| Literature DB >> 30950202 |
Zhenkun Liu1, Song Xu2, Lu Li1, Xiaorong Zhong1, Chun Chen2, Yaguang Fan2, Wang Shen2, Lingling Zu2, Feng Xue1, Min Wang2, Qinghua Zhou1,2.
Abstract
BACKGROUND: Lung cancer is a highly aggressive cancer with a poor prognosis and is associated with distant metastasis; however, there are no clinically recognized biomarkers for the early diagnosis and prediction of lung cancer metastasis. We sought to identify the differential mitochondrial protein profiles and understand the molecular mechanisms governing lung cancer metastasis.Entities:
Keywords: Cancer metastasis; lung cancer; mitochondrial protein; proteomics
Mesh:
Substances:
Year: 2019 PMID: 30950202 PMCID: PMC6501018 DOI: 10.1111/1759-7714.13052
Source DB: PubMed Journal: Thorac Cancer ISSN: 1759-7706 Impact factor: 3.500
Primers of real‐time PCR analysis
| Protein ID | Gene symbol | Forward Primer | Reverse Primer |
|---|---|---|---|
| 1405 | CAMSAP1 | ATATGCTGTATGCGCCATTAGTG | GGGCTGAACAAAATCTGGCTT |
| 1451 | MRPL1 | GGAAGGCGAACCTGAGGATG | TGCCATATCCAGTGTCAAATCAA |
| 917 | GLS | CACTCAAATCTACAGGATTGCGA | CTCCAGACTGCTTTTTAGCACTT |
| 1526 | ATPAF1 | TCAAATGTGTGGAACAGAAGACA | TGCGTAGACTGTATCTTTTGCTG |
| 799 | ME 2 | CTCTGTAACACCCGGCATATTAG | GGTGGGTAAAGTCTCCCTTGG |
| 1685 | FAM82B | TCAGTTGCTAACCCAATACAAGG | CTCTTCTGAGGTTCTGCTAAGC |
| 1088 | PDHA1 | TCGCAGAGCTTACAGGACGA | ACTTACAGGCTAGAGCAATCCC |
| 1172 | ACADM | GGAGATCACAGCATACAAAAGCC | TTAGGGGGACTGGATATTCACC |
| 1594 | ABHD11 | TCCGCTTTCCTACAGGCTTCT | GAAGAGCCCGTGCAAAAAGA |
| 1678 | HSD17B10 | AAGAAGTTAGGAAACAACTGCGT | CAGGCGGATCACATTGAAGGT |
| 1095 | UQCRC1 | CGGTGGGAGTGTGGATTGATG | GCCGATTCTTTGTTCCCTTGA |
| 923 | DLD | GAAATGTCCGAAGTTCGCTTGA | TCAGCTTTCGTAGCAGTGACT |
| 923 | SAMM50 | CAAGTGGACCTGATTTTGGAGG | AGACGGAGCAATTTTTCACGG |
| 1563 | COQ5 | AGAGCTGGACTTGCATGGGTA | GGGGATTGTTCACTTGGCTAAAT |
| 1356 | MRPL39 | CCGACAGAATTGACAGAAATGCG | CTTCTCAGTTCGGGGAGTTAATG |
| 1606 | AK2B | AAGCCTACCACACTCAAACCA | GCTTGCGAACACGACATCG |
| 740 | MIPEP | TCTTACCAGAACACATTCGTCG | CTGCTGCTGAGCAATTCTTCTA |
| 1664 | APOA1BP | GTGTCCTGAAGGGACTCACTG | CCCAGGTAATGGTAGCGACC |
| 1916 | NDUFA5 | AGGAAATCCCTAAAAATGCAGCA | TCTTCCACTAATGGCTCCCATA |
| 1660 | UQCRFS1 | TGCTTCTGTTTGTTATTCCCACA | AAACCTTTCCTAGCCTCGCTG |
