1
|
Jiang W, Mooney MH, Shirali M. Unveiling the Genetic Landscape of Feed Efficiency in Holstein Dairy Cows: Insights into Heritability, Genetic Markers, and Pathways via Meta-Analysis. J Anim Sci 2024; 102:skae040. [PMID: 38354297 PMCID: PMC10957122 DOI: 10.1093/jas/skae040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 02/09/2024] [Indexed: 02/16/2024] Open
Abstract
Improving the feeding efficiency of dairy cows is a key component to improve the utilization of land resources and meet the demand for high-quality protein. Advances in genomic methods and omics techniques have made it possible to breed more efficient dairy cows through genomic selection. The aim of this review is to obtain a comprehensive understanding of the biological background of feed efficiency (FE) complex traits in purebred Holstein dairy cows including heritability estimate, and genetic markers, genes, and pathways participating in FE regulation mechanism. Through a literature search, we systematically reviewed the heritability estimation, molecular genetic markers, genes, biomarkers, and pathways of traits related to feeding efficiency in Holstein dairy cows. A meta-analysis based on a random-effects model was performed to combine reported heritability estimates of FE complex. The heritability of residual feed intake, dry matter intake, and energy balance was 0.20, 0.34, and 0.22, respectively, which proved that it was reasonable to include the related traits in the selection breeding program. For molecular genetic markers, a total of 13 single-nucleotide polymorphisms and copy number variance loci, associated genes, and functions were reported to be significant across populations. A total of 169 reported candidate genes were summarized on a large scale, using a higher threshold (adjusted P value < 0.05). Then, the subsequent pathway enrichment of these genes was performed. The important genes reported in the articles were included in a gene list and the gene list was enriched by gene ontology (GO):biological process (BP), and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways analysis. Three GO:BP terms and four KEGG terms were statistically significant, which mainly focused on adenosine triphosphate (ATP) synthesis, electron transport chain, and OXPHOS pathway. Among these pathways, involved genes such as ATP5MC2, NDUFA, COX7A2, UQCR, and MMP are particularly important as they were previously reported. Twenty-nine reported biological mechanisms along with involved genes were explained mainly by four biological pathways (insulin-like growth factor axis, lipid metabolism, oxidative phosphorylation pathways, tryptophan metabolism). The information from this study will be useful for future studies of genomic selection breeding and genetic structures influencing animal FE. A better understanding of the underlying biological mechanisms would be beneficial, particularly as it might address genetic antagonism.
Collapse
Affiliation(s)
- Wentao Jiang
- Institute for Global Food Security, School of Biological Sciences, Queen’s University Belfast, Belfast, BT9 5DL, UK
- Agri-Food and Biosciences Institute, Large Park, Hillsborough, BT26 6DR, UK
| | - Mark H Mooney
- Institute for Global Food Security, School of Biological Sciences, Queen’s University Belfast, Belfast, BT9 5DL, UK
| | - Masoud Shirali
- Institute for Global Food Security, School of Biological Sciences, Queen’s University Belfast, Belfast, BT9 5DL, UK
- Agri-Food and Biosciences Institute, Large Park, Hillsborough, BT26 6DR, UK
| |
Collapse
|
2
|
Dorji J, MacLeod IM, Chamberlain AJ, Vander Jagt CJ, Ho PN, Khansefid M, Mason BA, Prowse-Wilkins CP, Marett LC, Wales WJ, Cocks BG, Pryce JE, Daetwyler HD. Mitochondrial protein gene expression and the oxidative phosphorylation pathway associated with feed efficiency and energy balance in dairy cattle. J Dairy Sci 2020; 104:575-587. [PMID: 33162069 DOI: 10.3168/jds.2020-18503] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Accepted: 08/20/2020] [Indexed: 12/12/2022]
Abstract
Feed efficiency and energy balance are important traits underpinning profitability and environmental sustainability in animal production. They are complex traits, and our understanding of their underlying biology is currently limited. One measure of feed efficiency is residual feed intake (RFI), which is the difference between actual and predicted intake. Variation in RFI among individuals is attributable to the metabolic efficiency of energy utilization. High RFI (H_RFI) animals require more energy per unit of weight gain or milk produced compared with low RFI (L_RFI) animals. Energy balance (EB) is a closely related trait calculated very similarly to RFI. Cellular energy metabolism in mitochondria involves mitochondrial protein (MiP) encoded by both nuclear (NuMiP) and mitochondrial (MtMiP) genomes. We hypothesized that MiP genes are differentially expressed (DE) between H_RFI and L_RFI animal groups and similarly between negative and positive EB groups. Our study aimed to characterize MiP gene expression in white blood cells of H_RFI and L_RFI cows using RNA sequencing to identify genes and biological pathways associated with feed efficiency