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Joly JH, Chew BTL, Graham NA. The landscape of metabolic pathway dependencies in cancer cell lines. PLoS Comput Biol 2021; 17:e1008942. [PMID: 33872312 PMCID: PMC8084347 DOI: 10.1371/journal.pcbi.1008942] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 04/29/2021] [Accepted: 04/06/2021] [Indexed: 01/22/2023] Open
Abstract
The metabolic reprogramming of cancer cells creates metabolic vulnerabilities that can be therapeutically targeted. However, our understanding of metabolic dependencies and the pathway crosstalk that creates these vulnerabilities in cancer cells remains incomplete. Here, by integrating gene expression data with genetic loss-of-function and pharmacological screening data from hundreds of cancer cell lines, we identified metabolic vulnerabilities at the level of pathways rather than individual genes. This approach revealed that metabolic pathway dependencies are highly context-specific such that cancer cells are vulnerable to inhibition of one metabolic pathway only when activity of another metabolic pathway is altered. Notably, we also found that the no single metabolic pathway was universally essential, suggesting that cancer cells are not invariably dependent on any metabolic pathway. In addition, we confirmed that cell culture medium is a major confounding factor for the analysis of metabolic pathway vulnerabilities. Nevertheless, we found robust associations between metabolic pathway activity and sensitivity to clinically approved drugs that were independent of cell culture medium. Lastly, we used parallel integration of pharmacological and genetic dependency data to confidently identify metabolic pathway vulnerabilities. Taken together, this study serves as a comprehensive characterization of the landscape of metabolic pathway vulnerabilities in cancer cell lines.
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Affiliation(s)
- James H Joly
- Mork Family Department of Chemical Engineering and Materials Science, University of Southern California, Los Angeles, California, United States of America
| | - Brandon T L Chew
- Mork Family Department of Chemical Engineering and Materials Science, University of Southern California, Los Angeles, California, United States of America
| | - Nicholas A Graham
- Mork Family Department of Chemical Engineering and Materials Science, University of Southern California, Los Angeles, California, United States of America.,Norris Comprehensive Cancer Center, University of Southern California, University of Southern California, Los Angeles, California, United States of America.,Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, United States of America
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Fujita Y, Tsuno H, Nakayama J. Fermented Papaya Preparation Restores Age-Related Reductions in Peripheral Blood Mononuclear Cell Cytolytic Activity in Tube-Fed Patients. PLoS One 2017; 12:e0169240. [PMID: 28060858 PMCID: PMC5218495 DOI: 10.1371/journal.pone.0169240] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2016] [Accepted: 12/14/2016] [Indexed: 12/16/2022] Open
Abstract
Tube-fed elderly patients are generally supplied with the same type of nutrition over long periods, resulting in an increased risk for micronutrient deficiencies. Dietary polyphenols promote immunity and have anti-inflammatory, anti-carcinogenic, and anti-oxidative properties. Carica papaya Linn. is rich in several polyphenols; however, these polyphenols are poorly absorbed from the digestive tract in their original polymerized form. Therefore, we determined the molecular components of a fermented Carica papaya Linn. preparation, as well as its effects on immunity and the composition of gut microbiota in tube-fed patients. Different doses of the fermented C. papaya L. preparation were administered to three groups of tube-fed patients for 30 days. Its effects on fecal microbiota composition and immunity were assessed by 16S rRNA gene sequencing and immune-marker analysis, respectively. The chemical composition of the fermented C. papaya L. preparation was analyzed by capillary electrophoresis- and liquid chromatography- time of flight mass spectrometry. The fermented C. papaya L. preparation restored peripheral blood mononuclear cell (PBMC) cytolytic activity; however, no other biomarkers of immunity were observed. Treatment with the preparation (9 g/day) significantly reduced the abundance of Firmicutes in the fecal microbiota. In particular, treatment reduced Clostridium scindens and Eggerthella lenta in most patients receiving 9 g/day. Chemical analysis identified low-molecular-weight phenolic acids as polyphenol metabolites; however, no polymerized, large-molecular-weight molecules were detected. Our study indicates that elderly patients who are tube-fed over the long-term have decreased PBMC cytolytic activity. In addition, low-molecular-weight polyphenol metabolites fermented from polymerized polyphenols restore PBMC cytolytic activity and modulate the composition of gut microbiota in tube-fed patients.
