Information
-
Patent Application
-
20040241637
-
Publication Number
20040241637
-
Date Filed
May 29, 200321 years ago
-
Date Published
December 02, 200420 years ago
-
Inventors
-
Original Assignees
-
CPC
-
US Classifications
-
International Classifications
- C12Q001/70
- C12Q001/68
- G06F019/00
- G01N033/48
- G01N033/50
Abstract
The present invention provides the tools and methodologies for establishing a standardized detection system for identifying a microorganism or a specific function in a microorganism by comparing the gene expression patterns in a test cell line.
Description
BACKGROUND OF THE INVENTION
[0001] 1. Field of the Invention
[0002] The invention mainly relates to a method for establishing a standardized detection system for identifying a microorganism.
[0003] 2. Description of the Related Art
[0004] With the development of molecular biology, many methods based on DNA or rDNA sequence analysis are developed for identification of a microorganism (Torriani et al., Differentiation of Lactobacillus plantarum, L. pentosus, and L. paraplantarum by recA Gene Sequence Analysis and Multiplex PCR Assay with recA Gene-Derived Primers. Appl Environ Microbiol. August 2001; 67(8): 3450-3454.). Examples of these methods are (1) randomly amplified polymorphic DNA (RAPD analysis) where a 10-15 bp primer participates for generating a fingerprint of the microorganism to be analyzed (Hayford et al., Use of Conserved Randomly Amplified Polymorphic DNA (RAPD) Fragments and RAPD Pattern for Characterization of Lactobacillus fermentum in Ghanaian Fermented Maize Dough. Appl Environ Microbiol. July 1999; 65(7): 3213-3221); (2) ribotyping through a Southern blot pattern formed on restriction enzymes digested fragments of chromosomal DNA of the microorganism to be identified; (3) pulsed-field electrophoresis (PFGE) providing a specific pattern of genomic DNA of the microorganism to be identified after electrophoresis; and (4) PCR analysis of 16S rRNA or 16S-23S rRNA intergenic spacer region sequence with species-specific primers (Tannock et al., Identification of Lactobacillus Isolates from the Gastrointestinal Tract, Silage, and Yoghurt by 16S-23S rRNA Gene Intergenic Spacer Region Sequence Comparisons. Appl Environ Microbiol. September 1999; 65(9): 4264-4267; Matsuki et al., Distribution of Bifidobacterial Species in Human Intestinal Microflora Examined with 16S rRNA-Gene-Targeted Species-Specific Primers. Appl Environ Microbiol. October 1999; 65(10): 4506-4512; Rossi et al., Genus- and Species-Specific PCR-Based Detection of Dairy Propionibacteria in Environmental Samples by Using Primers Targeted to the Genes Encoding 16S rRNA. Appl Environ Microbiol. September 1999; 65(9): 4241-4244; and Harmsen et al., Extensive Set of 16S rRNA-Based Probes for Detection of Bacteria in Human Feces. Appl Environ Microbiol. June 2002; 68(6): 2982-2990).
SUMMARY OF THE INVENTION
[0005] The invention provides a method for establishing a standardized detection system for identifying a microorganism by comparing the gene expression patterns in a test cell line cultured with and without the microorganism.
[0006] One object of the invention is to provide a method for establishing a standardized detection system for identifying a microorganism, which comprises:
[0007] (i) providing a test cell line;
[0008] (ii) culturing the test cell line with and without the microorganism;
[0009] (iii) profiling the gene expression patterns of the test cell line cultured with and without the microorganism;
[0010] (iv) selecting a group of genes, whose expression in the test cell line cultured without the microorganism is significantly different from that cultured with the microorganism as markers; and
[0011] (v) storing the marker data obtained as the standardized detection system.
[0012] Another object of the invention is to provide a method for identifying an unknown microorganism as a standardized and recognized microorganism, which comprises:
[0013] (a) providing a standardized detection system for a standardized and recognized microorganism, wherein the detection system is prepared by the steps of:
[0014] (i) providing a test cell line;
[0015] (ii) culturing the test cell line with and without the standardized and recognized microorganism;
[0016] (iii) profiling the gene expression patterns of the test cell line cultured with and without the standardized and recognized microorganism;
[0017] (iv) selecting a group of genes, whose expression in the test cell line cultured without the standardized and recognized microorganism is significantly different from that cultured with the standardized and recognized microorganism as markers; and
[0018] (v) storing the marker data obtained as the standardized detection system;
[0019] (b) culturing the test cell line with and without the unknown microorganism;
[0020] (c) profiling the gene expression patterns of the test cell line cultured with and without the unknown microorganism;
[0021] (d) selecting a group of genes, whose expression in the test cell line cultured without the unknown microorganism is significantly different from that cultured with the unknown microorganism as markers;
[0022] (e) comparing the marker data obtained in step (d) with the marker data obtained in step (a), whereby the unknown microorganism is identified as the standardized and recognized microorganism if the marker data obtained in step (d) is similar to the marker data obtained in step (a) within an acceptable level.
[0023] The invention also provides a method for establishing a standardized detection system for detecting a specific function in a microorganism, which comprises:
[0024] (i) providing a test cell line;
[0025] (ii) culturing the test cell line with and without a reference microorganism having a specific function;
[0026] (iii) profiling the gene expression patterns related to the specific function of the test cell line cultured with and without the reference microorganism;
[0027] (iv) selecting a group of genes, whose expression in the test cell line cultured without the reference microorganism is significantly different from that cultured with the reference microorganism as markers; and
[0028] (v) storing the marker data obtained as the standardized detection system.
[0029] In another aspect, the invention provides a method for detecting a test microorganism having a specific function, which comprises:
[0030] (a) providing a standardized detection system for identifying the specific function in a reference microorganism, wherein the detection system is prepared by the steps of:
[0031] (i) providing a test cell line;
[0032] (ii) culturing the test cell line with and without the reference microorganism;
[0033] (iii) profiling the gene expression patterns related to the specific function of the test cell line cultured with and without the reference microorganism;
[0034] (iv) selecting a group of genes, whose expression in the test cell line cultured without the reference microorganism is significantly different from that cultured with the reference microorganism as markers; and
[0035] (v) storing the marker data obtained as the standardized detection system;
[0036] (b) culturing the test cell line with and without the test microorganism;
[0037] (c) profiling the gene expression pattern related to the specific function of the test cell line cultured with and without the test microorganism;
[0038] (d) selecting a group of genes, whose expression in the test cell line cultured without the test microorganism is significantly different from that with the test microorganism as markers;
[0039] (e) comparing the marker data obtained in step (d) with the marker data obtained in step (a), whereby the test microorganism is identified to have the specific function if the marker data obtained in step (d) is similar to the maker data obtained in step (a) within an acceptable level.
DETAILED DESCRIPTION OF THE INVENTION
[0040] The present invention provides a method for establishing a standardized detection system for identifying a microorganism, which comprises:
[0041] (i) providing a test cell line;
[0042] (ii) culturing the test cell line with and without the microorganism;
[0043] (iii) profiling the gene expression patterns of the test cell line cultured with and without the microorganism;
[0044] (iv) selecting a group of genes, whose expression in the test to cell line cultured without the microorganism is significantly different from that cultured with the microorganism as markers; and
[0045] (v) storing the marker data obtained as the standardized detection system.
[0046] As used herein, the term “microorganism” refers to any genus and species of microorganism. In a preferred embodiment of the invention, the microorganism is a bacterium, and in a more preferred embodiment, the microorganism is a lactic acid bacterium.
[0047] The term “test cell line” as used herein refers to a cell line in which the gene expression patterns are profiled in different conditions. The cell line should be co-cultured with the microorganism to be identified. A test cell line group comprising more than one cell line can be used in the invention; wherein the cell lines should be derived from the same species. The use of the test cell line group minimizes cell variability for establishing the standardized detection system according to the invention. Preferably, the test cell line is selected from mammalian cells, and wherein more preferably, from human cells. The combination of the test cell line group depends on the microorganism to be identified. In some embodiments of the invention, the cell line includes liver cells such as Hep G2 cells, blood cells such as HL-60 and Turkat cells, and intestinal epithelium cells such as Caco-2 cells.
[0048] In the step (ii) of the method for establishing a standardized detection system for identifying a microorganism, the test cell line is cultured with and without the microorganism. The condition of each culture manipulation should be substantially equivalent or the same for minimizing experimental errors.
[0049] In the step (iii) of the method for establishing a standardized detection system for identifying a microorganism, the gene expression patterns of the test cell line cultured with and without the microorganism are profiled. The term “gene expression pattern” as used herein refers to a characteristic pattern of gene expression when culturing the test cell line in a given condition. The term “profiling the gene expression patterns” as used herein refers to a way of making unique patterns from the gene expression. The gene expression pattern can be used to distinguish a biological source from the other biological source. In one embodiment of the invention, the gene expression pattern is profiled by determining each gene expression in the test cell line. Normally, multiple assays for profiling are performed to obtain an average value of each gene expression.
