Literature DB >> 23114620

Choline-releasing glycerophosphodiesterase EDI3 links the tumor metabolome to signaling network activities.

Rosemarie Marchan1, Michaela S Lesjak, Joanna D Stewart, Roland Winter, Janine Seeliger, Jan G Hengstler.   

Abstract

Recently, EDI3 was identified as a key factor for choline metabolism that controls tumor cell migration and is associated with metastasis in endometrial carcinomas. EDI3 cleaves glycerophosphocholine (GPC) to form choline and glycerol-3-phosphate (G3P). Choline is then further metabolized to phosphatidylcholine (PtdC), the major lipid in membranes and a key player in membrane-mediated cell signaling. The second product, G3P, is a precursor molecule for several lipids with central roles in signaling, for example lysophosphatidic acid (LPA), phosphatidic acid (PA) and diacylglycerol (DAG). LPA activates intracellular signaling pathways by binding to specific LPA receptors, including membrane-bound G protein-coupled receptors and the intracellular nuclear receptor, PPARγ. Conversely, PA and DAG mediate signaling by acting as lipid anchors that bind and activate several signaling proteins. For example, binding of GTPases and PKC to PA and DAG, respectively, increases the activation of signaling networks, mediating processes such as migration, adhesion, proliferation or anti-apoptosis-all relevant for tumor development. We present a concept by which EDI3 either directly generates signaling molecules or provides "membrane anchors" for downstream signaling factors. As a result, EDI3 links choline metabolism to signaling activities resulting in a more malignant phenotype.

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Year:  2012        PMID: 23114620      PMCID: PMC3562293          DOI: 10.4161/cc.22544

Source DB:  PubMed          Journal:  Cell Cycle        ISSN: 1551-4005            Impact factor:   4.534


Key Role of EDI3 in Choline Metabolism: The Missing Link in the Kennedy Pathway

In a screening set of endometrial carcinomas consisting of pairs of tumor tissue with identical histopathological features, which later did or did not form metastasis, we identified three differentially expressed genes. However, only one—EDI3—was confirmed to be positively associated with metastasis in independent sets of carcinomas. EDI3 showed a 99% homology to glycerophosphodiesterase 5 (GDE5), a so-far poorly characterized member of the GDE protein family. No other member of the family was, at the time, implicated in tumor development. As an initial step to understand the function of EDI3, we tried to identify EDI3′s preferred substrate. Therefore, possible candidate compounds were incubated with both lysates from cells overexpressing EDI3 and recombinant EDI3 protein, resulting in efficient cleavage of glycerophosphocholine (GPC) to form choline and glycerol-3-phosphate (G3P) (Fig. 1A). To analyze whether EDI3 also influences intracellular concentrations of choline metabolites, we performed siRNA knockdowns in several tumor cell lines (MCF7, MDA-MB-231 and AN3-CA). Knockdown of EDI3 always led to increased intracellular levels of the substrate, GPC and decreased levels of phosphocholine (PC) (Fig. 1B), formed from the phosphorylation of choline by choline kinase and representing the first step of the Kennedy pathway (Fig. 2). Production of choline from the cleavage of GPC provides an important source of choline needed for several downstream signaling pathways, including the synthesis of various phospholipids, such as the Kennedy pathway (Fig. 2). However, the enzyme responsible for the cleavage remained unknown. Our experiments using specific siRNA oligos to knockdown EDI3, together with EDI3 enzymatic assays with purified protein, demonstrated that EDI3 is the responsible enzyme providing choline for the first step of the Kennedy pathway.

Figure 1. EDI3 cleaves glycerophosphocholine (GPC) to choline and glycerol-3-phosphate (G3P). (A) Activity of the purified EDI3 protein which metabolizes GPC to form G3P. Additional generation of choline has been demonstrated by an enzyme-coupled spectrophotometric assay. (B) Knockdown of EDI3 in MCF-7 cells increases intracellular concentrations of the substrate GPC and decreases phosphocholine (PC), which is formed from the product, choline (from Stewart et al., 2012).

