacizumab has failed to generate survival advantages for metastatic disease when added to first-line chemotherapy at other sites, including metastatic breast, pancreatic, or ovarian cancer [58, 59]. These results are consistent with our findings that (1) pro-angiogenic pathways in colorectal cancer are more EC-specific, while pro-angiogenic pathways in breast or ovarian cancers are not and (2) pancreatic cancer patients show little to no changes in pro-angiogenic pathways. However, our findings are based on limited datasets in different cancer types. To confirm that EC-specific pathway dominating pro-angiogenic cancers will have better response to anti-VEGF therapy, more robust metadata analyses and experimental studies are needed.
Arterial thrombosis leads to acute ischemic diseases, including myocardial infarction, stroke, and PAD. Thrombus angiogenesis has been shown to play significant roles in promoting thrombus resolution, which may be a potential therapeutic strategy . In addition, anti-angiogenic cancer therapies have been shown to be associated with a significant increase in the risk of arterial thromboembolic events  and venous thromboembolic events . A meta-analysis of randomized controlled trials showed that treatment with anti-angiogenic drug bevacizumab might significantly increase the risk of cardiac ischemic events in cancer patients; however, the risk of ischemic stroke with bevacizumab was not significantly different from controls . Our recent reports have shown that inhibition of innate immune sensor caspase-1 improves VEGFR signaling, angiogenesis , and neovascularization of progenitor cells after myocardial infarction . Inflammatory and innate immune cells migrated to atherogenic arteries promote the formation of plaques and thrombi or limit tissue damage and facilitate resolution  while atherothrombosis, subsequent to plaque rupture or erosion, has prominent features of inflammation in patients with acute coronary syndromes . It was reported that monocytes/macrophages are the most abundant inflammatory cell types of innate immunity in coronary atherothrombosis co-expressing Toll-like receptor 4 . Immune cells, including Tregs, macrophages, monocytes and dendritic cells, have been shown to regulate angiogenesis in different disease settings by providing pro-angiogenic C/Cs and pro-angiogenic niches . However, other roles of thrombus leukocytes, outside of the several reported roles such as triggering thrombosis, causing unstable angina and myocardial infarction, remain unknown. Thus, we attempted to address an important question of whether immune cells can phenotypically switch into EC-like angiogenic cells. We compared the angiogenic gene expression in leukocytes (mainly CD14+ monocytes and CD66B+ granulocytes)  isolated from thrombi from the plaque of ACS patients to that in circulating blood leukocytes. We found the exciting results that as many as 15 important angiogenic regulators and 14 angiogenic C/Cs are significantly upregulated in thrombus leukocytes in comparison to those in peripheral blood leukocytes. The 15 upregulated genes include seven EC-surface receptors for angiogenesis, three hypoxia-response transcription factors, and other important angiogenic secreting regulators. Our results have demonstrated for the first time that thrombus-derived leukocytes can promote angiogenesis not only through secreting angiogenic C/Cs and angiogenic factors but also via phenotypical switching into EC-like angiogenic cells by upregulating EC-specific cell surface markers and hypoxia-induced transcription factor signaling pathways. Our findings suggest thrombus-derived leukocytes may trans-differentiate  into EC-like angiogenic cells, which is similar to Dr. Owens’ team’s report of trans-differentiated vascular smooth muscle cell (VSMC)-derived macrophage-like cells in atherosclerotic plaques .
Our findings are based on a comprehensive database mining strategy, which allows us to understand angiogenesis in a broad perspective. However, the limitations of this study include (1) only transcriptional expression level was examined in both physiological and pathological conditions and (2) no experimental studies are available to compare with our proposed findings. To confirm these findings, further experiments with genetically modified mouse models and genetic lineage tracing method should be performed.
To summarize our findings, we propose the following new working model (Fig. 7): first, angiogenic potentials are varied among tissues, which are found in the highest in the heart, muscle, eye, lymph node, and pancreas and in the lowest in bone marrow, skin, thymus, and brain (Fig. 7a); second, tissue angiogenic potentials may be regulated by cell oxygen sensors (PHD2, HIF1B, HIF1A, and HIF2A), VEGF pathway components (VEGFB, PGF, and VEGFR1-3), and stem cell master genes (SOX2 and KIT) (Fig. 7a); third, angiogenesis is differentially regulated in various cancers, chronic metabolic diseases, and autoimmune diseases (Fig. 7b); and fourth, thrombus-derived leukocytes exhibit significantly upregulated EC-specific cell surface markers, hypoxia-induced transcription factor signaling pathways, and secrete angiogenesis factors and C/Cs (Fig. 7c). This also suggests that thrombus leukocytes promote angiogenesis not only through increasing secretion of angiogenic C/Cs and angiogenic factors but also via phenotypical switching into EC-like angiogenic cells. Our novel findings could lead to new development of future therapeutics for regulating tissue-specific angiogenesis, tissue regeneration, and various diseases including cancers and myocardial infarction.
