CN112858692B - BeSO 4 Method for detecting and analyzing differential expression protein of lung tissue of infected rat - Google Patents
BeSO 4 Method for detecting and analyzing differential expression protein of lung tissue of infected rat Download PDFInfo
- Publication number
- CN112858692B CN112858692B CN202110092413.7A CN202110092413A CN112858692B CN 112858692 B CN112858692 B CN 112858692B CN 202110092413 A CN202110092413 A CN 202110092413A CN 112858692 B CN112858692 B CN 112858692B
- Authority
- CN
- China
- Prior art keywords
- tube
- protein
- ultrafiltration
- solution
- tubes
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
- 102000004169 proteins and genes Human genes 0.000 title claims abstract description 124
- 108090000623 proteins and genes Proteins 0.000 title claims abstract description 124
- 210000004072 lung Anatomy 0.000 title claims abstract description 52
- 238000000034 method Methods 0.000 title claims abstract description 27
- 238000010201 enrichment analysis Methods 0.000 claims abstract description 23
- 238000010586 diagram Methods 0.000 claims abstract description 16
- 238000001514 detection method Methods 0.000 claims abstract description 12
- 238000012216 screening Methods 0.000 claims abstract description 12
- 238000004458 analytical method Methods 0.000 claims abstract description 11
- 238000002372 labelling Methods 0.000 claims abstract description 8
- 210000005265 lung cell Anatomy 0.000 claims abstract description 7
- 230000029936 alkylation Effects 0.000 claims abstract description 5
- 230000005779 cell damage Effects 0.000 claims abstract description 5
- 208000037887 cell injury Diseases 0.000 claims abstract description 5
- 238000001294 liquid chromatography-tandem mass spectrometry Methods 0.000 claims abstract description 4
- 230000017854 proteolysis Effects 0.000 claims abstract description 4
- 230000009467 reduction Effects 0.000 claims abstract description 4
- 238000000108 ultra-filtration Methods 0.000 claims description 63
- 241000700159 Rattus Species 0.000 claims description 45
- 239000000523 sample Substances 0.000 claims description 45
- 230000019491 signal transduction Effects 0.000 claims description 19
- 239000006228 supernatant Substances 0.000 claims description 15
- 238000006243 chemical reaction Methods 0.000 claims description 13
- 239000004570 mortar (masonry) Substances 0.000 claims description 12
- 238000011109 contamination Methods 0.000 claims description 11
- RTZKZFJDLAIYFH-UHFFFAOYSA-N Diethyl ether Chemical compound CCOCC RTZKZFJDLAIYFH-UHFFFAOYSA-N 0.000 claims description 9
- 239000000706 filtrate Substances 0.000 claims description 9
- 102000004142 Trypsin Human genes 0.000 claims description 7
- 108090000631 Trypsin Proteins 0.000 claims description 7
- 239000012588 trypsin Substances 0.000 claims description 7
- 238000000227 grinding Methods 0.000 claims description 6
- 239000006166 lysate Substances 0.000 claims description 6
- 238000002156 mixing Methods 0.000 claims description 6
- 238000006722 reduction reaction Methods 0.000 claims description 6
- 239000000126 substance Substances 0.000 claims description 6
- 230000001502 supplementing effect Effects 0.000 claims description 6
- HWCKGOZZJDHMNC-UHFFFAOYSA-M tetraethylammonium bromide Chemical compound [Br-].CC[N+](CC)(CC)CC HWCKGOZZJDHMNC-UHFFFAOYSA-M 0.000 claims description 6
- 210000003437 trachea Anatomy 0.000 claims description 6
- 101001007901 Homo sapiens Nuclear pore complex protein Nup88 Proteins 0.000 claims description 5
- 102100027586 Nuclear pore complex protein Nup88 Human genes 0.000 claims description 5
- 230000037361 pathway Effects 0.000 claims description 5
- 101001007862 Homo sapiens Nuclear pore complex protein Nup85 Proteins 0.000 claims description 4
- 101000669667 Homo sapiens RNA-binding protein with serine-rich domain 1 Proteins 0.000 claims description 4
- 102100027582 Nuclear pore complex protein Nup85 Human genes 0.000 claims description 4