Figure 2. Concept of the link between choline metabolism and intracellular signaling. A proposed concept of how EDI3 links choline metabolism to altered signaling network activities. Choline is further metabolized to the major membrane lipid PtdC. Tumor cells have a higher demand for this lipid to facilitate restructuring of the cell membrane for division and migration. G3P fuels the G3P-LPA-PA-DAG pathway which creates anchoring points for GTPases and PKC and activates intracellular signaling (from Marchan et al., 2012). Abbreviations: CDP-Cho, cytidine 5′-diphosphocholine; CHK, choline kinase; CT, CDP, phosphocholine cytidyltransferase; DAG, diacylglycerol; DAGK, DAG kinase; G3P, glycerol-3-phosphate; LPL, lysophospholipase; GPAT, G3P acyltransferase; LPAAT, LPA acyltransferase; PAP, PA phosphatase; PCT, diacylglycerol choline phosphotransferase; PLA, phospholipase A; PLB, phospholipase B; PLC, phospholipase C; PLD, phospholipase D; PtdC, phosphatidylcholine (from Marchan et al., 2012).

Figure 1. EDI3 cleaves glycerophosphocholine (GPC) to choline and glycerol-3-phosphate (G3P). (A) Activity of the purified EDI3 protein which metabolizes GPC to form G3P. Additional generation of choline has been demonstrated by an enzyme-coupled spectrophotometric assay. (B) Knockdown of EDI3 in MCF-7 cells increases intracellular concentrations of the substrate GPC and decreases phosphocholine (PC), which is formed from the product, choline (from Stewart et al., 2012). Figure 2. Concept of the link between choline metabolism and intracellular signaling. A proposed concept of how EDI3 links choline metabolism to altered signaling network activities. Choline is further metabolized to the major membrane lipid PtdC. Tumor cells have a higher demand for this lipid to facilitate restructuring of the cell membrane for division and migration. G3P fuels the G3P-LPA-PA-DAG pathway which creates anchoring points for GTPases and PKC and activates intracellular signaling (from Marchan et al., 2012). Abbreviations: CDP-Cho, cytidine 5′-diphosphocholine; CHK, choline kinase; CT, CDP, phosphocholine cytidyltransferase; DAG, diacylglycerol; DAGK, DAG kinase; G3P, glycerol-3-phosphate; LPL, lysophospholipase; GPAT, G3P acyltransferase; LPAAT, LPA acyltransferase; PAP, PA phosphatase; PCT, diacylglycerol choline phosphotransferase; PLA, phospholipase A; PLB, phospholipase B; PLC, phospholipase C; PLD, phospholipase D; PtdC, phosphatidylcholine (from Marchan et al., 2012).

EDI3 Controls Tumor Cell Migration via PKC Signaling

To identify possible consequences of altered choline metabolism, we tested various cell lines (MCF7, MDA-MB-231 and AN3-CA) after EDI3 siRNA knockdown, using only conditions where EDI3 activity was reduced by approximately 70%. Decreased EDI3 expression and activity did not influence most of the analyzed endpoints, including proliferation and apoptosis. However, in all analyzed cell lines, a decrease in EDI3 activity led to reduced cell migration. A general phosphodiesterase inhibitor that was identified after screening with purified protein as capable of inhibiting EDI3 caused a similar effect. Accordingly, overexpression of EDI3 in MCF-7 cells increased migration activity. To identify the mechanism by which EDI3 influences cell migration, we tested numerous possible signaling pathways. Interestingly, only PKC was functionally relevant in both MCF-7 and AN3-CA cells. EDI3 siRNA decreased PKCα protein levels with the opposite effect observed in cells overexpressing EDI3. Activation or inhibition of PKCα caused increased or decreased migration, respectively. Moreover, siRNA knockdown of PKCα in EDI3-overexpressing cells countered the increased migration rate due to EDI3 overexpression.