[0050] Preferably, the gene expression patterns are conducted in a microarray. As used herein, the term “microarray” refers to a system for detecting multiple oligonucleotide interactions in multiple positions. The microarray is also known as terms “biochip”, “DNA chip” or “gene chip”. In one embodiment of the invention, the microarray comprises a chip including a solid support. The support comprises a plurality of spatially defined addresses and each said address has at least one copy of a single species of oligonucleotide probe attached thereto. When a sample comprising a target oligonucleotide having specific affinity for one of the probe, a specific signal can be detected and quantified by a scanner to give a recognition pattern.
[0051] In the step (iv) of the method for establishing a standardized detection system for identifying a microorganism, a group of genes are selected. The expression of the group of genes in the test cell line cultured without the microorganism is significantly different from that cultured with the microorganism, and therefore, the group of genes are used as markers. The gene expression pattern of the test cell line cultured without the microorganism acts as a baseline set of data by which various other sets of data are compared. The gene expression pattern of the test cell line cultured with the microorganism is compared with the baseline set of data. In one embodiment of the invention, the marker genes are selected to have an expression ratio of the test cell line cultured with the microorganism to that cultured without the microorganism larger than 0.2. Preferably, the ratio is larger than 1.5. Preferably, the expression difference between the marker genes of test, cell line cultured with the microorganism and that cultured without the microorganism is also incorporated into the markers. The difference indicates that the marker genes in the test cell line are up- or down-regulated in response to culturing with and without the microorganism.
[0052] According to the invention, the gene expression patterns when cultured with and without the microorganism in the test cell line are significantly different.
[0053] In the step (v) of the method for establishing a standardized detection system for identifying a microorganism, the marker data obtained in step (iv) is stored as the standardized detection system.
[0054] In one embodiment of the invention, the standardized detection system further comprises: (1) means for data acquisition and analysis; (2) means for database development; (3) means for integration and links; and (4) means for analysis of the resulting database. Preferably, the means are incorporated as a computer for storing the marker data according to the invention and for data analysis.
[0055] Another object of the invention is to provide a method for identifying an unknown microorganism as a standardized and recognized microorganism, which comprises:
[0056] (a) providing a standardized detection system for a standardized and recognized microorganism, wherein the detection system is prepared by the steps of:
[0057] (i) providing a test cell line;
[0058] (ii) culturing the test cell line with and without the standardized and recognized microorganism;
[0059] (iii) profiling the gene expression patterns of the test cell line cultured with and without the standardized and recognized microorganism;
[0060] (iv) selecting a group of genes, whose expression in the test cell line cultured without the standardized and recognized microorganism is significantly different from that cultured with the standardized and recognized microorganism as markers; and
[0061] (v) storing the marker data obtained as the standardized detection system;
[0062] (b) culturing the test cell line with and without the unknown microorganism;
[0063] (c) profiling the gene expression patterns of the test cell line cultured with and without the unknown microorganism;
[0064] (d) selecting a group of genes, whose expression in the test cell line cultured without the unknown microorganism is significantly different from that cultured with the unknown microorganism as markers;
[0065] (e) comparing the marker data obtained in step (d) with the marker data obtained in step (a), whereby the unknown microorganism is identified as the standardized and recognized microorganism if the marker data obtained in step (d) is similar to the marker data obtained in step (a) within an acceptable level.
[0066] As used herein, the term “unknown microorganism” refers to a microorganism to be identified. As used herein, the term “a standardized and recognized microorganism” refers to a microorganism which is well characterized and demonstrates a stable biological response in a particular biosystem. The standardized and recognized microorganism is usually standardized by genetical, chemical or biological tests well known by those skilled in this field and the identification criteria thereof have been set.
[0067] According to the invention, in the step (a), a standardized detection system for a standardized and recognized microorganism is provided and the detection system is prepared as mentioned above.
[0068] In the step (b), the unknown microorganism is co-cultured with and without the test cell line in the detection system. For the accuracy of identification, the culture conditions are substantially the same with the culture conditions in preparing the detection system.
[0069] In the step (c), the gene expression patterns of the test cell line cultured with and without the unknown microorganism are profiled. Preferably, a microarray can be used in preparing the detection system. Generally, multiple assays for the profiling are performed to obtain an average value of each gene expression. In one embodiment of the invention, the gene expression pattern of the test cell line cultured without the unknown microorganism is the gene expression pattern of the test cell line cultured without the standardized and recognized microorganism for preparing the detection system.
[0070] In the step (d) of the method for identifying an unknown microorganism as a standardized and recognized microorganism, a group of genes are selected as markers. The gene expression of the marker genes in the test cell line cultured without the unknown microorganism is significantly different from that cultured with the microorganism. The gene expression pattern of the test cell line cultured without the unknown microorganism acts as a baseline set of data. The gene expression pattern of the test cell line cultured with the unknown microorganism is compared with the baseline set of data.
[0071] In the step (e), a group of genes obtained in step (d) are selected as markers and compared with the marker data obtained in step (a), whereby the unknown microorganism is identified as the standardized and recognized microorganism if the marker data obtained in step (d) is similar to the marker data obtained in step (a) within an acceptable level. The difference of the gene expression can also be incorporated for comparison.
[0072] According to the invention, the detection system and the method for identifying an unknown microorganism can be applied in quality control when manufacturing a microorganism composition. The detection system provides a qualified and quantified index for checking or identifying the microorganism in the stocks or products.
[0073] The invention also provides a method for establishing a standardized detection system for detecting a specific function in a microorganism, which comprises:
[0074] (i) providing a test cell line;
[0075] (ii) culturing the test cell line with and without a reference microorganism having a specific function;
[0076] (iii) profiling the gene expression patterns related to the specific function of the test cell line cultured with and without the reference microorganism;
[0077] (iv) selecting a group of genes, whose expression in the test cell line cultured without the reference microorganism is significantly different from that cultured with the reference microorganism as markers; and
[0078] (v) storing the marker data obtained as the standardized detection system.
[0079] According to the invention, the method for establishing a standardized detection system for detecting a specific function in a microorganism, which is generally used for screening the microorganism having a specific function, is similar to the method for establishing a standardized detection system for identifying a microorganism as mentioned above.
[0080] As used herein, the term “a specific function” refers to a distinct biological effect peculiar to a microorganism on a given biosystem. The specific function includes, but is not limited to, an ability to changing physiological condition of a subject administrated with the microorganism or pharmaceutical effects of a disease or a syndrome.
[0081] As used herein, the term “reference microorganism” refers to a microorganism which is well characterized to have a specific function. The reference microorganism which is similar to the standardized and recognized microorganism as mentioned above is usually standardized by genetical, chemical or biological tests well known by those skilled in this field and the identifying criteria thereof have been set.
[0082] Particularly, in the step (iii) of the method for establishing a standardized detection system for detecting a specific function, in a microorganism, the gene expression patterns related to the specific function of the test cell line cultured with and without the reference microorganism are profiled. In one embodiment of the invention, the gene expression pattern is profiled by determining each gene expression found to be directly or indirectly related to the specific function in the test cell line. The genes found to be directly or indirectly related to the specific function include, but are not limited to, genes encoding proteins participating the machanism of the specific function, genes encoding regulatory factors of the production of these proteins, genes encoding proteins for transportion, or genes encoding cytokines for controlling the specific function.
[0083] In another aspect, the invention provides a method for detecting a test microorganism having a specific function, which comprises:
[0084] (a) providing a standardized detection system for identifying the specific function in a reference microorganism, wherein the detection system is prepared by the steps of:
[0085] (i) providing a test cell line;
[0086] (ii) culturing the test cell line with and without the reference microorganism;
[0087] (iii) profiling the gene expression patterns related to the specific function of the test cell line cultured with and without the reference microorganism;
[0088] (iv) selecting a group of genes, whose expression in the test cell line cultured without the reference microorganism is significantly different from that cultured with the reference microorganism as markers; and
[0089] (v) storing the marker data obtained as the standardized detection system;
[0090] (b) culturing the test cell line with and without the test microorganism;
[0091] (c) profiling the gene expression pattern related to the specific function of the test cell line cultured with and without the test microorganism;
[0092] (d) selecting a group of genes, whose expression in the test cell line cultured without the test microorganism is significantly different from that with the test microorganism as markers;
[0093] (e) comparing the marker data obtained in step (d) with the marker data obtained in step (a), whereby the test microorganism is identified to have the specific function if the marker data obtained in step (d) is similar to the maker data obtained in step (a) within an acceptable level.
[0094] According to the invention, the method for detecting a test microorganism having a specific function is similar to the method for identifying an unknown microorganism as a standardized and recognized microorganism as mentioned above. Particularly, as used herein, the term “test microorganism” refers to a microorganism to be screened to have the specific function.
[0095] The following Examples are given for the purpose of illustration only and are not intended to limit the scope of the present invention.