Acute coronary syndrome
- AKT (PKB):
Protein kinase B
Cytokine and chemokine
Endothelial progenitor cell
Expressed sequence tag
Growth factor and receptor
Ingenuity pathway analysis
Induced pluripotent stem
Mitogen-activated protein kinase
National Center of Biotechnology Information
Nuclear factor kappa B
Protease, inhibitor and other
Peripheral artery disease
Peripheral blood mononuclear cell
Hypoxia-inducible factor prolyl hydroxylase
- pO2 :
Partial oxygen pressure
Signal transducer and activator of transcription
ST segment elevation myocardial infarction
Type 1 diabetes
Type 2 diabetes
Tyrosine kinase with immunoglobulin-like and EGF-like domains
Transcripts per million
Regulatory T cell
Vascular endothelial growth factor
Vascular smooth muscle cell
Mestas J, Ley K. Monocyte-endothelial cell interactions in the development of atherosclerosis. Trends Cardiovasc Med. 2008;18:228–32.
Silvestre J-S, Smadja DM, Lévy BI. Postischemic revascularization: from cellular and molecular mechanisms to clinical applications. Physiol Rev. 2013;93:1743–802.
Du F, Zhou J, Gong R, Huang X, Pansuria M, Virtue A, et al. Endothelial progenitor cells in atherosclerosis. Front Biosci (Landmark Ed). 2012;17:2327–49.
Motz GT, Coukos G. The parallel lives of angiogenesis and immunosuppression: cancer and other tales. Nat Rev Immunol. 2011;11:702–11.
Nahrendorf M, Frantz S, Swirski FK, Mulder WJM, Randolph G, Ertl G, et al. Imaging systemic inflammatory networks in ischemic heart disease. J Am Coll Cardiol. 2015;65:1583–91.
Chidlow JH, Langston W, Greer JJM, Ostanin D, Abdelbaqi M, Houghton J, et al. Differential angiogenic regulation of experimental colitis. Am J Pathol. 2006;169:2014–30.
Yang XF, Yin Y, Wang H. Vascular inflammation and atherogenesis are activated via receptors for PAMPs and suppressed by regulatory T cells. Drug Discov Today Ther Strateg. 2008;5:125–42.
Yin Y, Yan Y, Jiang X, Mai J, Chen NC, Wang H, et al. Inflammasomes are differentially expressed in cardiovascular and other tissues. Int J Immunopathol Pharmacol. 2009;22:311–22.
Shen J, Yin Y, Mai J, Xiong X, Pansuria M, Liu J, et al. Caspase-1 recognizes extended cleavage sites in its natural substrates. Atherosclerosis. 2010;210:422–9.
Wang L, Fu H, Nanayakkara G, Li Y, Shao Y, Johnson C, et al. Novel extracellular and nuclear caspase-1 and inflammasomes propagate inflammation and regulate gene expression: a comprehensive database mining study. J Hematol & Oncol. 2016;9:122.
Shao Y, Cheng Z, Li X, Chernaya V, Wang H, Yang XF. Immunosuppressive/anti-inflammatory cytokines directly and indirectly inhibit endothelial dysfunction--a novel mechanism for maintaining vascular function. J Hematol Oncol. 2014;7:80.
Yin Y, Li X, Sha X, Xi H, Li YF, Shao Y, et al. Early hyperlipidemia promotes endothelial activation via a caspase-1-sirtuin 1 pathway. Arter Thromb Vasc Biol. 2015;35:804–16.
Lopez-Pastrana J, Ferrer LM, Li Y-F, Xiong X, Xi H, Cueto R, et al. Inhibition of caspase-1 activation in endothelial cells improves angiogenesis: a novel therapeutic potential for ischemia. J Biol Chem. 2015;290:17485–94.
Ferrer LM, Monroy AM, Lopez-Pastrana J, Nanayakkara G, Cueto R, Li Y-F, et al. Caspase-1 plays a critical role in accelerating chronic kidney disease-promoted neointimal hyperplasia in the carotid artery. J Cardiovasc Transl Res. 2016;9:135–44.