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Affiliation(s)
- Yuhzo Fujita
- Yuno Onsen Hospital, Yuno, Syunan-shi, Yamaguchi, Japan
| | - Haruo Tsuno
- Yuno Onsen Hospital, Yuno, Syunan-shi, Yamaguchi, Japan
| | - Jiro Nakayama
- Laboratory of Microbial Technology, Division of Systems Bioengineering, Department of Bioscience and Biotechnology, Faculty of Agriculture, Graduate School, Kyushu University, Hakozaki, Higashi-ku, Fukuoka, Japan
- * E-mail:
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Colonic metabolites of berry polyphenols: the missing link to biological activity? Br J Nutr 2010; 104 Suppl 3:S48-66. [DOI: 10.1017/s0007114510003946] [Citation(s) in RCA: 332] [Impact Index Per Article: 23.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
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Abstract
Phenylacetate (PA) is a reversible inhibitor of tumor cell growth and an inhibitor of mevalonate pyrophosphate decarboxylase (MPD). We hypothesized that MPD inhibition should lower rates of protein accumulation and accretion of cell number in all cell lines regardless of tumorigenic status or origin of the cell lines. PA treatment inhibited growth of MCF-7, NIH-3T3, Detroit 551, UT-2, NCTC-929, COS-1 and PC-3 cell lines. NCTC-929 cells lack cadherins and Cos-1 cells are deficient in PPARalpha and PPARgamma, proteins suggested to be central to the action of PA. Oxidative metabolism was not impeded by PA treatment. One-dimensional and two-dimensional FACS analysis of BrdU incorporation failed to demonstrate a redistribution of nuclei in the cell cycle or that the rate of cells entering S phase had changed. Time-lapse photo-microscopy studies reveal a process that left condensed nuclei with little or no cytoplasm. However, negative TUNEL assay results and failure to block cell loss with z-VAD-fmk suggest this type of cell death is not typical apoptosis, but cell death is responsible for the lower rates of cell and protein accumulation. Supplementation studies with mevalonate pathway intermediates during inhibition of the mevalonate pathway of cholesterol biosynthesis by lovastatin confirmed MPD as a site of PA inhibition of growth, but in the presence of lovastatin with or without farnesyl pyrophosphate plus geranylgeranyl pyrophosphate, additive inhibition by PA revealed additional site(s). The existence of site(s) in addition to MPD suggests effective PA-based agents might be developed that would not inhibit MPD.
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Affiliation(s)
- Joseph J Bahl
- Sarver Heart Center, Department of Medicine, University of Arizona, Tucson, AZ 85724-5046, USA.
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Shefer S, Tint GS, Jean-Guillaume D, Daikhin E, Kendler A, Nguyen LB, Yudkoff M, Dyer CA. Is there a relationship between 3-hydroxy-3-methylglutaryl coenzyme a reductase activity and forebrain pathology in the PKU mouse? J Neurosci Res 2000; 61:549-63. [PMID: 10956425 DOI: 10.1002/1097-4547(20000901)61:5<549::aid-jnr10>3.0.co;2-0] [Citation(s) in RCA: 57] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Previous reports have suggested that elevated levels of phenylalanine inhibit cholesterol synthesis. The goals of this study were to investigate if perturbations in cholesterol synthesis exist in the PAH(enu2) genetic mouse model for phenylketonuria (PKU), and if so, initiate studies determining if they might underlie the white matter pathology that exists in PKU forebrain. Gross sections and electron microscopy showed that select tracts were hypomyelinated in adult PKU mouse forebrain but not hindbrain. The activity of 3-hydroxy-3-methylglutaryl coenzyme A reductase (HMGR), the rate controlling enzyme in the cholesterol biosynthetic pathway, was examined in isolated microsomes from forebrain, hindbrain, and liver to assess if perturbations in cholesterol biosynthesis were occurring. HMGR activity was normal in unaffected PKU hindbrain and was increased 2-4-fold in PKU liver compared to control. HMGR activity in the forebrain, however, was decreased by 30%. Because normal numbers of MBP-expressing glia (oligodendrocytes) were present, but the number of glia expressing HMGR was reduced by 40% in the hypomyelinated tracts, the decreased HMGR activity seemed to result from a down-regulation of HMGR expression in affected oligodendrocytes. Exposure of an oligodendrocyte-like glioma cell line to physiologically relevant elevated levels of Phe resulted in a 30% decrease in cholesterol synthesis, a 28% decrease in microsomal HMGR activity, and a 28% decrease in HMGR protein levels. Measurement of HMGR activity after addition of exogenous Phe to control brain microsomes revealed that Phe is a noncompetitive inhibitor of HMGR; physiologically relevant elevated levels of exogenous Phe inhibited HMGR activity by 30%. Taken together, these data suggest that HMGR is moderately inhibited in the PKU mouse. Unlike other cell types in the body, a subset of oligodendrocytes in the forebrain seems to be unable to overcome this inhibition. We speculate that this may be the cause of the observed pathology in PKU brain.