A Standardized Detection System for Identifying a Lactic Acid Bacterium
[0096] Test cell line and co-culturing with and without lactic acid bacteria: Hep G2 cell line was taken as the test cell line. The cells were refreshed by adding a fresh medium and cultured for 16 hours. The cells were divided into two groups, and wherein one was for the culture with the microorganism and the other was for the culture without the microorganism. When the cell concentration reached 1×107/10 mL, 1×107 lactic acid bacteria #7 (Lactobacillus plantarum), #73 (Lactobacillus gasseri) or #74 (Lactobacillus gasseri) were then added into the cells and co-cultured for 24 hours. The cells in the culture without the microorganism cells were cultured as well.
[0097] Profiling the gene expression patterns: The total RNAs were extracted from the test cell line cultured with and without the microorganism.
[0098] Eight μL of the RNA and 2 μL oligo poly-dT (12-18 mer, 0.1 μg/L) were well mixed and, kept at 70° C. for 10 minutes and then were cooled with ice for 2 minutes. The RNAs obtained were mixed with reverse transcription labeling mixture in dark and 3 μL Cy5-dUTP (1 mM), 2 μL SuperScript II (200 U/μL), and Rnasin (1 μL). The mixture was incubated at 42° C. for 2 hours for reverse transcription, and the reaction was terminated by adding 1.5 μL 20 mM EDTA. The RNAs were degraded by adding 1.5 μL 500 mM NaOH and heated for 10 minutes. The NaOH retained in the sample was then neutralized by adding 1.5 μL 500 mM HCl, and excess Cy5 was removed by spinning in ProbeQuant G-50 Micro Column. All the DNAs labeled with Cy5 were stored at −20° C.
[0099] Hundreds of genes chosen were amplified through polymerase chain reaction and then dissolved in spotting buffer for spotting on a chip. After denaturing at 95° C. for 3 minutes, the DNAs were attached to a glass carrier by ultra-violet rays using a spotting machine to form the chip for detection of gene expression.
[0100] The chip with the DNAs of chosen gene was pretreated with n-methyl-pyrilidinone/succinic anhydride/sodium borate and 5×SSC/0.1% SDS/1% BSA to eliminate nonspecific hybridization by blocking active groups on the glass carrier. The DNAs obtained from the test cell line labeled with Cy5 in hybridization buffer (50% formamide/0.2% SDS/10×SSC) were denatured at 95° C. for 5 minutes and cooled, and then loaded to the chip. Hybridizations were performed at 42° C. for 18 hours. Three solutions of 1×SSC/0.1% SDS, 0.1×SSC/0.1% SDS and 0.1×SSC were used to wash the samples and to remove the nucleotides which were not hybridized.
[0101] Gene expressions were detected and analyzed by scanning the chips using a fluorescence scanner and further quantified to obtain expression values. The fluorescent signals were quantified with GenePix™ Pro 3.0 (Axon Instruments, Inc.) and the backgrounds were then deduced, and then divided by the GAPDH (glyceraldehydes phosphate dehydrogenase, a house keeping gene). Mouse cDNA (ATBS) and plants DNA (RbCL) were both chosen as negative control.
[0102] Each of the expression values was represented in a mean of duplicate.
[0103] The gene expression profiles of the Hep G2 cell cultured with and without the lactic acid bacteria #7 (Lactobacillus plantarum), #73 (Lactobacillus gasseri), or #74 (Lactobacillus gasseri) were then obtained and listed in Table 1.
1TABLE 1
|
|
CulturedCulturedCultured
Gene No.Gene nameCell onlywith #7with #73with #74
|
TL00356Serine/threonine kinase 40.1950.2510.1030.110
TL00348Carnitine palmitoyltransferase I,0.1950.2570.0900.102
liver
TL00340Branched chain alpha-ketoacid0.1880.2480.1000.110
dehydrogenase kinase
TL00334Serine/threonine kinase 100.1950.2700.1030.108
TL00578FGF20.6930.4200.8240.856
TL00556Small inducible cytokine A40.1950.2380.1050.121
(homologous to mouse Mip-1b)
TL00555C—C CHEMOKINE0.1880.2350.0970.101
RECEPTOR TYPE 2
TL00554Early growth response protein 10.2010.2660.1150.114
TL00553Small inducible cytokine A20.2010.2600.1030.106
(monocyte chemotactic protein
1,
TL00552Interleukin 10 receptor0.3960.3230.2580.104
TL00551Transforming growth factor,0.2180.2730.1390.120
beta receptor II (70-80 kD)
TL00549hepatocyte growth factor0.2150.2540.1060.108
activator inh
TL00545Guanylate binding protein 1,0.2010.2290.0920.106
interferon-inducible, 67 kD
TL00544interleukin-13 receptor mRNA,0.2240.2600.0970.121
complete cds
TL00593IL-160.2310.2540.0950.104
TL00592TGFb receptor associate protein0.2540.2730.1020.127
1
TL00591Transforming growth factor,0.2310.2410.0970.108
beta 3
TL00587EGF0.2240.2570.0970.097
TL00584Interleukin 4 receptor0.2810.2880.1610.129
TL00583Interleukin 70.2080.2730.0980.118
TL00582Lymphotoxin alpha (formerly0.3560.3010.2030.150
tumor necrosis factor beta)
TL00581Annexin V (lipocortin V;0.5080.5390.4760.243
endonexin II)
TL00579TGF-beta superfamily protein,0.3730.4080.3610.254
complete
TL00578FGF21.0861.0221.0390.958
TL00438serine/threonine protein kinase0.2210.3570.1600.127
KKIALRE
TL00437thymidine kinase 1, soluble0.3230.3450.2110.260
TL00428Homo sapiens protein kinase A0.2180.3010.1320.178
binding protein AKAP110
mRNA, complete cds
TL00417MAP/ERK kinase kinase 30.7561.1790.7760.956
TL00594IL-1 receptor type 10.4290.4950.3390.444
TL00918IL-1β□0.2010.2920.1060.101
TL00915INF-β0.2010.3040.1150.102
TL00610CD300.1880.2380.0970.102
TL00608HGF0.1880.2350.1000.097
TL00603IL-150.1880.2290.0950.097
TL00601IFN-γ0.2010.2450.1020.104
TL00598IL-5 receptor α0.1980.2600.1130.114
TL00575GAMMA-INTERFERON-0.5050.4700.3730.332
INDUCIBLE PROTEIN IP-30
PRECURSOR
TL00574metallothionein I-B gene0.2870.3570.3390.435
TL00573INTERFERON-INDUCIBLE0.2340.2730.1480.135
PROTEIN 9-27
TL00571Interferon regulatory factor 50.2380.2730.1030.099
TL00564Fibroblast growth factor 70.2310.2260.1000.095
(keratinocyte growth factor)
TL00563Interferon (alpha, beta and0.2640.2790.1260.125
omega) receptor 2
TL00561Interleukin 2 receptor gamma0.2240.2450.1030.104
chain
TL00560INTERFERON-ALPHA/BETA0.2050.2260.0940.099
RECEPTOR ALPHA CHAIN
PRECURSOR
TL00559Interleukin 6 (B cell stimulatory0.2050.2510.1000.101
factor 2)
TL00558Connective tissue growth factor0.2210.2730.1610.190
TL00557INTERFERON-GAMMA0.1950.2730.1600.165
RECEPTOR ALPHA CHAIN
PRECURSOR
TL00596metallothionein-III1.3271.2321.1521.281
TL00788Signal transducer and activator0.1980.2760.1080.121
of transcription 3 (acute-ph
TL00775Angiopoietin-10.1820.2410.0950.101
TL00765Interleukin 6 signal transducer0.1980.2600.1100.118
(gp130, oncostatin M receptor)
TL00762nitric oxide synthase 30.2010.2760.1080.118
(endothelial cell)
TL00798Superoxide dismutase 2,0.1850.2480.1000.104
mitochondrial
TL00668growth associated protein430.2010.2570.1050.102
TL00666stat2(Signal transducer and0.1910.2660.1060.106
activator of transcription 2)
TL00655telomeric DNA sequence0.2180.2880.1760.178
TL00650p53-associated gene0.5910.5360.3600.482
TL00635Colony-stimulating factor 1 (M-0.1880.2290.1000.099
CSF)
TL00632N-myc0.2050.2480.1080.110
TL00631c-src tyrosine kinase0.1950.2570.1080.106
TL00630myc proto-oncogene (c-myc)0.2310.3130.1210.123
TL00626Transforming growth factor,0.2180.2600.1020.108
beta receptor III (betaglycan, 3
TL00625stat-like protein (Fe65) mRNA,0.2740.2950.1290.125
complete cds
TL00535Proteasome 26S subunit,0.2540.2850.1160.110
ATPase, 3
TL00534calpamodulin mRNA0.2380.2380.0970.099
TL00508Homo sapiens apoptotic0.2080.2190.0950.099
protease activating factor 1
(Apaf-1)
TL00495UBIQUITIN CARBOXYL-0.2440.2380.1030.102
TERMINAL HYDROLASE
ISOZYME L1
TL00484mitochondrial processing0.2970.3230.2630.233
peptidase beta-subunit
TL00459protease inhibitor 12 (PI12;0.2050.2380.1180.112
neuroserpin)
TL00458Ubiquitin-conjugating enzyme0.2210.2410.1320.152
E2A (RAD6 homolog)
TL00457ubiquitin conjugating enzyme0.1880.2260.0980.101
(UbcH8) mRNA, comp
TL00456Ubiquitin-conjugating enzyme0.2210.2950.4950.457
E2B (RAD6 homolog)
TL01081Protein kinase clk10.1910.2660.1030.101
TL01071Interferon-gamma receptor alpha0.1910.2480.1000.104
chain precursor
TL01068Beta-2 adrenergic receptor0.1950.2410.0970.099
TL01066apoptotic cysteine protease0.1980.2540.1060.112
mch4
TL00064RAC-ALPHA0.1910.2450.1000.106
SERINE/THREONINE
KINASE
TL00060Deoxyguanosine kinase0.3560.3450.2660.249
TL00059Choline kinase0.2010.2510.1210.133
TL00054NUCLEOSIDE0.4260.5020.2160.214
DIPHOSPHATE KINASE A
TL00047Glycerol kinase0.3930.3390.2020.235
TL00046flavin containing0.1880.2380.1000.104
monooxygenase 5 (FMO5)
mRNA.