Xi H, Zhang Y, Xu Y, Yang WY, Jiang X, Sha X, et al. Caspase-1 inflammasome activation mediates homocysteine-induced pyrop-apoptosis in endothelial cells novelty and significance. Circ Res. 2016;118:1525–39.
Li Y-F, Huang X, Li X, Gong R, Yin Y, Nelson J, et al. Caspase-1 mediates hyperlipidemia-weakened progenitor cell vessel repair. Front Biosci (Landmark Ed). 2016;21:178–91.
Li YF, Ren LN, Guo G, Cannella LA, Chernaya V, Samuel S, et al. Endothelial progenitor cells in ischemic stroke: an exploration from hypothesis to therapy. J Hematol Oncol. 2015;8:33.
Xiong Z, Song J, Yan Y, Huang Y, Cowan A, Wang H, et al. Higher expression of Bax in regulatory T cells increases vascular inflammation. Front Biosci. 2008;13:7143–55.
Xiong Z, Yan Y, Song J, Fang P, Yin Y, Yang Y, et al. Expression of TCTP antisense in CD25(high) regulatory T cells aggravates cuff-injured vascular inflammation. Atherosclerosis. 2009;203:401–8.
Yang WY, Shao Y, Lopez-Pastrana J, Mai J, Wang H, Yang X. Pathological conditions re-shape physiological Tregs into pathological Tregs. Burn Trauma. 2015;3:1.
Li X, Mai J, Virtue A, Yin Y, Gong R, Sha X, et al. IL-35 is a novel responsive anti-inflammatory cytokine—a new system of categorizing anti-inflammatory cytokines. PLoS One. 2012;7:e33628.
Sha X, Meng S, Li X, Xi H, Maddaloni M, Pascual DW, et al. Interleukin-35 inhibits endothelial cell activation by suppressing MAPK-AP-1 pathway. J Biol Chem. 2015;290:19307–18.
Shibuya M. VEGFR and type-V RTK activation and signaling. Cold Spring Harb Perspect Biol. 2013;5:a009092.
Chong ZZ, Shang YC, Maiese K. Cardiovascular disease and mTOR signaling. Trends Cardiovasc Med. 2011;21:151–5.
Tas SW, Maracle CX, Balogh E, Szekanecz Z. Targeting of proangiogenic signalling pathways in chronic inflammation. Nat Rev Rheumatol. 2016;12:111–22.
Kaminsky SM, Rosengart TK, Rosenberg J, Chiuchiolo MJ, Van de Graaf B, Sondhi D, et al. Gene therapy to stimulate angiogenesis to treat diffuse coronary artery disease. Hum Gene Ther. 2013;24:948–63.
National Center of Biotechnology Information Unigene Library. http://0-www.ncbi.nlm.nih.gov.brum.beds.ac.uk/unigene. Accessed March 2016.
NCBI GEO2R. http://0-www.ncbi.nlm.nih.gov.brum.beds.ac.uk/geo/geo2r/. Accessed May 2016.
Ingenuity Pathway Analysis. http://www.ingenuity.com/. Accessed October 2016.
Genecards. http://www.genecards.org/. Accessed December 2016.
Binder JX, Pletscher-Frankild S, Tsafou K, Stolte C, O’Donoghue SI, Schneider R, et al. COMPARTMENTS: unification and visualization of protein subcellular localization evidence. Database. 2014;2014:bau012-bau012.
Hanahan D, Folkman J. Patterns and emerging mechanisms of the angiogenic switch during tumorigenesis. Cell. 1996;86:353–64.
Jeltsch M, Leppänen VM, Saharinen P, Alitalo K. Receptor tyrosine kinase-mediated angiogenesis. Cold Spring Harb Perspect Biol. 2013;5.
Szekanecz Z, Koch AE. Successes and failures of chemokine-pathway targeting in rheumatoid arthritis. Nat Rev Rheumatol. 2016;12:5–13.
Medzhitov R, Horng T. Transcriptional control of the inflammatory response. Nat Rev Immunol. 2009;9:692–703.
Forbes SJ, Rosenthal N. Preparing the ground for tissue regeneration: from mechanism to therapy. Nat Med. 2014;20:857–69.
Takahashi K, Yamanaka S. Induction of pluripotent stem cells from mouse embryonic and adult fibroblast cultures by defined factors. Cell. 2006;126:663–76.