in dairy cattle. We used the top and bottom 14 cows ranked for RFI and EB out of 109 animals as H_RFI and L_RFI, and positive and negative EB groups, respectively. The gene expression counts across all nuclear and mitochondrial genes for animals in each group were used for differential gene expression analyses, weighted gene correlation network analysis, functional enrichment, and identification of hub genes. Out of 244 DE genes between RFI groups, 38 were MiP genes. The DE genes were enriched for the oxidative phosphorylation (OXPHOS) and ribosome pathways. The DE MiP genes were underexpressed in L_RFI (and negative EB) compared with the H_RFI (and positive EB) groups, suggestive of reduced mitochondrial activity in the L_RFI group. None of the MtMiP genes were among the DE MiP genes between the groups, which suggests a non-rate limiting role of MtMiP genes in feed efficiency and warrants further investigation. The role of MiP, particularly the NuMiP and OXPHOS pathways in RFI, was also supported by our gene correlation network analysis and the hub gene identification. We validated the findings in an independent data set. Overall, our study suggested that differences in feed efficiency in dairy cows may be linked to differences in cellular energy demand. This study broadens our knowledge of the biology of feed efficiency in dairy cattle.
Collapse
Affiliation(s)
- Jigme Dorji
- School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, Australia, 3083; Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083.
| | - Iona M MacLeod
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083
| | - Amanda J Chamberlain
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083
| | - Christy J Vander Jagt
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083
| | - Phuong N Ho
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083
| | - Majid Khansefid
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083
| | - Brett A Mason
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083
| | - Claire P Prowse-Wilkins
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083; Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Victoria, Australia, 3010
| | - Leah C Marett
- Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Victoria, Australia, 3010; Agriculture Victoria, Ellinbank Dairy Centre, Ellinbank, Victoria, Australia, 3821
| | - William J Wales
- Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Victoria, Australia, 3010; Agriculture Victoria, Ellinbank Dairy Centre, Ellinbank, Victoria, Australia, 3821
| | - Benjamin G Cocks
- School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, Australia, 3083; Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083
| | - Jennie E Pryce
- School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, Australia, 3083; Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083
| | - Hans D Daetwyler
- School of Applied Systems Biology, La Trobe University, Bundoora, Victoria, Australia, 3083; Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, Victoria, Australia, 3083
| |
Collapse
|
3
|
Kim HJ, Khalimonchuk O, Smith PM, Winge DR. Structure, function, and assembly of heme centers in mitochondrial respiratory complexes. BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR CELL RESEARCH 2012; 1823:1604-16. [PMID: 22554985 DOI: 10.1016/j.bbamcr.2012.04.008] [Citation(s) in RCA: 154] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2012] [Revised: 04/11/2012] [Accepted: 04/13/2012] [Indexed: 10/28/2022]
Abstract
The sequential flow of electrons in the respiratory chain, from a low reduction potential substrate to O(2), is mediated by protein-bound redox cofactors. In mitochondria, hemes-together with flavin, iron-sulfur, and copper cofactors-mediate this multi-electron transfer. Hemes, in three different forms, are used as a protein-bound prosthetic group in succinate dehydrogenase (complex II), in bc(1) complex (complex III) and in cytochrome c oxidase (complex IV). The exact function of heme b in complex II is still unclear, and lags behind in operational detail that is available for the hemes of complex III and IV. The two b hemes of complex III participate in the unique bifurcation of electron flow from the oxidation of ubiquinol, while heme c of the cytochrome c subunit, Cyt1, transfers these electrons to the peripheral cytochrome c. The unique heme a(3), with Cu(B), form a catalytic site in complex IV that binds and reduces molecular oxygen. In addition to providing catalytic and electron transfer operations, hemes also serve a critical role in the assembly of these respiratory complexes, which is just beginning to be understood. In the absence of heme, the assembly of complex II is impaired, especially in mammalian cells. In complex III, a covalent attachment of the heme to apo-Cyt1 is a prerequisite for the complete assembly of bc(1), whereas in complex IV, heme a is required for the proper folding of the Cox 1 subunit and subsequent assembly. In this review, we provide further details of the aforementioned processes with respect to the hemes of the mitochondrial respiratory complexes. This article is part of a Special Issue entitled: Cell Biology of Metals.