| 1169 | MRPL38 | AACAGTGACATCGACTTGAGC | CCCGAAATACTCTCGGTAGGTC |
| 1301 | TIMM50 | GACGAAAATGGTGCCAAGAT | TAGGGTGGCTGGTAGTACGG |
| 1093 | FH | ATGGTCTTGATCCAAAGATTGCT | TGATCCAGTCTGCCATACCAC |
| 1138 | CS | CCATCCACAGTGACCATGAG | CTTTGCCAACTTCCTTCTGC |
| 1665 | NDUFS3 | ACTGTCAGACCACGGAATGAT | CCCTGAGGAAAGTCAGCACTG |
| 1932 | ATP5J | GTTCTCCTCTGTCATTCGGTCA | CCAGCTCTTGCTGATACTCTGAA |
| 1553 | PHB | GGCTGAGCAACAGAAAAAGG | GCTGGCAGGTAGGTGATGTT |
| 1586 | AK2a | TGCAAGCCTACCACACTCAAA | GACATCGGGGGTCTGGGAT |
| 962 | LAP3 | CACACGTTTAACCCGAAGGT | AGAGAGGCATCCTCCAGACA |
| 1227 | CECR5 | CCACAGAGTGATCCCTGCTG | CGCTTCTCATGGTACTCGGA |
| 1589 | DCI PROTEIN | AACCCCAGGTACTGCATAGGA | CAACCAGAAAGGGGCGATGAT |
| 1296 | Coprox | AAGGCTGGGGTGAGCATTTC | GATTCTTGGGGTGGATAACAGAG |
| 971 | ALDH7A1 | TGGGCAGATATTCCTGCTCCA | CCCACACCTTCCACTAAGATTTT |
| 1717 | PRDX3 | GCCGTTGTCAATGGAGAGTTC | GCAAGATGGCTAAAGTGGGAA |
| 1139 | NDUFS2 | GGAGTCCGATTGCCGATTCAG | GGGCTGTTTCTTTGCTTGGG |
| 709 | GPD2 | TGAACCTGGCCTATGTTAAAGC | GGCTGTTTTTAGTCCTCTGGTG |
| 1756 | SOD2 | AACCTCAGCCCTAACGGTG | AGCAGCAATTTGTAAGTGTCCC |
| Endogenous gene | GAPDH | AGCCGAGCCACATCGCT | GGCAACAATATCCACTTTACCAGAGT |
GAPDH, glyceraldehyde 3‐phosphate dehydrogenase.
Figure 1Representative Western blot analysis of mitochondria‐enriched fraction. PCNA was used as a nuclear marker and cytochrome c as a mitochondrial marker. Proteins (50 μg) were loaded per lane and detection was performed using electrochemiluminescence.
Figure 2Differential expression of mitochondrial proteins in NL9980 and L9981 cell lines. (a–d) DeCyder software output of typical two‐dimensional differential in gel electrophoresis images of the mitochondrial proteins in NL9980 and L9981 cell lines; the protein lysates are labeled with either Cy3 (green) or Cy5 (red), respectively. (e) Identification of differentially expressed proteins. (f–g) Three‐dimensional images of HSD17B10 and PRDX3, which show that HSD17B10 and PRDX3 levels are higher in NL9980 compared to L9981 cell lines (f) Results of matrix assisted laser desorption‐ionization‐time of flight mass spectrometry analysis of protein spots of HSD17B10 and PRDX3 by peptide mass fingerprinting analysis.