Shojaei F. Anti-angiogenesis therapy in cancer: current challenges and future perspectives. Cancer Lett. 2012;320:130–7.
Clever D, Roychoudhuri R, Constantinides MG, Askenase MH, Sukumar M, Klebanoff CA, et al. Oxygen sensing by T cells establishes an immunologically tolerant metastatic niche. Cell. 2016;166:1117–31. e14.
Mukherji D, Temraz S, Wehbe D, Shamseddine A. Angiogenesis and anti-angiogenic therapy in prostate cancer. Crit Rev Oncol Hematol. 2013;87:122–31.
Alias S, Redwan B, Panzenböck A, Winter MP, Schubert U, Voswinckel R, et al. Defective angiogenesis delays thrombus resolution: a potential pathogenetic mechanism underlying chronic thromboembolic pulmonary hypertension. Arterioscler Thromb Vasc Biol. 2014;34:810–9.
Evans CE, Grover SP, Humphries J, Saha P, Patel AP, Patel AS, et al. Antiangiogenic therapy inhibits venous thrombus resolution. Arterioscler Thromb Vasc Biol. 2014;34:565–70.
Evans CE, Humphries J, Mattock K, Waltham M, Wadoodi A, Saha P, et al. Hypoxia and upregulation of hypoxia-inducible factor 1α stimulate venous thrombus recanalization. Arterioscler Thromb Vasc Biol. 2010;30:2443–51.
Klingenberg R, Brokopp CE, Grivès A, Courtier A, Jaguszewski M, Pasqual N, et al. Clonal restriction and predominance of regulatory T cells in coronary thrombi of patients with acute coronary syndromes. Eur Heart J. 2015;36:1041–8.
Wyss CA, Neidhart M, Altwegg L, Spanaus KS, Yonekawa K, Wischnewsky MB, et al. Cellular actors, Toll-like receptors, and local cytokine profile in acute coronary syndromes. Eur Heart J. 2010;31:1457–69.
Jakob P, Kacprowski T, Briand-Schumacher S, Heg D, Klingenberg R, Stähli BE, et al. Profiling and validation of circulating microRNAs for cardiovascular events in patients presenting with ST-segment elevation myocardial infarction. Eur Heart J. 2016:ehw563.
Chung AS, Ferrara N. Developmental and pathological angiogenesis. Annu Rev Cell Dev Biol. 2011;27:563–84.
Bandyopadhyay RS, Phelan M, Faller DV. Hypoxia induces AP-1-regulated genes and AP-1 transcription factor binding in human endothelial and other cell types. Biochim Biophys Acta. 1995;1264:72–8.
Michiels C, Minet E, Michel G, Mottet D, Piret JP, Raes M. HIF-1 and AP-1 cooperate to increase gene expression in hypoxia: role of MAP kinases. IUBMB Life. 2001;52:49–53.
Ebos JML, Kerbel RS. Antiangiogenic therapy: impact on invasion, disease progression, and metastasis. Nat Rev Clin Oncol. 2011;8:210–21.
Carreau A, El Hafny-Rahbi B, Matejuk A, Grillon C, Kieda C. Why is the partial oxygen pressure of human tissues a crucial parameter? Small molecules and hypoxia. J Cell Mol Med. 2011;15:1239–53.
Berra E, Benizri E, Ginouvès A, Volmat V, Roux D, Pouysségur J. HIF prolyl-hydroxylase 2 is the key oxygen sensor setting low steady-state levels of HIF-1α in normoxia. EMBO J. 2003;22:4082–90.
Tian H, Mcknight SL, Russell DW. Endothelial PAS domain protein 1 (EPAS1), a transcription factor selectively expressed in endothelial cells. 1997:72–82.
Fischer C, Mazzone M, Jonckx B, Carmeliet P. FLT1 and its ligands VEGFB and PlGF: drug targets for anti-angiogenic therapy? Nat Rev Cancer. 2008;8:942–56.
Esen N, Vejalla A, Sharma R, Treuttner JS, Dore-Duffy P. Hypoxia-induced Let-7d has a role in pericyte differentiation. Adv Exp Med Biol. 2016;923:37–42.
Siegle JM, Basin A, Sastre-Perona A, Yonekubo Y, Brown J, Sennett R, et al. SOX2 is a cancer-specific regulator of tumour initiating potential in cutaneous squamous cell carcinoma. Nat Commun. 2014;5:4511.