- 102100039323 RNA-binding protein with serine-rich domain 1 Human genes 0.000 claims description 4
- 238000009826 distribution Methods 0.000 claims description 4
- 230000004879 molecular function Effects 0.000 claims description 4
- AVXURJPOCDRRFD-UHFFFAOYSA-N Hydroxylamine Chemical compound ON AVXURJPOCDRRFD-UHFFFAOYSA-N 0.000 claims description 3
- 229940124158 Protease/peptidase inhibitor Drugs 0.000 claims description 3
- XSQUKJJJFZCRTK-UHFFFAOYSA-N Urea Chemical compound NC(N)=O XSQUKJJJFZCRTK-UHFFFAOYSA-N 0.000 claims description 3
- 238000005804 alkylation reaction Methods 0.000 claims description 3
- 210000000702 aorta abdominal Anatomy 0.000 claims description 3
- 230000008827 biological function Effects 0.000 claims description 3
- 239000008280 blood Substances 0.000 claims description 3
- 210000004369 blood Anatomy 0.000 claims description 3
- 238000010241 blood sampling Methods 0.000 claims description 3
- 239000004202 carbamide Substances 0.000 claims description 3
- 238000003776 cleavage reaction Methods 0.000 claims description 3
- 239000012141 concentrate Substances 0.000 claims description 3
- 239000012468 concentrated sample Substances 0.000 claims description 3
- 238000005520 cutting process Methods 0.000 claims description 3
- 238000001035 drying Methods 0.000 claims description 3
- 239000000839 emulsion Substances 0.000 claims description 3
- 238000001704 evaporation Methods 0.000 claims description 3
- 235000013372 meat Nutrition 0.000 claims description 3
- 239000000137 peptide hydrolase inhibitor Substances 0.000 claims description 3
- 238000002360 preparation method Methods 0.000 claims description 3
- 238000012360 testing method Methods 0.000 claims description 3
- 229910021642 ultra pure water Inorganic materials 0.000 claims description 3
- 239000012498 ultrapure water Substances 0.000 claims description 3
- 230000000007 visual effect Effects 0.000 claims description 3
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims description 3
- 238000005303 weighing Methods 0.000 claims description 3
- ATBAMAFKBVZNFJ-UHFFFAOYSA-N beryllium atom Chemical compound [Be] ATBAMAFKBVZNFJ-UHFFFAOYSA-N 0.000 abstract description 18
- 229910052790 beryllium Inorganic materials 0.000 abstract description 17
- 230000007246 mechanism Effects 0.000 abstract description 7
- 238000011160 research Methods 0.000 abstract description 6
- 238000003766 bioinformatics method Methods 0.000 abstract description 4
- 210000001519 tissue Anatomy 0.000 description 18
- 150000001573 beryllium compounds Chemical class 0.000 description 6
- 238000005119 centrifugation Methods 0.000 description 5
- 230000006378 damage Effects 0.000 description 5
- 230000009471 action Effects 0.000 description 4
- 230000008569 process Effects 0.000 description 4
- 208000019693 Lung disease Diseases 0.000 description 3
- 238000003745 diagnosis Methods 0.000 description 3
- 230000006870 function Effects 0.000 description 3
- 210000004492 nuclear pore Anatomy 0.000 description 3
- 230000001105 regulatory effect Effects 0.000 description 3
- 231100000331 toxic Toxicity 0.000 description 3
- 230000002588 toxic effect Effects 0.000 description 3
- 101000925982 Homo sapiens Translation initiation factor eIF-2B subunit delta Proteins 0.000 description 2
- 101001049688 Homo sapiens Translation initiation factor eIF-2B subunit gamma Proteins 0.000 description 2
- 208000004852 Lung Injury Diseases 0.000 description 2
- 108010044843 Peptide Initiation Factors Proteins 0.000 description 2
- 102000005877 Peptide Initiation Factors Human genes 0.000 description 2
- 108010026552 Proteome Proteins 0.000 description 2
- 102100034266 Translation initiation factor eIF-2B subunit delta Human genes 0.000 description 2
- 102100023225 Translation initiation factor eIF-2B subunit gamma Human genes 0.000 description 2
- 206010069363 Traumatic lung injury Diseases 0.000 description 2