TL00036Hexokinase 10.4490.4580.4100.178
TL00031Adenosine kinase0.2440.2920.1470.214
TL00028Human 53K isoform of Type II1.1060.9500.2530.231
phosphatidylinositol-4-
phosphate 5-kinase (PIPK)
mRNA, complete cds
TL00027Cyclin-dependent kinase 20.2010.2260.1020.102
TL00022TYROSINE-PROTEIN0.4750.4420.3400.315
KINASE CSK
TL00018Pyruvate kinase, liver0.2180.2350.1150.112
TL00015CDC28 protein kinase 2 (CKS2)0.4190.4830.4060.455
mRNA.
TL00900mitochondrial transcription0.2640.2980.1030.101
termination factor
TL00894signal transducer and activator0.4291.4921.1870.243
of transcription 6, interleukin-4
induced
TL00888Transcription factor AP-40.8150.8400.9560.913
(activating enhancer-binding
prote
TL00885STAT-1alpha/beta0.2310.3320.1180.097
TL00737c-rel0.1950.2480.1110.104
TL00873transcription elongation factor0.1910.2320.1230.120
S-II, hS-II-T
TL00801DNA repair helicase ERCC30.6270.5800.5390.609
TL00570Bone morphogenetic protein0.1910.2600.1020.104
receptor, type II (serine/threoni
TL00569ESTs, Highly similar to0.1880.2570.0980.104
INTERFERON-INDUCED
GUANYLATE-BINDIN
TL00568ESTs, Weakly similar to type 10.1850.2570.1000.106
procollagen C-proteinase enha
TL00567Complement component 4-0.1980.2570.1130.129
binding protein, alpha
TL00194Protein-tyrosine kinase 70.2150.2570.1310.125
TL00182TYROSINE-PROTEIN0.1950.2480.1020.106
KINASE SYK
TL00177Human activated p21cdc42Hs0.1910.2540.1110.114
kinase (ack) mRNA, complete
cds
TL00165protein serine/threonine kinase0.1980.2350.1080.112
stk2
TL00161pyruvate dehydrogenase kinase0.1910.2380.1020.112
isoenzyme 3 (PDK3) mRNA,
complete cds
TL00159Deoxycytidine kinase0.1950.2700.1030.106
TL00150Lymphocyte-specific protein0.1850.2450.1000.099
tyrosine kinase
TL00146Human putative serine/threonine0.1850.2410.0970.101
protein kinase PRK (prk)
mRNA, complete cds
TL00140Human integrin-linked kinase0.1910.2100.0920.099
(ILK) mRNA, complete cds
TL00136stress-activated protein kinase 30.2010.2350.0950.099
(SAPK3) mRNA.
TL00132Human diacylglycerol kinase0.2180.2510.1210.110
zeta mRNA, complete cds
TL00119Urokinase-type plasminogen0.2380.2700.1060.106
activator
TL00109RIBOSOMAL PROTEIN, S60.2150.2290.0970.104
KINASE
TL00098Human adenylate kinase 20.2740.3570.1450.118
(adk2) mRNA, complete cds
TL00096Protein kinase C, alpha0.2480.2450.1050.099
TL00084PROTO-ONCOGENE0.2640.2760.1240.116
TYROSINE-PROTEIN
KINASE FES/FPS
TL00082Human mitochondrial creatine0.2310.3100.1260.095
kinase (CKMT) gene, complete
cds
TL00079src-like kinase (slk) mRNA,0.2010.2190.1110.114
complete cds.
TL00071Hemopoietic cell kinase0.1820.2130.0920.093
TL00070BMK1 alpha kinase mRNA,0.1780.2100.1030.101
complete cds
TL00602PDGF associate protein0.1910.2480.1060.114
TL00599HGF activator0.1910.2380.1080.104
TL00597LIF0.4220.3980.3160.330
TL00595ICSBP10.1950.2540.1000.099
TL00672stat5a(Signal transducer and0.1820.2320.1000.106
activator of transcription 5A)
TL00323MAP kinase-interacting0.1910.2820.1160.104
serine/threonine kinase 1
TL00656Tumor protein p530.1950.2380.1260.123
TL00319Protein kinase mitogen-activated0.1980.2480.1340.127
7 (MAP kinase)
TL00309Serine/threonine kinase 20.2340.2700.1470.135
TL00307Protein kinase mitogen-activated0.1820.2260.0970.099
8 (MAP kinase)
TL00302Fms-related tyrosine kinase 30.1750.2230.0980.101
TL00299Leukocyte tyrosine kinase0.1850.2230.0950.101
TL00290Mevalonate kinase0.1850.2040.0940.104
TL00287Human protein tyrosine kinase0.3530.2820.1820.190
mRNA, complete cds
TL00280protein kinase, mitogen-0.1880.2160.0920.101
activated 4 (MAP kinase 4;
p63)(PRKM4) mRNA.
TL00278focal adhesion kinase (FAK)0.2050.2190.1000.106
mRNA, complete cds
TL00276Creatine kinase B0.2340.2570.1340.148
TL00263Neurotrophic tyrosine kinase,0.2210.2290.1030.101
receptor, type 3 (TrkC)
TL00244Glucokinase (hexokinase 4,0.2180.2290.1000.102
maturity onset diabetes of the
young 2)
TL00240H. sapiens mRNA for protein0.2770.2760.1420.127
kinase CK1
TL00239H. sapiens mRNA for FAST0.2080.2480.1100.097
kinase
TL00236Human kinase (TTK) mRNA,0.2110.2630.1260.108
complete cds
TL00233PHOSPHATIDYLINOSITOL0.2080.2190.1350.125
4-KINASE ALPHA
TL00231MAP kinase activated protein0.4820.4580.4000.380
kinase
TL00414Cyclin-dependent kinase0.2050.2540.1500.129
inhibitor 3 (CDK2-associated
dual specificity phosphatase)
TL00405Cytokine suppressive anti-0.2010.2450.1030.108
inflammatory drug binding
protein 1 (p38 MAP kinase)
TL00402Phosphprylase kinase, beta0.1980.2480.1060.110
TL00392Tyrosine kinase 20.2240.2600.1110.116
TL00379pyruvate dehydrogenase kinase,0.2510.2480.1180.118
isoenzyme 4
TL00376phosphorylase kinase, alpha 20.2210.2260.1050.104
(liver), glycogen storage disease
IX
TL00373pyruvate dehydrogenase kinase,0.2280.2480.1080.110
isoenzyme 3
TL00371protein tyrosine kinase 60.2340.2350.1110.102
TL00370serine/threonine kinase 90.2210.2540.1130.099
TL00367Mitogen-activated protein0.2050.2570.1180.101
kinase kinase kinase kinase 5
TL00365serine/threonine protein-kinase0.2010.2450.1190.118
TL00360Pyridoxal (pyridoxine, vitamin0.1750.2260.1080.101
B6) kinase
TL00761Tumor necrosis factor receptor 20.2080.2730.1260.106
TL00750IkB kinase beta subunit mRNA0.3700.3070.2060.156
TL00725Caspase-4 (Ich-2 protease0.2380.2730.1400.125
precursor)
TL00723Caspase-9 (Human cysteine0.2210.2480.1100.102
protease ice-lap6)
TL00717Phospholipase C0.4920.4980.3180.351
TL00715Caspase-8 (Apoptotic cysteine0.2610.2570.1060.106
protease mch5 (mach-alpha-1))
TL00707Bcl2, p53 binding protein0.2480.2480.1230.112
Bbp/53BP2 (BBP/53BP2)
mRNA,
TL00687Growth associated protein 430.2410.2350.1150.101
TL01032Glutathione S-transferase M10.3040.2920.2550.214
TL01020Protein kinase clk30.6960.5770.2240.184
TL00449serine/threonine kinase 110.1980.2410.1230.116
(Peutz-Jeghers syndrome
TL00445syntaxin 80.4090.3290.2610.218
TL00633Breast cancer 1, early onset0.2210.2570.1320.129
(BRCA1) mRNA
TL00274tyrosine kinase receptor (axl)0.2050.2480.1080.114
mRNA, complete cds
TL00272JNK ACTIVATING KINASE 10.2150.2480.1080.116
TL01038Glutathione S-transferase 120.2280.2730.1210.108
(microsomal)
TL01027Tumor necrosis factor-inducible0.2380.2540.1110.101
protein TSG-6 precursor
TL01015Insulin-like growth factor I0.2340.2380.1080.106
receptor precursor
TL00999Estrogen sulfotransferase (ste)0.2280.2260.1060.106
TL00998Monocyte chemotactic protein 10.2480.2450.1180.099
TL00991Leukocyte adhesion protein beta0.2710.2700.1370.110
subunit
TL00977T-cell surface glycoprotein CD0.2180.2410.1210.116
4, p55
TL00965voltage-gated calcium channel0.1910.2450.1110.097
beta subunit
TL00793Topoisomerase (DNA) II beta0.1820.2190.1100.108
(180 kD)
TL00705Cyclin-dependent kinase0.1980.2450.1060.108
inhibitor 1C (p57, Kip2)
TL00662K-RAS0.2080.2450.1180.114
TL00653Rb0.2010.2510.1110.102
TL00641GTPase-activating protein ras0.2310.2510.1340.129
p21 (RASA)
TL00606IGF binding protein 10.3600.4040.3610.292
TL00550IL-13Ra0.2240.2510.1050.108
TL00548vascular endothelial growth0.2180.2350.1000.102
factor related protein vrp
(VEGF-C)
TL00547transcriptional corepressor0.2310.2480.1260.120
hKAP1/TIF1B mRNA,
complete
TL00546fibroblast growth factor0.2150.2260.1020.101
homologous factor 1 (FHF-1) m
TL00543FGF10.2050.2380.1110.099
TL00542vascular endothelial growth0.1850.2290.1060.101
factor related protein VRP
TL00541Nerve growth factor receptor0.1820.2290.1050.099
TL00742bcl-xL mRNA.0.2110.2540.1650.156
TL00736Ros0.1880.2380.1050.097
TL00711Bcl-2 binding component 60.1980.2540.1290.108
(bbc6) mRNA, complete cds.