Collapse
Affiliation(s)
- Hyung J Kim
- University of Utah Health Sciences Center, Department of Medicine, Salt Lake City, UT 84132, USA
| | | | | | | |
Collapse
|
4
|
Suthammarak W, Yang YY, Morgan PG, Sedensky MM. Complex I function is defective in complex IV-deficient Caenorhabditis elegans. J Biol Chem 2008; 284:6425-35. [PMID: 19074434 DOI: 10.1074/jbc.m805733200] [Citation(s) in RCA: 63] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Cytochrome c oxidase (COX) is hypothesized to be an important regulator of oxidative phosphorylation. However, no animal phenotypes have been described due to genetic defects in nuclear-encoded subunits of COX. We knocked down predicted homologues of COX IV and COX Va in the nematode Caenorhabditis elegans. Animals treated with W09C5.8 (COX IV) or Y37D8A.14 (COX Va) RNA interference had shortened lifespans and severe defects in mitochondrial respiratory chain function. Amount and activity of complex IV, as well as supercomplexes that included complex IV, were decreased in COX-deficient worms. The formation of supercomplex I:III was not dependent on COX. We found that COX deficiencies decreased intrinsic complex I enzymatic activity, as well as complex I-III enzymatic activity. However, overall amounts of complex I were not decreased in these animals. Surprisingly, intrinsic complex I enzymatic activity is dependent on the presence of complex IV, despite no overall decrease in the amount of complex I. Presumably the association of complex I with complex IV within the supercomplex I:III:IV enhances electron flow through complex I. Our results indicate that reduction of a single subunit within the electron transport chain can affect multiple enzymatic steps of electron transfer, including movement within a different protein complex. Patients presenting with multiple defects of electron transport may, in fact, harbor a single genetic defect.
Collapse
Affiliation(s)
- Wichit Suthammarak
- Department of Genetics, Case Western Reserve University, and Department of Anesthesiology, University Hospital, Cleveland, OH, USA
| | | | | | | |
Collapse
|
5
|
Diaz F, Fukui H, Garcia S, Moraes CT. Cytochrome c oxidase is required for the assembly/stability of respiratory complex I in mouse fibroblasts. Mol Cell Biol 2006; 26:4872-81. [PMID: 16782876 PMCID: PMC1489173 DOI: 10.1128/mcb.01767-05] [Citation(s) in RCA: 185] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2005] [Revised: 10/30/2005] [Accepted: 04/18/2006] [Indexed: 11/20/2022] Open
Abstract
Cytochrome c oxidase (COX) biogenesis requires COX10, which encodes a protoheme:heme O farnesyl transferase that participates in the biosynthesis of heme a. We created COX10 knockout mouse cells that lacked cytochrome aa3, were respiratory deficient, had no detectable complex IV activity, and were unable to assemble COX. Unexpectedly, the levels of respiratory complex I were markedly reduced in COX10 knockout clones. Pharmacological inhibition of COX did not affect the levels of complex I, and transduction of knockout cells with lentivirus expressing wild-type or mutant COX10 (retaining residual activity) restored complex I to normal levels. Pulse-chase experiments could not detect newly assembled complex I, suggesting that either COX is required for assembly of complex I or the latter is quickly degraded. These results suggest that in rapidly dividing cells, complex IV is required for complex I assembly or stability.
Collapse
Affiliation(s)
- Francisca Diaz
- Department of Neurology, University of Miami School of Medicine, 1095 NW 14 Terrace, Miami, FL 33136, USA
| | | | | | | |
Collapse
|
6
|
Diaz F, Thomas CK, Garcia S, Hernandez D, Moraes CT. Mice lacking COX10 in skeletal muscle recapitulate the phenotype of progressive mitochondrial myopathies associated with cytochrome c oxidase deficiency. Hum Mol Genet 2005; 14:2737-48. [PMID: 16103131 PMCID: PMC2778476 DOI: 10.1093/hmg/ddi307] [Citation(s) in RCA: 129] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
We have created a mouse model with an isolated cytochrome c oxidase (COX) deficiency by disrupting the COX10 gene in skeletal muscle. Missense mutations in COX10 have been previously associated with mitochondrial disorders. Cox10p is a protoheme:heme-O-farnesyl transferase required for the synthesis of heme a, the prosthetic group of the catalytic center of COX. COX10 conditional knockout mice were generated by crossing a LoxP-tagged COX10 mouse with a transgenic mouse expressing cre recombinase under the myosin light chain 1f promoter. The COX10 knockout mice were healthy until approximately 3 months of age when they started developing a slowly progressive myopathy. Surprisingly, even though COX activity in COX10 KO muscles was <5% of control muscle at 2.5 months, these muscles were still able to contract at 80-100% of control maximal forces and showed only a 10% increase in fatigability, and no signs of oxidative damage or apoptosis were detected. However, the myopathy worsened with time, particularly in female animals. This COX10 KO mouse allowed us to correlate the muscle function with residual COX activity, an estimate that can help predict the progression pattern of human mitochondrial myopathies.