Contribution of EDI3′s Downstream Metabolites to Cellular Signaling

Signaling via lysophosphatidic acid

Many open questions remain from our original work with EDI3, including how to resolve EDI3′s activity with its downstream signaling and metastatic phenotype. EDI3 was shown to influence lipids important for signaling, such as LPA, PA and DAG. LPA is a ubiquitous single-chain phospholipid that acts both as an intermediate for the de novo synthesis of glycerolipids and, extracellularly, as a lipid mediator that binds and activates specific G protein-coupled receptors. This powerful signaling molecule mediates downstream signaling pathways via Rho, Cdc42 and Rac GTPases, PI3K-Akt, Ras-MAPK, phospholipase C and PKC to control cellular migration, invasion, proliferation, differentiation, cytoskeletal reorganization, angiogenesis, inflammation and resistance to apoptosis., LPA arises from several metabolic pathways in the cell. Phospholipids are hydrolyzed by the sequential activity of phospholipase D (PLD) followed by phospholipase A2 (PLA2), to form LPA. Alternatively, lysophosphatidylcholine is cleaved by the ectoenzyme, autotaxin, which has phospholipase D activity to form extracellular LPA. Perhaps most specific for EDI3 is the direct acylation of G3P, EDI3′s enzymatic product, by G3P acyltransferase to form LPA. LPA formed via the latter pathway has recently been shown to activate the peroxisome proliferator activated receptor-γ (PPARγ). PPARγ binds to its PPAR response elements (PPRE) found on several genes with diverse cellular functions, such as fatty acid metabolism, adipocyte differentiation, lipid transport and proliferation.

The concept of membrane anchors resulting from choline metabolism

Numerous signaling proteins require anchoring to membrane lipids in order to achieve full activity. Membrane binding leads to downstream signaling that regulates critical processes for tumor development, such as proliferation, migration, adhesion and apoptosis. Possible membrane anchors relevant for EDI3 include DAG and PA. Like LPA, DAG and PA can be directly formed from the hydrolysis of PtdC molecules (Fig. 2), which, in addition to providing lipid signaling, are also necessary to facilitate restructuring of the cell membrane for division and migration, both critical during tumor development. Knocking down EDI3 in several cell lines decreased PKCα, which is activated upon binding to DAG and the anionic phospholipid, phosphatidylserine (PS). The binding of PKC to these lipids frees PKC’s substrate binding site of a pseudosubstrate, facilitating the binding and activation of PKC’s true targets. PKC binds DAG and PS via its N-terminal C1 domain. A ring of positive residues at the middle of the domain facilitates binding to PS and other anionic phospholipids. The interaction between the positive residues of the C1 domain and anionic phospholipids repositions the C1 domain, allowing it to insert itself into the membrane bilayer and bind DAG. This binding is facilitated by a groove of hydrophobic residues at the upper third of the C1 domain, and the strength of binding is determined by a conserved residue at position 22. Although DAG was not directly measured in our study, it is directly formed from the de-phosphorylation of PA by PA phosphatase. Alternatively, DAG can be produced from the hydrolysis of PtdC, many species of which were altered by EDI3 knockdown (Fig. 3).

Figure 3. Knockdown of EDI3 in MCF7 cells decreases the concentrations of lysophosphatidic acid (LPA) and phosphatidic acid (PA) species. Moreover, the levels of most phosphatidylcholine (PtdC) species are reduced (from Stewart et al., 2012).