Differentially expressed mitochondria proteins between NL9980 and L9981, identified by mass spectrometry
| Master No. | Accession No. |
| Av. Ratio | Protein name | Reported molecular function | Calculated PI value | Nominal mass (Mr) | Sequence covered (%) | Score |
|---|---|---|---|---|---|---|---|---|---|
| 625 | gi|5822580 | 0.00074 | −10.41 | Chain A, crystal structure of the human Pax‐6 Paired domain‐DNA complex reveals a general model for Pax protein‐DNA interactions | 9.86 | 14 744 | 45 | 66 | |
| 1405 | gi|186659512 | 0.00016 | −8.63 | CAMSAP1 | Cytoskeleton organization | 6.28 | 179 230 | 6 | 67 |
| 1423 | gi|83405782 | 0.000085 | −7.35 | VEPH1 | 6.28 | 90 436 | 9 | 66 | |
| 1339 | gi|4324699 | 0.00019 | −7.25 | NUMA1 | Structural molecule activity, lung epithelial cell differentiation | 10.56 | 31 952 | 37 | 68 |
| 1324 | gi|4457970 | 0.000085 | −7.01 | tn88b03.x1 NCI_CGAP_Ut2 | 9.46 | 10 934 | 60 | 92 | |
| 1490 | gi|77939099 | 0.0012 | −6.53 | MCF7RNAL18G24TF Human MCF7 breast cancer cell line near full length normalized library (MCF7_EST) Homo sapiens cDNA clone MCF7_RNA_L_18_G24 mRNA sequence | 5.44 | 19 514 | 34 | 92 | |
| 1424 | gi|55666319 | 0.00024 | −6.41 | CASK (MAGUK family) | Glycogen biosynthetic process, protein amino acid phosphorylation, intracellular protein transport, cell adhesion | 5.83 | 67 245 | 18 | 74 |
| 1831 | gi|5454090 | 0.0038 | −6.37 | SSR4 | Intracellular protein transport | 5.76 | 19 158 | 35 | 111 |
| 1170 | gi|77935996 | 0.000097 | −6.32 | MCF7RNAL16B02TR Human MCF7 breast cancer cell line near full length normalized library (MCF7_EST) Homo sapiens cDNA clone MCF7_RNA_L_16_B02, mRNA sequence | 6.17 | 23 959 | 42 | 122 | |
| 1036 | gi|76827262 | 0.000097 | −6.1 | ETV2 | Regulation of transcription, DNA‐dependent | 9.16 | 17 837 | 30 | 67 |
| 1420 | gi|34536332 | 0.000097 | −5.54 | GFAP | Structural constituent of cytoskeleton | 5.84 | 49 533 | 12 | 54 |
| 1420 | gi|34782991 | 0.000097 | −5.54 | INPP5B | Signal transduction, microtubule cytoskeleton, metal ion binding | 5.44 | 85 202 | 8 | 54 |
| 1451 | gi|74733472 | 0.00099 | −4.16 | MRPL1 | Translation, RNA binding, structural constituent of ribosome | 8.19 | 34 602 | 27 | 78 |
| 1629 | gi|49119653 | 0.00049 | −1.67 | YWHAZ | Protein targeting mitochondrion, anti‐apoptosis, signal transduction | 4.72 | 30 100 | 38 | 100 |
| 1343 | gi|13786630 | 0.017 | −1.58 | Chain A, crystallographic structure of human branched chain amino acid aminotransferase (mitochondrial) complexed with PLP at 1.95 angstroms (orthorhombic form) | Valine, leucine, and isoleucine degradation and biosynthesis, pantothenate and CoA biosynthesis | 8.48 | 41 635 | 29 | 94 |
| 685 | gi|18677024 | 0.01 | −1.24 | PDE2 | 6.33 | 59 567 | 31 | 87 | |
| 685 | gi|50513540 | 0.01 | −1.24 | Chain A, Moesin FERM domain bound to EBP50 C‐terminal peptide | Regulation of lymphocyte migration | 9.03 | 35 010 | 32 | 75 |
| 917 | gi|6002671 | 0.00084 | 3.82 | GAC | Glutamine metabolic process | 6.05 | 58 678 | 17 | 98 |
| 1431 | gi|21361454 | 0.00032 | 3.25 | PYCR2 | Amino acid biosynthetic process, electron transport | 7.66 | 33 958 | 35 | 116 |
| 670 | gi|14149738 | 0.0032 | 2.8 | Neurolysin | Proteolysis | 6.21 | 81 341 | 40 | 200 |
| 1526 | gi|110349780 | 0.0012 | 2.58 | ATPAF1 isoform 1 precursor | 8.12 | 36 756 | 33 | 180 | |