Collapse
Affiliation(s)
- Francisca Diaz
- Department of Neurology, University of Miami Miller School of Medicine, 1095 NW 14th Terrace, Miami, FL 33136, USA
| | - Christine K. Thomas
- Department of Neurological Surgery, The Miami Project to Cure Paralysis, University of Miami Miller School of Medicine, 1095 NW 14th Terrace, Miami, FL 33136, USA
- Department of Physiology and Biophysics, University of Miami Miller School of Medicine, 1095 NW 14th Terrace, Miami, FL 33136, USA
| | - Sofia Garcia
- Department of Neurology, University of Miami Miller School of Medicine, 1095 NW 14th Terrace, Miami, FL 33136, USA
| | - Dayami Hernandez
- Department of Neurology, University of Miami Miller School of Medicine, 1095 NW 14th Terrace, Miami, FL 33136, USA
| | - Carlos T. Moraes
- Department of Neurology, University of Miami Miller School of Medicine, 1095 NW 14th Terrace, Miami, FL 33136, USA
- Department of Cell Biology and Anatomy, University of Miami Miller School of Medicine, 1095 NW 14th Terrace, Miami, FL 33136, USA
- To whom correspondence should be addressed. Tel: +1 3052435858; Fax: +1 3052433914.
| |
Collapse
|
7
|
Rogers MS, Dooley DM. Posttranslationally modified tyrosines from galactose oxidase and cytochrome c oxidase. ADVANCES IN PROTEIN CHEMISTRY 2002; 58:387-436. [PMID: 11665492 DOI: 10.1016/s0065-3233(01)58009-2] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/22/2023]
Affiliation(s)
- M S Rogers
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, Montana 59717, USA
| | | |
Collapse
|
8
|
Naruta Y, Sasaki T, Tani F, Tachi Y, Kawato N, Nakamura N. Heme-Cu complexes as oxygen-activating functional models for the active site of cytochrome c oxidase. J Inorg Biochem 2001; 83:239-46. [PMID: 11293543 DOI: 10.1016/s0162-0134(00)00170-7] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Tri(2-pyridylmethyl)amineCu complex-linked iron meso-tetraphenylporphyine derivatives were prepared to model the active site of cytochrome c oxidase. Exposure to oxygen converted the reduced forms of the complexes to the corresponding stable mu-peroxo species in spite of the presence of three coordination sites, two on the heme and one on the Cu. The oxy forms were characterized spectroscopically. Kinetic analyses of the oxygenation reactions of the reduced forms suggests that preferential O2 binding occurs at the Cu site over the heme. This mechanism is also supported by examination of the redox potentials of the two metal ions. Since the peroxy complexes of the models exhibit a structure similar to that of the previously reported fully-oxidized form, the relevance of the model chemistry to the enzyme reaction is discussed.
Collapse
Affiliation(s)
- Y Naruta
- Institute for Fundamental Research of Organic Chemistry, Kyushu University, Fukuoka, Japan.
| | | | | | | | | | | |
Collapse
|
9
|
Gunner MR, Alexov E. A pragmatic approach to structure based calculation of coupled proton and electron transfer in proteins. BIOCHIMICA ET BIOPHYSICA ACTA 2000; 1458:63-87. [PMID: 10812025 DOI: 10.1016/s0005-2728(00)00060-8] [Citation(s) in RCA: 67] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The coupled motion of electrons and protons occurs in many proteins. Using appropriate tools for calculation, the three-dimensional protein structure can show how each protein modulates the observed electron and proton transfer reactions. Some of the assumptions and limitations involved in calculations that rely on continuum electrostatics to calculate the energy of charges in proteins are outlined. Approaches that mix molecular mechanics and continuum electrostatics are described. Three examples of the analysis of reactions in photosynthetic reaction centers are given: comparison of the electrochemistry of hemes in different sites; analysis of the role of the protein in stabilizing the early charge separated state in photosynthesis; and calculation of the proton uptake and protein motion coupled to the electron transfer from the primary (Q(A)) to secondary (Q(B)) quinone. Different mechanisms for stabilizing intra-protein charged cofactors are highlighted in each reaction.