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Affiliation(s)
- S Shefer
- Department of Medicine/Liver Center, UMDNJ-New Jersey Medical School, Newark, NJ, USA
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Abstract
A little over 500 years ago, Vasco da Gama arrived on the west coast of India after the first direct sea voyage from Portugal with the intention of developing trade in spices, particularly in black pepper. Portugese took the merchandise, and much more; they ended up colonizing Goa. In 1999 delegates from all over the world came to this fabulous Goa for a symposium on antioxidants, some of which are natural products found in spices. Some views and queries on the interaction of antioxidants and radicals are presented.
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Affiliation(s)
- T Ramasarma
- Department of Biochemistry, Indian Institute of Science, Bangalore 560-12, India.
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Coleman PS, Chen LC, Sepp-Lorenzino L. Cholesterol metabolism and tumor cell proliferation. Subcell Biochem 1997; 28:363-435. [PMID: 9090301 DOI: 10.1007/978-1-4615-5901-6_13] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Affiliation(s)
- P S Coleman
- Boston Biomedical Research Institute, Laboratory of Metabolic Regulation, MA 02114, USA
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Liu L, Hudgins WR, Shack S, Yin MQ, Samid D. Cinnamic acid: a natural product with potential use in cancer intervention. Int J Cancer 1995; 62:345-50. [PMID: 7628877 DOI: 10.1002/ijc.2910620319] [Citation(s) in RCA: 114] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Cinnamic acid, a naturally occurring aromatic fatty acid of low toxicity, has a long history of human exposure. We now show that cinnamic acid induces cytostasis and a reversal of malignant properties of human tumor cells in vitro. The concentration causing a 50% reduction of cell proliferation (IC50) ranged from 1 to 4.5 mM in glioblastoma, melanoma, prostate and lung carcinoma cells. Using melanoma cells as a model, we found that cinnamic acid induces cell differentiation as evidenced by morphological changes and increased melanin production. Moreover, treated cells had reduced invasive capacity associated with modulation of expression of genes implicated in tumor metastasis (collagenase type IV, and tissue inhibitor metalloproteinase 2) and immunogenicity (HLA-A3, class-I major histocompatibility antigen). Further molecular analysis indicated that the anti-tumor activity of cinnamic acid may be due in part to the inhibition of protein isoprenylation known to block mitogenic signal transduction. The results presented here identify cinnamic acid as a new member of the aromatic fatty acid class of differentiation-inducers with potential use in cancer intervention.
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Affiliation(s)
- L Liu
- Differentiation Section, Clinical Pharmacology Branch, National Cancer Institute, Bethesda, MD 20892, USA
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Abstract
As indicated in the Introduction, the many significant developments in the recent past in our knowledge of the lipids of the nervous system have been collated in this article. That there is a sustained interest in this field is evident from the rather long bibliography which is itself selective. Obviously, it is not possible to summarize a review in which the chemistry, distribution and metabolism of a great variety of lipids have been discussed. However, from the progress of research, some general conclusions may be drawn. The period of discovery of new lipids in the nervous system appears to be over. All the major lipid components have been discovered and a great deal is now known about their structure and metabolism. Analytical data on the lipid composition of the CNS are available for a number of species and such data on the major areas of the brain are also at hand but information on the various subregions is meagre. Such investigations may yet provide clues to the role of lipids in brain function. Compared to CNS, information on PNS is less adequate. Further research on PNS would be worthwhile as it is amenable for experimental manipulation and complex mechanisms such as myelination can be investigated in this tissue. There are reports correlating lipid constituents with the increased complexity in the organization of the nervous system during evolution. This line of investigation may prove useful. The basic aim of research on the lipids of the nervous tissue is to unravel their functional significance. Most of the hydrophobic moieties of the nervous tissue lipids are comprised of very long chain, highly unsaturated and in some cases hydroxylated residues, and recent studies have shown that each lipid class contains characteristic molecular species. Their contribution to the properties of neural membranes such as excitability remains to be elucidated. Similarly, a large proportion of the phospholipid molecules in the myelin membrane are ethanolamine plasmalogens and their importance in this membrane is not known. It is firmly established that phosphatidylinositol and possibly polyphosphoinositides are involved with events at the synapse during impulse propagation, but their precise role in molecular terms is not clear. Gangliosides, with their structural complexity and amphipathic nature, have been implicated in a number of biological events which include cellular recognition and acting as adjuncts at receptor sites. More recently, growth promoting and neuritogenic functions have been ascribed to gangliosides. These interesting properties of gangliosides wIll undoubtedly attract greater attention in the future.(ABSTRACT TRUNCATED AT 400 WORDS)
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