Zhao D, Pan C, Sun J, Gilbert C, Drews-Elger K, Azzam DJ, et al. VEGF drives cancer-initiating stem cells through VEGFR-2/Stat3 signaling to upregulate Myc and Sox2. Oncogene. 2015;34:3107–19.
Wenham R, McClung E. Profile of bevacizumab in the treatment of platinum-resistant ovarian cancer: current perspectives. Int J Womens Health. 2016;8:59.
Schefter T, Jackson M, Rusthoven C, Fisher C. Clinical potential of bevacizumab in the treatment of metastatic and locally advanced cervical cancer: current evidence. Oncol Targets Ther. 2014;7:751.
Choueiri TK, Schutz FAB, Je Y, Rosenberg JE, Bellmunt J. Risk of arterial thromboembolic events with sunitinib and sorafenib: a systematic review and meta-analysis of clinical trials. J Clin Oncol. 2010;28:2280–5.
Ranpura V, Hapani S, Chuang J, Wu S. Risk of cardiac ischemia and arterial thromboembolic events with the angiogenesis inhibitor bevacizumab in cancer patients: a meta-analysis of randomized controlled trials. Acta Oncol (Madr). 2010;49:287–97.
Lopez-Pastrana J, Ferrer LM, Li YF, Xiong X, Xi H, Cueto R, et al. Inhibition of caspase-1 activation in endothelial cells improves angiogenesis: a novel therapeutic potential for ischemia. J Biol Chem. 2015;290:17485–94.
Tabas I. 2016 Russell Ross Memorial Lecture in Vascular Biology. Arterioscler Thromb Vasc Biol. 2016;:ATVBAHA.116.308036.
Bruno A, Pagani A, Pulze L, Albini A, Dallaglio K, Noonan DM, et al. Orchestration of angiogenesis by immune cells. Front Oncol. 2014;4:131.
Fu L, Zhu X, Yi F, Liu G-H, Izpisua Belmonte JC. Regenerative medicine: transdifferentiation in vivo. Cell Res. 2014;24:141–2.
Bennett MR, Sinha S, Owens GK. Vascular smooth muscle cells in atherosclerosis. Circ Res. 2016;118:692–702.
This work is partially supported by NIH grants to Drs. XF. Yang, H. Wang, and ET. Choi.
Availability of data and materials
The references for the information on angiogenic genes and pathways are given in the manuscript.
The databases that were used to determine the subcellular location of the proteins analyzed in the study are found at http://www.genecards.org/.
The microarray datasets that were utilized in the study were retrieved from NIH-GEO dataset database (http://0-www.ncbi.nlm.nih.gov.brum.beds.ac.uk/gds/) and the numbers of the datasets are as follows: GSE 77955, GSE 79973, GSE 62452, GSE 45670, GSE 45001, GSE 71963, GSE 70951, GSE 46602, GSE 36688, GSE 75037, GSE 9327, GSE 9874, GSE 27034, GSE 61144, GSE 19339, GSE 43760, GSE 55100, GSE 73034, GSE 60436, GSE 55235, GSE 57376.
HF carried out the data gathering and the data analysis and prepared the tables and figures. NV, ERX, CJ, LW, WYY, CS, JN, QC, ETC, JXM, JY, and HW aided with the analysis of the data. XFY supervised the experimental design, data analysis, and manuscript writing. All authors read and approved the final manuscript.
The authors declare that they have no competing interests.
Consent for publication
Ethics approval and consent to participate
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Correlation of mRNA relative expression levels of specific genes with angiogenic potential in human tissues. Simple linear regression was applied to the mRNA relative expression levels (Y-axis) against angiogenic potentials (X-axis) in each group of angiogenic genes (transcription regulators, growth factors and receptors, cytokines and chemokines, and proteases, inhibitors, and others). Table S1. Summary of 163 genes related to angiogenesis.
About this article
Cite this article
Fu, H., Vadalia, N., Xue, E.R. et al. Thrombus leukocytes exhibit more endothelial cell-specific angiogenic markers than peripheral blood leukocytes do in acute coronary syndrome patients, suggesting a possibility of trans-differentiation: a comprehensive database mining study. J Hematol Oncol 10, 74 (2017) doi:10.1186/s13045-017-0440-0
- Angiogenic genes
- Tissue expression of genes
- Pathological modulation of angiogenesis
- Immune regulation of angiogenesis
- Angiogenic leukocytes