TL00707Bcl2, p53 binding protein0.2240.2510.1190.102
Bbp/53BP2 (BBP/53BP2)
mRNA,
TL00589sis, PDGF B chain0.2310.2600.1240.104
TL00588Placental growth factor (P1GF)0.2540.2730.1260.127
TL00586Humig mRNA0.2380.2600.1060.101
TL00585CD27L RECEPTOR0.2480.2660.1260.110
PRECURSOR
TL00580B-cell translocation gene 1, anti-0.2380.2380.1240.108
proliferative
TL00577retinoic acid- and interferon-0.2210.2350.1110.099
inducible 58K protein RI
TL00576EBI1-ligand chemokine,0.1950.2350.1080.095
complete cds
TL00572eIF-1A, Y isoform (EIF1AY)0.2150.2540.1520.192
mRNA, complete cds
GAPDH1.0001.0001.0001.000
b-actin0.3330.4550.3400.389
TL00751Caspase-10.1950.2410.1060.101
TL00566Homo sapiens F1F0-type ATP0.4590.5270.6320.630
synthase subunit g mRNA,
complete
TL00613NEU differentiation factor0.2210.2320.1160.104
TL00612IRF-10.2180.2350.1080.099
TL00611SDF-1b0.2310.2260.1160.110
TL00609ALK-10.2150.2350.1180.104
TL00607IL-12 bchain0.2310.2600.1240.110
TL00605EGR-10.1880.2380.1240.104
TL00604MGDF0.2080.2630.1480.120
|
[0104] Selecting marker genes: A group of genes having the expression ratio in Hep G2 cultured with lactic acid bacteria #7, #73 or #74 to that cultured without the bacteria larger than 1.5 were selected. The results were shown in Table 2:
2TABLE 2
|
|
Gene No.#7/cellcell/#7Selected#73/cellcell/#73Selected#74/cellcell/#74Selected
|
|
TL003561.2880.7760.5301.886YES0.5651.769YES
TL003481.320.7580.4642.156YES0.5261.900YES
TL003401.3160.760.5321.881YES0.5851.709YES
TL003341.3850.7220.5301.886YES0.5551.800YES
TL005780.6061.65YES1.1890.8411.2350.810
TL005561.2240.8170.5381.857YES0.6241.603YES
TL005551.250.80.5141.944YES0.5351.871YES
TL005541.3240.7560.5691.758YES0.5661.768YES
TL005531.2920.7740.5131.950YES0.5281.895YES
TL005520.8151.2270.6521.535YES0.2643.795YES
TL005511.2520.7990.6371.570YES0.5491.822YES
TL005491.1840.8450.4962.015YES0.5041.983YES
TL005451.1370.880.4572.190YES0.5281.895YES
TL005441.1590.8630.4312.319YES0.5411.848YES
TL005931.0990.910.4122.428YES0.4522.214YES
TL005921.0730.9320.4002.501YES0.5001.999YES
TL005911.0450.9570.4192.387YES0.4682.136YES
TL005871.1450.8730.4312.319YES0.4312.319YES
TL005841.0280.9730.5751.739YES0.4602.174YES
TL005831.3120.7620.4732.113YES0.5661.767YES
TL005820.8441.1840.5701.754YES0.4212.378YES
TL005811.0610.9430.9361.0680.4782.093YES
TL005791.0930.9150.9691.0320.6821.467
TL005780.9411.0620.9571.0450.8831.133
TL004381.6160.619YES0.7221.3850.5751.739YES
TL004371.0660.9380.6531.531YES0.8041.244
TL004281.3820.7240.6071.647YES0.8191.221
TL004171.560.641YES1.0270.9741.2650.790
TL005941.1540.8660.7891.2671.0350.966
TL009181.4480.6910.5291.891YES0.5002.002YES
TL009151.510.662YES0.5691.758YES0.5091.965YES
TL006101.2660.790.5141.944YES0.5451.836YES
TL006081.250.80.5321.881YES0.5141.944YES
TL006031.2160.8220.5061.977YES0.5141.944YES
TL006011.2150.8230.5051.981YES0.5181.929YES
TL005981.3140.7610.5701.754YES0.5751.739YES
TL005750.9311.0740.7381.3550.6581.521YES
TL005741.2450.8031.1800.8481.5130.661YES
TL005731.1640.8590.6331.579YES0.5751.739YES
TL005711.1480.8710.4342.302YES0.4152.408YES
TL005640.9771.0240.4332.310YES0.4112.435YES
TL005631.0570.9460.4762.099YES0.4742.108YES
TL005611.090.9180.4602.174YES0.4652.150YES
TL005601.1030.9070.4572.187YES0.4822.074YES
TL005591.2260.8160.4892.046YES0.4912.035YES
TL005581.2330.8110.7291.3710.8581.165
TL005571.4010.7140.8201.2190.8481.180
TL005960.9291.0770.8681.1520.9651.036
TL007881.3930.7180.5461.832YES0.6131.631YES
TL007751.330.7520.5241.907YES0.5541.805YES
TL007651.3140.7610.5541.805YES0.5941.683YES
TL007621.370.730.5371.863YES0.5841.711YES
TL007981.340.7460.5411.848YES0.5651.771YES
TL006681.2770.7830.5211.920YES0.5091.965YES
TL006661.3920.7180.5561.798YES0.5551.801YES
TL006551.3240.7550.8071.2390.8191.221
TL006500.9071.1020.6091.642YES0.8161.226
TL006351.2160.8220.5321.881YES0.5251.907YES
TL006321.210.8260.5281.894YES0.5381.859YES
TL006311.320.7580.5551.802YES0.5461.832YES
TL006301.3570.7370.5241.910YES0.5341.873YES
TL006261.1940.8370.4662.144YES0.4972.014YES
TL006251.0760.930.4712.123YES0.4572.187YES
TL005351.1230.8910.4572.188YES0.4332.309YES
TL005341.0030.9970.4072.455YES0.4152.408YES
TL005081.0550.9480.4582.185YES0.4752.107YES
TL004950.9761.0250.4232.366YES0.4202.383YES
TL004841.0870.920.8851.1300.7861.273
TL004591.1640.8590.5751.738YES0.5471.828YES
TL004581.0920.9160.5981.672YES0.6871.457
TL004571.20.8330.5231.912YES0.5351.871YES
TL004561.3330.752.2390.447YES2.0680.484YES
TL010811.3920.7180.5391.854YES0.5251.903YES
TL010711.2940.7730.5221.914YES0.5451.834YES
TL010681.240.8070.4972.012YES0.5071.973YES
TL010661.2820.780.5381.860YES0.5651.769YES
TL000641.2770.7830.5221.914YES0.5551.801YES
TL000600.9671.0340.7471.3390.6971.434
TL000591.2460.8030.6011.664YES0.6601.516YES
TL000541.1780.8490.5081.970YES0.5041.986YES
TL000470.8621.160.5131.948YES0.5991.669YES
TL000461.2660.790.5321.881YES0.5551.803YES
TL000361.020.9810.9131.0960.3972.516YES
TL000311.1940.8380.6011.664YES0.8781.139
TL000280.8591.1640.2294.366YES0.2094.776YES
TL000271.1210.8920.5051.981YES0.5091.965YES
TL000220.931.0750.7161.3960.6631.509YES
TL000181.0790.9260.5261.902YES0.5141.946YES
TL000151.1520.8680.9701.0311.0870.920
TL009001.1280.8870.3912.558YES0.3812.625YES
TL008943.4780.288YES2.7670.361YES0.5661.766YES
TL008881.0310.971.1730.8521.1200.893
TL008851.4380.6950.5101.962YES0.4192.387YES
TL007371.2720.7860.5721.750YES0.5361.866YES
TL008731.2120.8250.6401.562YES0.6251.601YES
TL008010.9251.0810.8591.1640.9711.029
TL005701.3590.7360.5311.884YES0.5451.834YES
TL005691.3660.7320.5231.912YES0.5551.803YES
TL005681.3910.7190.5411.848YES0.5751.739YES
TL005671.2980.770.5701.754YES0.6521.535YES
TL001941.1980.8350.6091.642YES0.5841.713YES