- 239000000090 biomarker Substances 0.000 description 2
- 208000037265 diseases, disorders, signs and symptoms Diseases 0.000 description 2
- 231100000515 lung injury Toxicity 0.000 description 2
- 239000000203 mixture Substances 0.000 description 2
- 210000000056 organ Anatomy 0.000 description 2
- 108090000765 processed proteins & peptides Proteins 0.000 description 2
- 230000002110 toxicologic effect Effects 0.000 description 2
- 231100000027 toxicology Toxicity 0.000 description 2
- 230000014621 translational initiation Effects 0.000 description 2
- FRWYFWZENXDZMU-UHFFFAOYSA-N 2-iodoquinoline Chemical compound C1=CC=CC2=NC(I)=CC=C21 FRWYFWZENXDZMU-UHFFFAOYSA-N 0.000 description 1
- 229910000952 Be alloy Inorganic materials 0.000 description 1
- 206010004485 Berylliosis Diseases 0.000 description 1
- 208000023355 Chronic beryllium disease Diseases 0.000 description 1
- 206010016654 Fibrosis Diseases 0.000 description 1
- 206010018691 Granuloma Diseases 0.000 description 1
- NYHBQMYGNKIUIF-UUOKFMHZSA-N Guanosine Chemical compound C1=NC=2C(=O)NC(N)=NC=2N1[C@@H]1O[C@H](CO)[C@@H](O)[C@H]1O NYHBQMYGNKIUIF-UUOKFMHZSA-N 0.000 description 1
- 101001108932 Homo sapiens Nuclear pore complex protein Nup155 Proteins 0.000 description 1
- 206010061218 Inflammation Diseases 0.000 description 1
- 206010058467 Lung neoplasm malignant Diseases 0.000 description 1
- 102100021512 Nuclear pore complex protein Nup155 Human genes 0.000 description 1
- 208000037273 Pathologic Processes Diseases 0.000 description 1
- 230000014632 RNA localization Effects 0.000 description 1
- 206010070834 Sensitisation Diseases 0.000 description 1
- 208000027418 Wounds and injury Diseases 0.000 description 1
- 230000001154 acute effect Effects 0.000 description 1
- 229910052784 alkaline earth metal Inorganic materials 0.000 description 1
- 150000001342 alkaline earth metals Chemical class 0.000 description 1
- 230000008901 benefit Effects 0.000 description 1
- LTPBRCUWZOMYOC-UHFFFAOYSA-N beryllium oxide Inorganic materials O=[Be] LTPBRCUWZOMYOC-UHFFFAOYSA-N 0.000 description 1
- 230000000711 cancerogenic effect Effects 0.000 description 1
- 231100000357 carcinogen Toxicity 0.000 description 1
- 239000003183 carcinogenic agent Substances 0.000 description 1
- 210000003850 cellular structure Anatomy 0.000 description 1
- 230000001276 controlling effect Effects 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 201000010099 disease Diseases 0.000 description 1
- 230000004761 fibrosis Effects 0.000 description 1
- 230000004907 flux Effects 0.000 description 1
- 210000002288 golgi apparatus Anatomy 0.000 description 1
- 238000011534 incubation Methods 0.000 description 1
- 230000004054 inflammatory process Effects 0.000 description 1
- 208000014674 injury Diseases 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 201000005202 lung cancer Diseases 0.000 description 1
- 208000020816 lung neoplasm Diseases 0.000 description 1
- 229920002521 macromolecule Polymers 0.000 description 1
- 238000002844 melting Methods 0.000 description 1
- 230000008018 melting Effects 0.000 description 1
- 210000003470 mitochondria Anatomy 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 102000039446 nucleic acids Human genes 0.000 description 1
- 108020004707 nucleic acids Proteins 0.000 description 1
- 150000007523 nucleic acids Chemical class 0.000 description 1
- 230000009054 pathological process Effects 0.000 description 1
- 230000002085 persistent effect Effects 0.000 description 1
- 229920001184 polypeptide Polymers 0.000 description 1
- 230000002265 prevention Effects 0.000 description 1
- 102000004196 processed proteins & peptides Human genes 0.000 description 1
- 239000000047 product Substances 0.000 description 1
- 238000004393 prognosis Methods 0.000 description 1
- 210000002345 respiratory system Anatomy 0.000 description 1
- 239000002342 ribonucleoside Substances 0.000 description 1
- 210000003705 ribosome Anatomy 0.000 description 1