Figure 3. Knockdown of EDI3 in MCF7 cells decreases the concentrations of lysophosphatidic acid (LPA) and phosphatidic acid (PA) species. Moreover, the levels of most phosphatidylcholine (PtdC) species are reduced (from Stewart et al., 2012). PA is a backbone lipid for many membrane phospholipids. In addition to its importance as a precursor molecule in phospholipid synthesis and membrane curvature, PA is increasingly recognized for its role as a potent regulator of intracellular signaling, influencing cell growth and proliferation, cytoskeletal reorganization, migration and invasion and membrane trafficking., Knocking down EDI3 in our study decreased all species of PA measured. PA is generated via various reactions in the cell, and perhaps most relevant for EDI3 is the acylation of LPA, a direct product of EDI3′s G3P product. Alternative pathways include the hydrolysis of PtdC by phospholipase D to form PA and choline and the phosphorylation of DAG by DAG kinase. PLD activity is upregulated in many cancers;- therefore, PLD is intensely studied for its potential as a therapeutic target. PA’s activity and importance in signaling is centered on its ability to bind and activate several signaling proteins, including members of the Ras superfamily of GTPases, such as the small GTPase, Rac1, the guanine nucleotide exchange factor, Epac1 and the Ras exchange factor, Sos. PA has been also shown to bind mTOR, and Raf,, both activators of cellular survival pathways. Many of PA’s targets are mutated or disregulated in cancer, making it necessary to understand the mechanisms underlying the interaction between this lipid anchor and the protein targets. To facilitate anchoring, fatty acids, such as palmitate or myristate, become covalently attached to the protein. Such binding helps the protein insert into the membrane alongside the fatty acid tails of the lipid bilayer, thereby also drastically increasing its effective concentration. Interestingly, the degree, kinetics and strength of membrane anchoring depends both on the “fatty acid anchor,” i.e., its hydrophobic length and degree of unsaturation, and the property of the membrane lipid bilayer, i.e., its charge density, composition and lateral organization. For example, PA was previously shown to activate the small GTPase Rac1 via interaction with Rac1’s isoprenylated C-terminal polybasic motif. The concentration of PA in the membrane was also shown to be important for Rac1-binding, where increasing the fraction of PA between 0.3 and 3% in artificially made membranes (liposomes) improved liposome binding to a purified isoprenylated Flag-V12-Rac1. Interestingly, the existence of a polybasic stretch, such as that present in the hypervariable region of the small GTPase KRas4B, together with a single lipid anchor, such as a farnesyl residue, induces effective lipid sorting. Such interactions can form membrane-associated nanodomains that could potentially operate as effective, high-fidelity signaling platforms. Conversely, palmitoylated and farnesylated N-Ras proteins partition into the disordered regions of the lipid membrane, concentrating more to the domain boundaries of heterogeneous membranes. Moreover, the G-domain mediates the Ras-membrane interaction by inducing different sets of preferred orientations in the active and inactive state with largely parallel orientation of the majority of the helices with respect to the membrane. Therefore, the distinct localization for the different isoforms, exposing them eventually to different pools of effectors and regulators, coupled with a differential G-domain-membrane orientation, suggests a synergy between this type of recognition motif and the specificity conferred by the anchor region, thereby validating the concept of isoform specificity in Ras.- The role of PA as a “membrane anchor” is of high relevance for the recently discovered role of EDI3 in choline metabolism. EDI3 not only fuels the Kennedy pathway with choline to produce PtdC, but also provides G3P, a precursor of the signaling lipid, LPA, and the membrane anchor, PA (Fig. 2; ref. 22). PA, in turn, is metabolized to DAG—an anchor for PKC. Therefore, EDI3 occupies an important position at a metabolic crossroad, where downstream pathways lead to production of the major membrane lipid, PtdC, signaling lipids such as LPA and, last but not least, the membrane anchor lipids PA and DAG, required for activation of GTPases and PKC, respectively (Fig. 2). Further work is needed to determine how EDI3′s function as a glycerophosphodiesterase alters downstream signaling and cellular processes.