TL001821.2720.7860.5221.916YES0.5461.832YES
TL001771.3270.7540.5811.720YES0.5951.681YES
TL001651.1870.8420.5461.832YES0.5651.769YES
TL001611.2450.8030.5311.884YES0.5851.710YES
TL001591.3850.7220.5301.886YES0.5461.832YES
TL001501.3230.7560.5411.848YES0.5341.873YES
TL001461.3060.7660.5241.910YES0.5441.838YES
TL001401.0970.9110.4802.082YES0.5151.940YES
TL001361.1680.8560.4732.116YES0.4902.040YES
TL001321.1510.8690.5551.801YES0.5051.979YES
TL001191.1350.8810.4482.232YES0.4472.236YES
TL001091.0670.9370.4512.217YES0.4862.056YES
TL000981.3050.7670.5301.887YES0.4292.328YES
TL000960.9881.0120.4242.361YES0.3992.509YES
TL000841.0450.9570.4702.126YES0.4382.281YES
TL000821.3430.7440.5451.836YES0.4112.435YES
TL000791.090.9170.5531.809YES0.5661.768YES
TL000711.1740.8520.5061.974YES0.5121.952YES
TL000701.1790.8490.5791.726YES0.5641.772YES
TL006021.2940.7730.5561.798YES0.5951.681YES
TL005991.2450.8030.5651.771YES0.5451.834YES
TL005970.9421.0610.7481.3360.7821.279
TL005951.3040.7670.5141.947YES0.5071.973YES
TL006721.2780.7820.5511.815YES0.5851.708YES
TL003231.4740.6780.6071.648YES0.5451.834YES
TL006561.2240.8170.6461.548YES0.6331.579YES
TL003191.2510.80.6761.4790.6421.558YES
TL003091.1510.8690.6261.596YES0.5751.739YES
TL003071.2430.8040.5331.876YES0.5441.840YES
TL003021.2720.7860.5621.778YES0.5751.739YES
TL002991.2040.830.5151.942YES0.5441.838YES
TL002901.1020.9070.5061.976YES0.5651.771YES
TL002870.7991.2520.5161.938YES0.5371.861YES
TL002801.150.870.4892.046YES0.5351.871YES
TL002781.0720.9320.4892.046YES0.5191.926YES
TL002761.0970.9120.5711.750YES0.6321.583YES
TL002631.0350.9660.4672.142YES0.4552.199YES
TL002441.0510.9520.4592.178YES0.4702.126YES
TL002400.9951.0050.5121.953YES0.4592.181YES
TL002391.1910.840.5271.896YES0.4652.149YES
TL002361.2470.8020.5961.679YES0.5121.953YES
TL002331.0550.9480.6521.535YES0.6021.660YES
TL002310.951.0530.8301.2050.7881.270
TL004141.2410.8060.7331.3640.6311.586YES
TL004051.2150.8230.5131.950YES0.5371.861YES
TL004021.2510.80.5381.860YES0.5561.799YES
TL003921.1590.8630.4962.017YES0.5161.939YES
TL003790.9871.0130.4692.130YES0.4692.132YES
TL003761.0210.980.4742.109YES0.4722.119YES
TL003731.0880.920.4752.107YES0.4832.069YES
TL003711.0030.9970.4752.106YES0.4372.287YES
TL003701.1480.8710.5111.959YES0.4462.241YES
TL003671.2560.7960.5751.738YES0.4912.035YES
TL003651.2150.8230.5931.687YES0.5841.711YES
TL003601.290.7750.6181.619YES0.5751.739YES
TL007611.3120.7620.6051.653YES0.5111.957YES
TL007500.8311.2030.5591.790YES0.4212.376YES
TL007251.1480.8710.5911.693YES0.5271.897YES
TL007231.120.8930.4962.016YES0.4632.158YES
TL007171.0140.9870.6461.548YES0.7141.401
TL007150.9861.0140.4082.449YES0.4082.454YES
TL007071.0010.9990.4952.019YES0.4522.211YES
TL006870.9761.0250.4752.104YES0.4172.396YES
TL010320.961.0410.8391.1910.7061.416
TL010200.8281.2070.3223.106YES0.2643.783YES
TL004491.2190.820.6191.615YES0.5851.711YES
TL004450.8041.2430.6381.566YES0.5331.875YES
TL006331.1620.860.5981.672YES0.5841.714YES
TL002741.210.8260.5281.894YES0.5561.797YES
TL002721.1540.8660.5041.985YES0.5401.853YES
TL010381.1980.8350.5311.883YES0.4752.105YES
TL010271.0690.9360.4682.135YES0.4232.363YES
TL010151.0170.9840.4612.168YES0.4532.205YES
TL009990.9911.0090.4672.139YES0.4672.143YES
TL009980.9881.0120.4762.102YES0.3992.509YES
TL009910.9961.0040.5071.974YES0.4072.459YES
TL009771.1080.9020.5551.801YES0.5311.882YES
TL009651.2770.7830.5811.720YES0.5061.978YES
TL007931.2090.8270.6041.655YES0.5961.678YES
TL007051.2350.810.5381.860YES0.5461.831YES
TL006621.1760.850.5661.766YES0.5481.826YES
TL006531.2460.8030.5531.809YES0.5091.965YES
TL006411.0860.9210.5791.726YES0.5591.790YES
TL006061.1240.891.0040.9960.8121.231
TL005501.1170.8950.4672.141YES0.4822.075YES
TL005481.0790.9260.4592.178YES0.4702.126YES
TL005471.0720.9330.5451.836YES0.5171.933YES
TL005461.0520.950.4742.111YES0.4692.133YES
TL005431.1640.8590.5441.839YES0.4822.074YES
TL005421.2380.8080.5761.736YES0.5441.838YES
TL005411.2610.7930.5781.731YES0.5441.840YES
TL007421.2020.8320.7791.2840.7371.357
TL007361.2660.790.5571.794YES0.5141.944YES
TL007111.2820.780.6521.535YES0.5461.831YES
TL007071.1170.8950.5321.880YES0.4572.190YES
TL005891.1260.8880.5381.860YES0.4522.214YES
TL005881.0730.9320.4952.020YES0.5001.999YES
TL005861.0950.9130.4482.232YES0.4232.363YES
TL005851.0760.9290.5081.968YES0.4452.249YES
TL005801.0030.9970.5231.913YES0.4552.197YES
TL005771.0630.9410.5031.987YES0.4462.241YES
TL005761.2070.8280.5551.802YES0.4872.052YES
TL005721.1840.8450.7071.4150.8931.119
111.0001.0001.0001.000
1.3640.7331.0210.9791.1670.857
TL007511.240.8070.5471.829YES0.5161.936YES
TL005661.1480.8711.3780.7261.3730.728
TL006131.0490.9530.5251.904YES0.4722.119YES
TL006121.0790.9260.4962.016YES0.4532.208YES
TL006110.9771.0240.5031.989YES0.4762.099YES
TL006091.0960.9120.5491.822YES0.4862.056YES
TL006071.1260.8880.5381.860YES0.4762.099YES
TL006051.2660.790.6601.515YES0.5551.803YES
TL006041.2660.790.7141.4010.5751.739YES
|
[0105] The group of genes selected were used as markers. The differences between the expression of the marker genes cultured with and without the lactic acid bacteria can be incorporated as markers.
A Method for Identifying an Unknown Microorganism as a Standardized and Recognized Lactic Acid Bacteria #7, #73 and #74
[0106] Detection system: Detection systems to the standardized and recognized lactic acid bacteria #7, #73 and #74 were provided in Example 1.
[0107] The cultures of the test cell line with and without an unknown microorganism: The conditions of an unknown microorganism cultured with and without Hep G2 were similar to the conditions of the co-culture of Hep G2 with and without lactic acid bacteria #7, #73 or #74 as described in Example 1.