- 230000035945 sensitivity Effects 0.000 description 1
- 230000008313 sensitization Effects 0.000 description 1
- 238000000926 separation method Methods 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
- 230000003319 supportive effect Effects 0.000 description 1
- 238000004885 tandem mass spectrometry Methods 0.000 description 1
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
- G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
- G01N33/68—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving proteins, peptides or amino acids
- G01N33/6803—General methods of protein analysis not limited to specific proteins or families of proteins
- G01N33/6848—Methods of protein analysis involving mass spectrometry
Abstract
BeSO 4 The method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat comprises the following steps: 1. obtaining rat lungOrganizing; 2. preparing a sample; 3. protein reduction treatment; 4. protein alkylation treatment; 5. carrying out proteolysis; 6. TMT labeling is carried out on the protein; 7. performing LC-MS/MS detection on the sample; 8. GO and KEGG enrichment analysis; 9. PPI network diagram analysis. The invention utilizes TMT marked quantitative proteomics technology and bioinformatics analysis technology to realize rapid and high-flux detection of BeSO on one hand 4 On the other hand, the protein expression condition of the infected rat lung tissue realizes the rapid and accurate screening of the key protein, namely BeSO, from the rat lung tissue 4 The occurrence mechanism of the lung cell injury indicates the research direction, and has great guiding significance for diagnosing and treating beryllium lung.
Description
Technical Field
The invention relates to the field of experimental research of pulmonary diseases, in particular to a BeSO 4 A method for detecting and analyzing differential expression protein of lung tissue of infected rats.
Background
Beryllium (Be) is an off-white alkaline earth metal with a high melting point and high electrical and thermal conductivity, is mainly used in three forms of Beryllium metal, beryllium alloy and Beryllium oxide, and is widely used in aerospace, information technology, medical industry and nuclear industry.
Beryllium was listed as a class i carcinogen by the international cancer research institution as early as 1993 and exposure to beryllium compounds can cause acute beryllium disease, beryllium sensitization, chronic beryllium disease, lung cancer disease. Beryllium exposure (i.e., exposure to environments containing beryllium compounds) can damage many organs throughout the body. The lung is a main target organ for beryllium damage, and the beryllium damage to the lung can cause inflammation of a respiratory system, granuloma of lung tissues and interstitial fibrosis of the lung, so that the structure and the function of the lung tissues are damaged, and a beryllium lung is formed. A more serious problem is that after stopping the exposure of beryllium for many years, beryllium still exists in the lungs of the individual, causing persistent damage to the lungs.
At present, the toxicological mechanism of the beryllium compound caused lung injury is not completely elucidated, and the treatment aiming at the beryllium lung is only symptomatic and supportive treatment. Therefore, deep understanding of the toxicological mechanism of beryllium compounds to cause lung injury is particularly important for controlling "beryllium lung".
Disclosure of Invention
The invention aims to overcome the defects of the prior art and provides a BeSO 4 Method for detecting and analyzing differential expression protein of lung tissue of infected rat, which explores BeSO from molecular field 4 The biomarker of the lung tissue of the infected rat has guiding significance for the subsequent exploration of the toxic action mechanism of beryllium compounds and diagnosis and treatment of beryllium lung.