| 799 | gi|4505145 | 0.00033 | 2.54 | ME2, NAD(+)‐dependent, mitochondrial | Malate metabolic process, metabolic process | 7.53 | 66 029 | 37 | 166 |
| 1434 | gi|74733472 | 0.00026 | 2.45 | MRPL1 | Translation, RNA binding, structural constituent of ribosome | 8.19 | 34 602 | 33 | 84 |
| 580 | gi|46249758 | 0.00026 | 2.39 | Ezrin | Epithelial cell differentiation, actin filament binding | 5.94 | 69 313 | 28 | 154 |
| 1685 | gi|119612044 | 0.0045 | 2.39 | FAM82B, isoform CRA_a | Binding | 6.21 | 31 180 | 20 | 70 |
| 1088 | gi|62897039 | 0.00085 | 2.36 | PDC (lipoamide) alpha 1 variant | Acetyl‐CoA metabolic process, glycolysis, metabolic process | 8.35 | 43 934 | 40 | 130 |
| 1088 | gi|119572383 | 0.00085 | 2.36 | TUFM‐1, isoform CRA_b | Cell proliferation, mitochondria translation | 6.14 | 37 775 | 26 | 54 |
| 1172 | gi|4557231 | 0.00088 | 2.19 | ACAD C‐4 to C‐12 straight chain isoform, a precursor | Electron transport, lipid metabolic process | 8.61 | 47 015 | 44 | 198 |
| 1594 | gi|40226380 | 0.00024 | 2.19 | ABHD11 | Proteolysis, aromatic compound metabolic process | 9.24 | 34 310 | 28 | 115 |
| 1678 | gi|83715985 | 0.000097 | 2.12 | HSD17B10 isoform 2 | Lipid metabolic, metabolic, enterobactin biosynthetic, and cellular metabolic processes | 6.73 | 26 196 | 67 | 142 |
| 1095 | gi|46593007 | 0.00029 | 2.09 | UQCRC1 | Electron transport, oxidative phosphorylation, proteolysis, transport, aerobic respiration | 5.94 | 53 297 | 35 | 118 |
| 923 | gi|62088 986 | 0.001 | 2.04 | DLD, variant | Electron transport, transfer RNA processing, cell redox homeostasis | 8.71 | 56 129 | 22 | 99 |
| 923 | gi|14043738 | 0.001 | 2.04 | SAMM50 | Biological process | 6.44 | 52 271 | 39 | 133 |
| 1563 | gi|116063536 | 0.00049 | 2.02 | COQ5 | Ubiquinone biosynthetic process, metabolic process | 6.47 | 37 402 | 45 | 152 |
| 736 | gi|62089196 | 0.0076 | 1.96 | TRAP1 | Protein targeting | 8.32 | 80 228 | 27 | 123 |
| 1356 | gi|33337737 | 0.0024 | 1.91 | MRPL39 | TRAP1 variant | 8.00 | 38 695 | 32 | 138 |
| 709 | gi|119631857 | 0.00085 | 1.91 | GPD2 (mitochondrial), isoform CRA_a | Glucose catabolic process, glycerol‐3‐phosphate metabolic process, gluconeogenesis, electron transport, insulinoma, non‐insulin‐dependent diabetes mellitus | 7.23 | 79 202 | 23 | 97 |
| 1606 | gi|7524346 | 0.0001 | 1.89 | AK2 isoform b | Nucleobase, nucleoside, nucleotide, and nucleic acid metabolic process | 7.71 | 25 769 | 43 | 127 |
| 740 | gi|156105687 | 0.0012 | 1.88 | MIP | Proteolysis, mitochondrial protein processing | 6.6 | 81 357 | 19 | 80 |
| 1664 | gi|119573328 | 0.0017 | 1.88 | APOA1 isoform CRA_c | Biological process | 5.27 | 26 369 | 46 | 118 |
| 1302 | gi|46593007 | 0.0013 | 1.86 | UQCRC1 | Electron transport, oxidative phosphorylation, proteolysis, transport, aerobic respiration | 5.94 | 53 297 | 42 | 166 |
| 1916 | gi|4826848 | 0.00018 | 1.86 | NDUFA5 | Electron transport, mitochondrial electron transport, NADH to ubiquinone | 5.75 | 13 507 | 42 | 124 |
| 1660 | gi|45768728 | 0.000097 | 1.85 | UQCRFS1 | Electron transport, transport | 8.55 | 29 958 | 29 | 112 |
| 1169 | gi|15342081 | 0.00032 | 1.84 | MRPL38 | 6.2 | 41 017 | 52 | 200 | |
| 572 | gi|4505257 | 0.00037 | 1.79 | Moesin | Cell motility | 6.08 | 67 892 | 29 | 100 |
| 1589 | gi|16307101 | 0.0025 | 1.69 | DCI | Lipid metabolism | 6.32 | 27 250 | 32 | 114 |