[0108] Profiling the gene expression patterns: The gene expression patterns of the cultures of Hep G2 with and without the unknown microorganism were obtained as described in Example 1. The results were shown in Table 3 as listed below.
[0109] Selecting marker genes: According to Table 3, a group of genes having an expression ratio in Hep G2 cultured with the unknown microorganism to that cultured without the unknown microorganism larger than 1.5 were selected. The results were shown in Table 3.
[0110] Comparing the marker data: The marker data were compared with the marker data of the lactic acid bacteria #7, #73, or #74 obtained in Example 1. The result were shown in Table 3.
3TABLE 3
|
|
Unknown/Cell/#73#74
Gene No.unknowncellunknownSelected#7 markermarkermarker
|
|
TL003560.1130.5811.72YESYESYES
TL003480.0820.4232.365YESYESYES
TL003400.1060.5631.775YESYESYES
TL003340.1090.5611.783YESYESYES
TL005780.8301.1980.835YES
TL005560.1010.5181.931YESYESYES
TL005550.0930.4932.028YESYESYES
TL005540.1110.5491.822YESYESYES
TL005530.1110.5521.81YESYESYES
TL005520.2500.6311.584YESYESYES
TL005510.1310.61.666YESYESYES
TL005490.1140.5341.874YESYESYES
TL005450.0890.4422.264YESYESYES
TL005440.0940.4182.393YESYESYES
TL005930.0920.3992.507YESYESYES
TL005920.0990.3882.577YESYESYES
TL005910.0940.4062.464YESYESYES
TL005870.0940.4172.4YESYESYES
TL005840.1580.5631.775YESYESYES
TL005830.0950.4582.185YESYESYES
TL005820.2000.5611.782YESYESYES
TL005810.4790.9431.061YES
TL005790.3650.9781.022
TL005781.0420.961.042
TL004380.1560.7061.416YESYES
TL004370.2150.6641.506YESYES
TL004280.1260.5781.731YESYES
TL004170.7691.0180.982YES
TL005940.3320.7751.291
TL009180.1000.4972.012YESYESYES
TL009150.1080.5371.862YESYESYESYES
TL006100.0980.5211.92YESYESYES
TL006080.1010.5381.859YESYESYES
TL006030.0960.5121.952YESYESYES
TL006010.1030.5111.958YESYESYES
TL005980.1130.571.754YESYESYES
TL005750.3670.7261.377YES
TL005740.3331.1590.863YES
TL005730.1420.6081.646YESYESYES
TL005710.0970.4092.444YESYESYES
TL005640.0940.4072.458YESYESYES
TL005630.1200.4542.204YESYESYES
TL005610.1000.4472.235YESYESYES
TL005600.0910.4432.255YESYESYES
TL005590.0970.4752.105YESYESYES
TL005580.1580.7171.395
TL005570.1570.8061.241
TL005961.1490.8661.155
TL007880.1050.5321.881YESYESYES
TL007750.1000.5491.821YESYESYES
TL007650.1140.5771.734YESYESYES
TL007620.1130.5591.788YESYESYES
TL007980.1050.5661.768YESYESYES
TL006680.1090.5431.841YESYESYES
TL006660.1110.581.725YESYESYES
TL006550.1730.7951.258
TL006500.3570.6041.655YESYES
TL006350.0970.5171.932YESYESYES
TL006320.1050.5151.941YESYESYES
TL006310.1050.5411.847YESYESYES
TL006300.1180.5121.953YESYESYES
TL006260.0990.4542.201YESYESYES
TL006250.1260.4612.167YESYESYES
TL005350.1130.4472.239YESYESYES
TL005340.0940.3962.525YESYESYES
TL005080.0980.4692.131YESYESYES
TL004950.1060.4322.312YESYESYES
TL004840.2650.8931.12
TL004590.1200.5871.703YESYESYES
TL004580.1350.6091.642YESYES
TL004570.1010.5361.866YESYESYES
TL004560.4982.250.444YESYESYES
TL010810.1010.5261.901YESYESYES
TL010710.0970.5091.964YESYESYES
TL010680.0940.4842.066YESYESYES
TL010660.1040.5251.905YESYESYES
TL000640.0970.5091.964YESYESYES
TL000600.2640.741.352
TL000590.1230.6131.63YESYESYES
TL000540.2190.5141.947YESYESYES
TL000470.2040.521.924YESYESYES
TL000460.1030.5451.835YESYESYES
TL000360.4120.9181.089YES
TL000310.1490.6111.636YESYES
TL000280.2560.2314.323YESYESYES
TL000270.1040.5171.933YESYESYES
TL000220.3450.7251.379YES
TL000180.1190.5451.834YESYESYES
TL000150.4110.981.02
TL009000.1080.4072.456YESYESYES
TL008941.1912.7770.36YESYESYESYES
TL008880.9611.1790.849
TL008850.1220.5281.893YESYESYES
TL007370.1160.5941.685YESYESYES
TL008730.1270.6631.509YESYESYES
TL008010.5410.8631.159
TL005700.1040.5421.844YESYESYES
TL005690.1010.5351.87YESYESYES
TL005680.1020.5531.808YESYESYES
TL005670.1150.5811.72YESYESYES
TL001940.1290.6021.662YESYESYES
TL001820.1000.5141.947YESYESYES
TL001770.1100.5731.745YESYESYES
TL001650.1060.5381.86YESYESYES
TL001610.1060.5531.807YESYESYES
TL001590.1080.5521.811YESYESYES
TL001500.1040.5641.772YESYESYES
TL001460.1010.5471.828YESYESYES
TL001400.0960.5031.989YESYESYES
TL001360.0990.4942.024YESYESYES
TL001320.1250.5751.739YESYESYES
TL001190.1060.4452.248YESYESYES
TL001090.0960.4482.234YESYESYES
TL000980.1440.5271.897YESYESYES
TL000960.1040.422.378YESYESYES
TL000840.1230.4672.139YESYESYES
TL000820.1250.5411.848YESYESYES
TL000790.1070.531.888YESYESYES
TL000710.0870.4812.08YESYESYES
TL000700.0990.5531.808YESYESYES
TL006020.1020.5321.88YESYESYES
TL005990.1030.541.851YESYESYES
TL005970.3110.7371.356
TL005950.1020.5211.918YESYESYES
TL006720.1020.5591.788YESYESYES
TL003230.1180.6151.627YESYESYES
TL006560.1270.6541.529YESYESYES
TL003190.1350.6841.462YES
TL003090.1480.6331.58YESYESYES
TL003070.0990.5471.828YESYESYES
TL003020.1010.5771.734YESYESYES
TL002990.0980.5281.892YESYESYES
TL002900.0960.521.924YESYESYES
TL002870.1850.5231.911YESYESYES
TL002800.0860.462.176YESYESYES
TL002780.0950.4622.165YESYESYES
TL002760.1280.5481.825YESYESYES
TL002630.0980.4422.262YESYESYES
TL002440.0950.4342.305YESYESYES
TL002400.1430.5151.941YESYESYES
TL002390.1110.5321.88YESYESYES
TL002360.1270.61.667YESYESYES
TL002330.1360.6561.525YESYESYES
TL002310.4010.8321.202
TL004140.1510.7371.356YES
TL004050.1040.5171.934YESYESYES
TL004020.1060.5331.875YESYESYES
TL003920.1100.4922.032YESYESYES
TL003790.1170.4662.146YESYESYES
TL003760.1040.472.126YESYESYES
TL003730.1070.4712.124YESYESYES
TL003710.1100.4712.122YESYESYES
TL003700.1120.5071.973YESYESYES
TL003670.1170.5711.751YESYESYES
TL003650.1200.5981.673YESYESYES
TL003600.1090.6231.604YESYESYES
TL007610.1270.611.64YESYESYES
TL007500.2070.5611.782YESYESYES
TL007250.1410.5951.682YESYESYES
TL007230.1110.51.998YESYESYES
TL007170.3190.6481.543YESYES
TL007150.1070.4122.427YESYESYES
TL007070.1210.4882.05YESYESYES
TL006870.1130.4682.139YESYESYES
TL010320.2530.8331.2
TL010200.2220.3193.132YESYESYES
TL004490.1210.611.64YESYESYES
TL004450.2590.6341.577YESYESYES
TL006330.1300.591.696YESYESYES
TL002740.1060.5191.927YESYESYES
TL002720.1050.4922.034YESYESYES
TL010380.1180.521.924YESYESYES
TL010270.1090.4572.186YESYESYES
TL010150.1050.452.222YESYESYES
TL009990.1040.4562.193YESYESYES
TL009980.1150.4652.15YESYESYES
TL009910.1340.4972.012YESYESYES
TL009770.1180.5431.84YESYESYES
TL009650.1120.5871.705YESYESYES
TL007930.1110.611.64YESYESYES
TL007050.1070.5431.843YESYESYES
TL006620.1190.5711.751YESYESYES
TL006530.1120.5581.793YESYESYES
TL006410.1350.5841.713YESYESYES
TL006060.3621.0070.993
TL005500.1060.4722.121YESYESYES
TL005480.1010.4642.157YESYESYES
TL005470.1250.5421.845YESYESYES
TL005460.1010.4712.123YESYESYES
TL005430.1110.5411.848YESYESYES
TL005420.1060.5731.745YESYESYES
TL005410.1040.5741.741YESYESYES
TL007420.1640.7761.288
TL007360.1040.5541.804YESYESYES
TL007110.1280.6491.541YESYESYES
TL007070.1190.5291.889YESYESYES
TL005890.1250.5411.85YESYESYES
TL005880.1260.4982.009YESYESYES
TL005860.1070.4512.218YESYESYES
TL005850.1260.5111.957YESYESYES
TL005800.1250.5261.903YESYESYES
TL005770.1120.5061.975YESYESYES
TL005760.1090.5581.791YESYESYES
TL005720.1520.711.409
1.0011.0011
0.3411.0220.978
TL007510.1070.5491.821YESYESYES
TL005660.6331.3790.725
TL006130.1170.5271.896YESYESYES
TL006120.1090.4982.006YESYESYES
TL006110.1170.5051.981YESYESYES
TL006090.1180.5511.814YESYESYES
TL006070.1250.541.852YESYESYES
TL006050.1250.6631.508YESYESYES
TL006040.1490.7161.396YES
|
[0111] Result: According to Table 3, the marker data of the unknown microorganism was the same as the marker data of the lactic acid bacteria #73. The unknown microorganism was identified as the lactic acid bacteria #73.