Choline Metabolism in Relation to Carcinogenesis and Tumor Progression

Although EDI3 was originally discovered in metastasizing endometrial carcinomas, our current knowledge on EDI3′s role in tumors in vivo still remains limited. Nevertheless, an overview of the available publications on choline metabolism and tumor development all support an overall increase in choline metabolism, including changes in GPC and PC levels (Table 1 and ref. 22). Controversy still surrounds the role of GPC as a clinical marker. Moreover, the role of the absolute levels of GPC, PC and other choline metabolites and their relation to one another remain unclear. Nevertheless, strong evidence exists that tumors have increased flux via the Kennedy pathway (Table 1), as shown by preclinical and clinical trials for inhibitors against choline kinase. Furthermore, elevated levels of EDI3 in tumors that went on to metastasize further supports an elevated metabolic capacity in cancer cells. However, compared with choline kinase, antagonists of EDI3 would not only block the Kennedy pathway, but also antagonize the pathways leading to the “membrane anchors” PA and DAG, as well as to the signaling lipid LPA. Unfortunately, EDI3 inhibitors with sufficient specificity are not yet available. Development of antagonists with adequate pharmacokinetic properties would certainly support the importance of EDI3 as a target in some cancers. Such antagonists would also allow us to study the consequences of exclusively inhibiting the Kennedy pathway (by choline kinase inhibitors) in comparison to the effect of additional blocking of the G3P-LPA-PA pathway.

Table 1. Overview of studies that analyze GPC, PC and Cho in relation to malignant transformation.

Key messageReference
Epithelial ovarian cancer cell lines and normal ovary epithelial cells were compared. The cancer cells had higher PC concentrations and a lower GPC/PC ratio compared with the normal cells.
Iorio et al., 200527
Human liver tumor biopsies showed significant elevation of PC and reduction of GPC compared with histologically normal liver tissue.
Bell et al., 199328
Choline phospholipid metabolism was compared in cultivated normal human mammary epithelial cells, immortalized, as well as oncogene transformed cells. A “glycerophosphocholine to phosphocholine switch” was observed with immortalization and oncogene transformation. PC and total Cho levels increased with progression from normal to immortalized to oncogene-transformed cells.
Aboagye and Bhujwalla, 199929
Compared with normal human mammary epithelial cells, breast cancer cell lines show increased PC, increased choline kinase activity and increased choline transport rates.
Eliyahu et al., 200730
The absolute concentration of all Cho containing compounds (GPC+PC+Cho) was higher in high-grade than low grade gliomas. In low grade gliomas, the signal was largely due to GPC. In high grade gliomas GPC, PC, and Cho contributed similarly.
Sabatier et al., 199931
Liver tumors and healthy liver tissues were compared. Liver tumors showed increased PC signals and decreased GPC signals.
Cox et al., 199232
Breast cancer patients (n = 89) received neoadjuvant chemotherapy with epirubicin or paclitaxel. Tumor biopsies were analyzed before and after treatment. Survivors experienced a decrease in choline containing compounds, including GPC and PC.
Cao et al., 2012b33
Biopsies from 160 breast cancer patients were examined. MR based metabolomics showed differences between hormone receptor positive and negative carcinomas, whereby hormone receptor negative carcinomas had higher levels of GPC, Cho and PC than hormone receptor positive carcinomas.
Giskeodegard et al., 201034
Altered phospholipid metabolism is observed in tumors, whereby the malignant choline metabolite profile is characterized by low GPC and high PC. The GPC metabolizing enzyme GDPD5 shows higher expression levels in estrogen receptor negative compared with estrogen receptor positive breast carcinomas.
Cao et al., 2012a35
Mouse tumor model (SCID mice) was established with biopsy tissue from one primary luminal- and one basal-like mammary carcinoma. The tumor tissue of the luminal-like tumor had higher PC but lower GPC compared with the basal-like tumor.
Moestue et al., 201036
Comparing paired samples of human lung cancer tissue and noninvolved adjacent tissue showed increased PC and GPC in tumor tissue.
Rocha et al., 201037
Breast cancer tissue and non-involved breast tissue of 16 patients were compared. Increased levels of Cho, PC and GPC were observed in tumor tissue.
Gribbestad et al., 199938
Prostate cancer has higher levels of PC and GPC compared with normal prostate.
Ackerstaff et al., 200139
Chronic lymphocytic leukemia lymphocytes (CLL) and normal lymphocytes were compared. CLL had higher PC and higher GPC concentrations.
Franks et al., 200240
High-grade prostate carcinomas have higher concentrations of PC and GPC than low-grade prostate carcinomas.
Keshari et al., 201141
Grade 3 astrocytomas had higher concentrations of PC than grade 2 astrocytomas. GPC increased with the proliferation marker Ki-67.
McKnight et al., 201142
Low and high grade gliomas were compared for GPC and PC concentrations. GPC was the dominant metabolite in high grade gliomas.
Righi et al., 200943
PC and GPC were higher in prostate cancer compared with benign prostate tissues.
Swanson et al., 200844
Total choline concentrations were elevated in untreated pediatric brain tumors compared with controls. Moreover, the GPC to PC ratio decreased in the tumors.Albers et al., 200545