Collapse
Affiliation(s)
- M R Gunner
- Physics Department City College of New York, New York, NY 10031, USA
| | | |
Collapse
|
10
|
Poulos TL, Li H, Raman CS. Heme-mediated oxygen activation in biology: cytochrome c oxidase and nitric oxide synthase. Curr Opin Chem Biol 1999; 3:131-7. [PMID: 10348620 DOI: 10.1016/s1367-5931(99)80024-6] [Citation(s) in RCA: 42] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Major advances have been made in our understanding of cytochrome c oxidase owing to continued crystallographic work on important intermediates. This, together with a wealth of data derived from selective mutations and sophisticated spectroscopic probes, has provided significant new insights into oxidase dioxygen chemistry and proton pumping activities. Recent advances have also been made for nitric oxide synthase, owing to the crystal structure determination of the heme domain for two of three nitric oxide synthase isoforms.
Collapse
Affiliation(s)
- T L Poulos
- Department of Molecular Biology and Biochemistry, University of California, Irvine 92697-3900, USA
| | | | | |
Collapse
|
11
|
Collman JP, Rapta M, Bröring M, Raptova L, Schwenninger R, Boitrel B, Fu L, L'Her M. Close Structural Analogues of the Cytochrome c Oxidase Fea3/CuB Center Show Clean 4e- Electroreduction of O2 to H2O at Physiological pH. J Am Chem Soc 1999. [DOI: 10.1021/ja983351a] [Citation(s) in RCA: 72] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- James P. Collman
- Department of Chemistry, Stanford University Stanford, California 94305
| | - Miroslav Rapta
- Department of Chemistry, Stanford University Stanford, California 94305
| | - Martin Bröring
- Department of Chemistry, Stanford University Stanford, California 94305
| | - Lubica Raptova
- Department of Chemistry, Stanford University Stanford, California 94305
| | | | - Bernard Boitrel
- Department of Chemistry, Stanford University Stanford, California 94305
| | - Lei Fu
- Department of Chemistry, Stanford University Stanford, California 94305
| | - Maurice L'Her
- Department of Chemistry, Stanford University Stanford, California 94305
| |
Collapse
|
12
|
|
13
|
Abstract
Cytochrome c oxidase couples electron transfer to proton transfer from inside the mitochondrion to the cytosol. Protons pass through a channel; it is closed except when protons are pumped. Electron transfer is also coupled to a water cycle. Water moves into and out of the oxidase during electron transfer, presumably through a channel. The three processes are coupled because of the common dependence on electron transfer. If water and protons had to pass through the same channel for the proton to pass, it might be possible to block the pore by entraining small molecules in the flow. The data in this report indicate that there is a correlation between the ability of a compound to inhibit the oxidase and its size. Formamide and formaldehyde are potent inhibitors. Larger and smaller molecules are poor inhibitors. Formamide introduces an internal block in electron transfer. It is a slow-onset, reversible inhibitor, dependent on turnover to manifest its effects. Vesicular oxidase is less influenced by formamide than is soluble oxidase; formamide must pass a permeability barrier to act. The data are consistent with a proton channel with constrictions at both ends that open to yield a pore of approximately 4 A.
Collapse
Affiliation(s)
- J A Kornblatt
- Enzyme Research Group, Department of Biology, Concordia University, Montréal, Québec H3G 1M8, Canada.
| |
Collapse
|
14
|
Diederichs K, Freigang J, Umhau S, Zeth K, Breed J. Prediction by a neural network of outer membrane beta-strand protein topology. Protein Sci 1998; 7:2413-20. [PMID: 9828008 PMCID: PMC2143870 DOI: 10.1002/pro.5560071119] [Citation(s) in RCA: 73] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
An artificial neural network (NN) was trained to predict the topology of bacterial outer membrane (OM) beta-strand proteins. Specifically, the NN predicts the z-coordinate of Calpha atoms in a coordinate frame with the outer membrane in the xy-plane, such that low z-values indicate periplasmic turns, medium z-values indicate transmembrane beta-strands, and high z-values indicate extracellular loops. To obtain a training set, seven OM proteins (porins) with structures known to high resolution were aligned with their pores along the z-axis. The relationship between Calpha z-values and topology was thereby established. To predict the topology of other OM proteins, all seven porins were used for the training set. Z-values (topologies) were predicted for two porins with hitherto unknown structure and for OM proteins not belonging to the porin family, all with insignificant sequence homology to the training set. The results of topology prediction compare favorably with experimental topology data.
Collapse
|