[0112] While embodiments of the present invention have been illustrated and described, various modifications and improvements can be made by persons skilled in the art. The embodiments of the present invention are therefore described in an illustrative but not restrictive sense. It is intended that the present invention is not limited to the particular forms as illustrated, and that all the modifications not departing from the spirit and scope of the present invention are within the scope as defined in the appended claims.
Claims
- 1. A method for establishing a standardized detection system for identifying a microorganism, which comprises:
(i) providing a test cell line; (ii) culturing the test cell line with and without the microorganism; (iii) determining gene expression values in the test cell line cultured with and without the microorganism; (iv) selecting a group of genes, whose gene expression values in the test cell line cultured without the microorganism is significantly different from that cultured with the microorganism as markers; and (v) storing the marker data obtained as the standardized detection system.
- 2. The method according to claim 1, wherein the gene expression values are determined in a microarray.
- 3. The method according to claim 1, wherein the test cell line in step (i) is provided to show significantly different gene expression values of the test cell line cultured with and without the microorganism.
- 4. The method according to claim 1, wherein the gene expression values in step (iii) are determined by determining individual gene expression values of the test cell line.
- 5. The method according to claim 1, wherein the group of genes of step (iv) have an expression value ratio of the test cell line cultured with the microorganism to that cultured without the microorganism larger than 0.2.
- 6. The method according to claim 1, wherein the group of genes of step (iv) have an expression value ratio of the test cell line cultured with the microorganism to that cultured without the microorganism larger than 1.5.
- 7. The method according to claim 1, wherein the expression difference between the group of genes in step (iv) in the test cell line cultured with and without the microorganism is incorporated into the marker data.
- 8. The method according to claim 1, wherein more than one cell line is used in step (i); wherein the more than one cell line are derived from the same species.
- 9. A method for identifying an unknown microorganism as a standardized and recognized microorganism, which comprises:
(a) providing a standardized detection system for a standardized and recognized microorganism, wherein the detection system is prepared by the steps of:
(i) providing a test cell line; (ii) culturing the test cell line with and without the standardized and recognized microorganism; (iii) determining gene expression values in the test cell line cultured with and without the microorganism; (iv) selecting a group of genes, whose gene expression values in the test cell line cultured without the microorganism is significantly different from that cultured with the microorganism as markers; and (v) storing the marker data obtained as the standardized detection system; (b) culturing the test cell line with and without the unknown microorganism; (c) determining gene expression values in the test cell line cultured with and without the unknown microorganism; (d) selecting a group of genes, whose expression in the test cell line cultured without the unknown microorganism is significantly different from that cultured with the unknown microorganism as markers; (e) comparing the marker data obtained in step (d) with the marker data obtained in step (a), whereby the unknown microorganism is identified as the standardized and recognized microorganism if the marker data obtained in step (d) is similar to the marker data obtained in step (a) within an acceptable level.
- 10. The method according to claim 9, wherein the gene expression values are determined in a microarray.
- 11. The method according to claim 9, wherein the test cell line in step (i) of step (a) is provided to show significantly different gene expression values of the test cell line cultured with and without the standardized and recognized microorganism.
- 12. The method according to claim 9, wherein the gene expression values in step (iii) of step (a) and in step (c) are determined by determining individual gene expression values of the test cell line.
- 13. The method according to claim 9, wherein the group of genes in step (iv) of step (a) have an expression value ratio of the test cell line cultured with the standardized and recognized to that cultured without the standardized and recognized microorganism larger than 0.2.
- 14. The method according to claim 9, wherein the group of genes in step (iv) of step (a) have an expression value ratio of the test cell line cultured with the standardized and recognized microorganism to that cultured without the standardized and recognized microorganism larger than 1.5.
- 15. The method according to claim 9, wherein the expression difference between the group of genes in step (iv) in the test cell line cultured with and without the standardized and recognized microorganism is incorporated into the marker data.
- 16. The method according to claim 9, which is applied in quality control for manufacturing a microorganism composition.
- 17. The method according to claim 9, wherein more than one cell line is used in step (i); wherein the more than one cell line are derived from the same species.
- 18. A method for establishing a standardized detection system for detecting a specific function in a microorganism, which comprises:
(i) providing a test cell line; (ii) culturing the test cell line with and without a reference microorganism having a specific function; (iii) determining gene expression values in the test cell line cultured with and without the microorganism; (iv) selecting a group of genes, whose gene expression values in the test cell line cultured without the microorganism is significantly different from that cultured with the microorganism as markers; and (v) storing the marker data obtained as the standardized detection system.
- 19. The method according to claim 18, wherein the gene expression values are determined in a microarray.
- 20. The method according to claim 18, wherein the test cell line in step (i) is provided to show significantly different gene expression values of the test cell line cultured with and without the reference microorganism.
- 21. The method according to claim 18, wherein the gene expression values in step (iii) are determined by determining individual gene expression values related to the specific function of the test cell line.
- 22. The method according to claim 18, wherein the group of genes of step (iv) have an expression value ratio of the test cell line cultured with the reference microorganism to that cultured without the reference microorganism larger than 0.2.
- 23. The method according to claim 18, wherein the group of genes of step (iv) have an expression value ratio of the test cell line cultured with the reference microorganism to that cultured without the reference microorganism larger than 1.5.
- 24. The method according to claim 18, wherein the expression difference between the group of genes in step (iv) in the test cell line cultured with and without the reference microorganism is incorporated into the marker data.
- 25. The method according to claim 18, wherein more than one cell line is used in step (i); wherein the more than one cell line are derived from the same species.
- 26. A method for detecting a test microorganism having a specific function, which comprises:
(a) providing a standardized detection system for identifying the specific function in a reference microorganism, wherein the detection system is prepared by the steps of:
(i) providing a test cell line; (ii) culturing the test cell line with and without the reference microorganism; (iii) determining gene expression values in the test cell line cultured with and without the microorganism; (iv) selecting a group of genes, whose gene expression values in the test cell line cultured without the microorganism is significantly different from that cultured with the microorganism as markers; and (v) storing the marker data obtained as the standardized detection system; (b) culturing the test cell line with and without the test microorganism; (c) determining gene expression values related to the specific function of the test cell line cultured with and without the test microorganism; (d) selecting a group of genes, whose expression in the test cell line cultured without the test microorganism is significantly different from that with the test microorganism as markers; (e) comparing the marker data obtained in step (d) with the marker data obtained in step (a), whereby the test microorganism is identified to have the specific function if the marker data obtained in step (d) is similar to the maker data obtained in step (a) within an acceptable level.
- 27. The method according to claim 26, wherein the gene expression values are determined in a microarray.
- 28. The method according to claim 26, wherein the test cell line in step (i) of step (a) is provided to show significantly different gene expression values of the test cell line cultured with and without the reference microorganism.
- 29. The method according to claim 26, wherein the gene expression values in step (iii) of step (a) and in step (c) are determined by determining individual gene expression values related to the specific function of the test cell line.
- 30. The method according to claim 26, wherein the group of genes in step (iv) of step (a) have an expression value ratio of the test cell line cultured with the reference microorganism to that cultured without the reference microorganism larger than 0.2.
- 31. The method according to claim 26, wherein the group of genes in step (iv) of step (a) have an expression value ratio of the test cell line cultured with the reference microorganism to that cultured without the reference microorganism larger than 1.5.
- 32. The method according to claim 26, wherein the expression difference between the group of genes in step (iv) in the test cell line cultured with and without the reference microorganism is incorporated into the marker data.
- 33. The method according to claim 26, wherein more than one cell line is used in step (i); wherein the more than one cell line are derived from the same species.