| 1301 | gi|14290586 | 0.00024 | 1.69 | TIMM50 | Protein amino acid dephosphorylation, mitochondrial membrane organization and biogenesis, protein transport, intracellular protein transport across a membrane | 8.56 | 39 014 | 38 | 190 |
| 1093 | gi|19743875 | 0.00055 | 1.66 | FH precursor | Tricarboxylic acid cycle, fumarate metabolic process, cell cycle, negative regulation of progression, homeostasis of number of cells within a tissue through cell cycle | 8.85 | 54 773 | 33 | 158 |
| 1139 | gi|4758786 | 0.00065 | 1.66 | NDUFS2 | Electron transport, mitochondrial electron transport, NADH to ubiquinone, response to oxidative stress | 7.21 | 52 911 | 27 | 105 |
| 1138 | gi|48257138 | 0.00091 | 1.65 | Citrate synthase | Carbohydrate metabolic process, tricarboxylic acid cycle | 6.49 | 45 758 | 18 | 82 |
| 1665 | gi|5138999 | 0.0015 | 1.65 | NADH‐Ubiquinone reductase | Electron transport, mitochondrial electron transport, NADH to ubiquinone, oxygen and reactive oxygen, pathogenesis, induction of apoptosis species metabolic process | 7.77 | 30 401 | 51 | 252 |
| 1932 | gi|18644883 | 0.0036 | 1.65 | ATP5PF, mitochondrial isoform a precursor | Generation of precursor metabolites and energy, ion transport, ATP synthesis‐coupled proton transport, proton transport | 9.52 | 12 580 | 54 | 94 |
| 1553 | gi|4505773 | 0.0011 | 1.64 | PHB | Regulation of progression through cell cycle, DNA replication, signal transduction, negative regulation of cell proliferation, negative regulation of transcription | 5.57 | 29 843 | 41 | 162 |
| 1586 | gi|4502013 | 0.000097 | 1.64 | AK2 isoform A | Nucleobase, nucleoside, nucleotide, and nucleic acid metabolic process | 7.67 | 26 689 | 35 | 104 |
| 1142 | gi|704416 | 0.0081 | 1.62 | EF‐Tu | DNA/RNA/protein synthesis | 7.7 | 49 851 | 3 | 37 |
| 971 | gi|116241244 | 0.0007 | 1.61 | ALDH7A1 | Aldehyde dehydrogenase (NAD) activity, L‐aminoadipate‐semialdehyde dehydrogenase activity, oxidoreductase activity | 6.44 | 55 845 | 25 | 73 |
| 1227 | gi|21914862 | 0.00038 | 1.54 | CECR5 | 3.33333E+13 | 6.43 | 43 845 | 41 | 129 |
| 1717 | gi|119569781 | 0.00043 | 1.53 | PRDX3, isoform CRA_a | Activation of NF‐kappaB transcription factor | 5.73 | 24 941 | 49 | 84 |
| 1296 | gi|433888 | 0.0026 | 1.48 | CPOX | Porphyrin and chlorophyll metabolism | 6.68 | 40 847 | 53 | 238 |
| 986 | gi|122065129 | 0.0057 | 1.4 | ALDH3B1 (ALDH class 2) | Glycolysis/gluconeogenesis | 6.36 | 57 658 | 24 | 133 |
| 962 | gi|37588925 | 0.00079 | 1.39 | LAP3 | 3.33333E+13 | 6.80 | 54 754 | 49 | 197 |
| 973 | gi|119577249 | 0.019 | 1.31 | SARS2, isoform CRA_b | 8.80 | 61 018 | 33 | 123 | |
| 973 | gi|119595468 | 0.019 | 1.31 | NARS2 (mitochondrial) (putative), isoform CRA_b | 6.79 | 53 699 | 15 | 66 | |
| 1756 | gi|38503339 | 0.0018 | 1.26 | SOD [Mn], mitochondrial | Superoxide dismutase activity, manganese superoxide dismutase activity, oxidoreductase activity, manganese ion binding, metal ion binding | 6.86 | 22 304 | 43 | 93 |
T‐test and Av. Ratio:NL9980/L9981.
Figure 3Enriched biological processes of differentially expressed mitochondrial proteins between NL9980 and L9981 cell lines with low and high metastatic potential. Color circles represent biological processes, arrows represent the relationship between two biological processes, white circles show non‐significance in enrichment analysis, and the color range from yellow to orange shows adjusted P values from 0.05 to < 5*10‐7.