The studies support an overall increase in choline metabolism including metabolites of the Kennedy pathway, such as PC. However, depending on the tumor type, there were variable results with respect to the GPC/PC ratio. To understand this discrepancy, it may be important to differentiate between the metabolic flux through the Kennedy pathway and the concentration of GPC. Increased metabolic flux mediated by for example, EDI3 and CHK may decrease GPC concentrations. However, a tumor may evolve further mechanisms to enhance GPC concentrations. This will, in turn, further increase the metabolic flux through the Kennedy pathway, supporting the need to consider the change to choline metabolism as a whole rather than a single metabolite (from Marchan et al., 2012).

The studies support an overall increase in choline metabolism including metabolites of the Kennedy pathway, such as PC. However, depending on the tumor type, there were variable results with respect to the GPC/PC ratio. To understand this discrepancy, it may be important to differentiate between the metabolic flux through the Kennedy pathway and the concentration of GPC. Increased metabolic flux mediated by for example, EDI3 and CHK may decrease GPC concentrations. However, a tumor may evolve further mechanisms to enhance GPC concentrations. This will, in turn, further increase the metabolic flux through the Kennedy pathway, supporting the need to consider the change to choline metabolism as a whole rather than a single metabolite (from Marchan et al., 2012).
  44 in total

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2.  Glycerophosphodiester phosphodiesterase domain containing 5 (GDPD5) expression correlates with malignant choline phospholipid metabolite profiles in human breast cancer.

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Journal:  NMR Biomed       Date:  2012-01-26       Impact factor: 4.044

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4.  Raf-1 kinase possesses distinct binding domains for phosphatidylserine and phosphatidic acid. Phosphatidic acid regulates the translocation of Raf-1 in 12-O-tetradecanoylphorbol-13-acetate-stimulated Madin-Darby canine kidney cells.

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5.  Phosphatidic acid-mediated mitogenic activation of mTOR signaling.

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Journal:  Science       Date:  2001-11-30       Impact factor: 47.728

6.  Phosphomonoester concentrations differ between chronic lymphocytic leukemia cells and normal human lymphocytes.

Authors:  Suzanne E Franks; Mitchell R Smith; Fernando Arias-Mendoza; Calvin Shaller; Kristen Padavic-Shaller; Francis Kappler; Yun Zhang; William G Negendank; Truman R Brown
Journal:  Leuk Res       Date:  2002-10       Impact factor: 3.156

7.  Phospholipase D and its product, phosphatidic acid, mediate agonist-dependent raf-1 translocation to the plasma membrane and the activation of the mitogen-activated protein kinase pathway.

Authors:  M A Rizzo; K Shome; C Vasudevan; D B Stolz; T C Sung; M A Frohman; S C Watkins; G Romero
Journal:  J Biol Chem       Date:  1999-01-08       Impact factor: 5.157

Review 8.  The emerging role of lysophosphatidic acid in cancer.

Authors:  Gordon B Mills; Wouter H Moolenaar
Journal:  Nat Rev Cancer       Date:  2003-08       Impact factor: 60.716

9.  In vivo and in vitro 31P magnetic resonance spectroscopy of focal hepatic malignancies.

Authors:  I J Cox; J D Bell; C J Peden; R A Iles; C S Foster; P Watanapa; R C Williamson
Journal:  NMR Biomed       Date:  1992 May-Jun       Impact factor: 4.044

10.  A 31P and 1H-NMR investigation in vitro of normal and abnormal human liver.

Authors:  J D Bell; I J Cox; J Sargentoni; C J Peden; D K Menon; C S Foster; P Watanapa; R A Iles; J Urenjak
Journal:  Biochim Biophys Acta       Date:  1993-11-25
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Authors:  Sanket Anaokar; Ravindra Kodali; Benjamin Jonik; Mike F Renne; Jos F H M Brouwers; Ida Lager; Anton I P M de Kroon; Jana Patton-Vogt
Journal:  J Biol Chem       Date:  2018-12-04       Impact factor: 5.157

2.  Studies of Secondary Melanoma on C57BL/6J Mouse Liver Using 1H NMR Metabolomics.

Authors:  Ju Feng; Nancy G Isern; Sarah D Burton; Jian Zhi Hu
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Review 3.  Integrins and Cell Metabolism: An Intimate Relationship Impacting Cancer.

Authors:  Rehman Ata; Costin N Antonescu
Journal:  Int J Mol Sci       Date:  2017-01-18       Impact factor: 5.923

4.  Highlight report: Role of choline phospholipid metabolism in tumor progression.

Authors:  Wiebke Albrecht
Journal:  EXCLI J       Date:  2019-12-19       Impact factor: 4.068

5.  Dysregulated choline metabolism in T-cell lymphoma: role of choline kinase-α and therapeutic targeting.

Authors:  J Xiong; J Bian; L Wang; J-Y Zhou; Y Wang; Y Zhao; L-L Wu; J-J Hu; B Li; S-J Chen; C Yan; W-L Zhao
Journal:  Blood Cancer J       Date:  2015-03-13       Impact factor: 11.037

6.  EDI3 links choline metabolism to integrin expression, cell adhesion and spreading.

Authors:  Michaela S Lesjak; Rosemarie Marchan; Joanna D Stewart; Eugen Rempel; Jörg Rahnenführer; Jan G Hengstler
Journal:  Cell Adh Migr       Date:  2014-10-31       Impact factor: 3.405

7.  Highlights in tumor metabolome research: Choline metabolism influences integrin expression and supports cell attachment.

Authors:  Ahmed Ghallab
Journal:  EXCLI J       Date:  2014-08-19       Impact factor: 4.068

8.  Hippocampal and thalamic neuronal metabolism in a putative rat model of schizophrenia.

Authors:  Guolin Ma; Tianbin Song; Min Chen; Yuan Fu; Yong Xu; Ensen Ma; Wu Wang; Jiang Du; Mingxiong Huang
Journal:  Neural Regen Res       Date:  2013-09-15       Impact factor: 5.135

9.  Identification and causes of metabonomic difference between orthotopic and subcutaneous xenograft of pancreatic cancer.

Authors:  Bohan Zhan; Shi Wen; Jie Lu; Guiping Shen; Xianchao Lin; Jianghua Feng; Heguang Huang
Journal:  Oncotarget       Date:  2017-05-22

10.  Untargeted LC-HRMS-based metabolomics to identify novel biomarkers of metastatic colorectal cancer.

Authors:  Ariadna Martín-Blázquez; Caridad Díaz; Encarnación González-Flores; Daniel Franco-Rivas; Cristina Jiménez-Luna; Consolación Melguizo; José Prados; Olga Genilloud; Francisca Vicente; Octavio Caba; José Pérez Del Palacio
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