Figure 4Enriched molecular functions of differentially expressed mitochondrial proteins between NL9980 and L9981 cell lines with low and high metastatic potential. Color circles represent molecular functions, arrows represent the relationship between two molecular functions, white circles show non‐significance in enrichment analysis, and the color range from yellow to orange shows adjusted P values from 0.05 to < 5*10‐7.
Functional enrichment category analyses of mitochondrial differential proteins
| GO ID | GO term |
| Number of genes |
|---|---|---|---|
| Biological Process | |||
| 6732 | Coenzyme metabolic process | 2.75E‐03 | 6 |
| 6082 | Organic acid metabolic process | 1.81E‐03 | 10 |
| 45333 | Cellular respiration | 1.35E‐07 | 8 |
| 7005 | Mitochondrion organization | 1.07E‐03 | 6 |
| 15980 | Energy derivation by oxidation of organic compounds | 3.68E‐06 | 8 |
| 22900 | Electron transport chain | 1.85E‐05 | 7 |
| 22904 | Respiratory electron transport chain | 1.62E‐05 | 6 |
| 19752 | Carboxylic acid metabolic process | 1.62E‐03 | 10 |
| 42180 | Cellular ketone metabolic process | 2.25E‐04 | 11 |
| 42773 | ATP synthesis coupled electron transport | 3.40E‐04 | 5 |
| 43648 | Dicarboxylic acid metabolic process | 3.72E‐03 | 4 |
| 44237 | Cellular metabolic process | 2.92E‐05 | 31 |
| 51186 | Cofactor metabolic process | 9.28E‐04 | 7 |
| 6091 | Generation of precursor metabolites and energy | 4.03E‐07 | 11 |
| 44281 | Small molecule metabolic process | 1.31E‐03 | 15 |
| 6119 | Oxidative phosphorylation | 2.45E‐04 | 6 |
| 55114 | Oxidation reduction | 3.92E‐09 | 16 |
| 43436 | Oxoacid metabolic process | 1.62E‐03 | 10 |
| 42775 | Mitochondrial ATP synthesis coupled electron transport | 3.40E‐04 | 5 |
| 8152 | Metabolic process | 1.31E‐05 | 34 |
| 6120 | Mitochondrial electron transport, NADH to ubiquinone | 4.09E‐03 | 4 |
| Molecular Function | |||
| 51287 | NAD or NADH binding | 1.83E‐03 | 4 |
| 16903 | Oxidoreductase activity, acting on the aldehyde or oxo | 2.10E‐02 | 3 |
| 16681 | Oxidoreductase activity, acting on diphenols and its analogues | 4.35E‐02 | 2 |
| 8137 | NADH dehydrogenase (ubiquinone) activity | 4.98E‐02 | 3 |
| 8121 | Ubiquinol‐cytochrome‐c reductase activity | 4.35E‐02 | 2 |
| 16491 | Oxidoreductase activity | 2.34E‐09 | 16 |
| 3954 | NADH dehydrogenase activity | 4.98E‐02 | 3 |
| 50136 | NADH dehydrogenase (quinone) activity | 4.98E‐02 | 3 |
| 3824 | Catalytic activity | 2.55E‐06 | 32 |
| 16651 | Oxidoreductase activity, acting on NADH or NADPH | 6.29E‐04 | 5 |
| 50662 | Coenzyme binding | 2.65E‐02 | 5 |
GO, gene ontology.
Figure 5A protein–protein interaction subnetwork of differentially expressed mitochondrial proteins between NL9980 and L9981 cell lines with low and high metastatic potential. In this subnetwork, the colored circles (nodes) represent proteins, the yellow circles represent the proteins from our results, and the grey full lines (edges) represent protein–protein interactions.
Figure 6Real‐time PCR analysis of differentially expressed mitochondrial proteins. After two‐dimensional differential in gel electrophoresis analysis, 37 genes were further tested by real‐time PCR. The relative gene expression of NL9980 cells compared to L9981 cells is shown.
Figure 7Validation of differentially expressed mitochondrial proteins by Western blot analysis. The expression of FH, PRDX3, HSP75, ERAB, and PHB proteins between NL9980 and L9981 cell lines were further validated by Western blot analysis. COX IV was used as an internal control for equal protein loading. One representative result out of three independent experiments is shown.