The technical scheme of the invention is as follows: beSO 4 The method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat comprises the following steps:
s01, obtaining rat lung tissue:
a. 10 healthy male rats are selected, and are randomly divided into a control group of 5 groups and a contaminated group of 5 groups, and the treated rats are respectively fed with water normally and are fed for 6 weeks, and 0.25ml of BeSO is instilled in the contaminated group at the 2 nd week 4 The solution was introduced into the rat trachea, and the control group instilled 0.25ml of sterilized ultrapure water into the rat trachea at week 2;
b. the method comprises the steps that 10 rats in the contaminated group and the control group are anesthetized by diethyl ether, blood is collected by an abdominal aorta blood sampling method, and after the rats die, lungs are taken respectively for subsequent use;
s02, sample preparation:
a. weighing 50mg of each lung, respectively cutting, putting into different sterile mortar bodies, and adding 300ul 8M urea lysate and 3ul protease inhibitor into each sterile mortar body;
b. respectively grinding lung tissues in 10 sterile mortar bodies into meat emulsion in a grinding instrument, and standing for 30min to enable protein in the lung tissues to fully generate cleavage reaction;
c. respectively collecting 10 samples into 10 centrifuge tubes, respectively carrying out centrifugal treatment, and respectively collecting supernatant in the 10 centrifuge tubes after the centrifugal treatment, wherein the supernatant contains proteins in lung tissues;
d. measuring the protein concentration in 10 parts of supernatant, taking the solution containing 150ug protein from 10 parts of supernatant according to the protein concentration of each part of supernatant, and transferring the solution into the inner tube of different ultrafiltration tubes;
s03, protein reduction treatment:
a. adding 10mM DTT solution into the inner tubes of 10 ultrafiltration tubes respectively, supplementing the solution amount in each ultrafiltration tube to 500ul, centrifuging each ultrafiltration tube, and discarding the filtrate in the outer tube of the ultrafiltration tube after centrifuging;
b. repeating the step b for at least two times, so that the lysate is fully replaced by the DTT;
c. the 10 ultrafiltration tubes are placed in an incubator at 37 ℃ for incubation for 1h in a dark place, so that the protein in the inner tube of the ultrafiltration tubes and DTT fully undergo reduction reaction;
s04, protein alkylation treatment:
a. IAA solution with the concentration of 20mM is respectively added into the inner tubes of 10 ultrafiltration tubes, and the solution quantity in each ultrafiltration tube is complemented to 500ul; centrifuging each ultrafiltration tube, and discarding filtrate in the outer tube of the ultrafiltration tube after centrifuging;
b. repeating the step a at least twice, so that the DTT is fully replaced by the IAA;
c. placing 10 ultrafiltration tubes in an incubator at 37 ℃ in a dark place for 1h, so that protein in the inner tube of the ultrafiltration tubes and IAA fully undergo alkylation reaction;
s05, proteolysis:
a. adding TEAB solution with the concentration of 100mM into the inner tubes of 10 ultrafiltration tubes respectively, and supplementing the solution quantity in each ultrafiltration tube to 450ul; centrifuging each ultrafiltration tube, and discarding filtrate in the outer tube of the ultrafiltration tube after centrifuging;
b. repeating the step a at least twice, so that the IAA is fully replaced by the TEAB;
c. transferring the solution in the inner tubes of the 10 ultrafiltration tubes to 10 EP tubes in a one-to-one correspondence manner, respectively adding trypsin into each EP tube, and carrying out enzymolysis reaction on each EP tube at 37 ℃ for 14-16h;
in this step, the amount of trypsin required to be added per 100ug of protein was 1mg;
s06, carrying out TMT labeling on the protein:
marking solution samples in 10 EP pipes after enzymolysis by using TMT labels, using one label for each pipe sample, placing each EP pipe in an incubator at 37 ℃ for marking reaction for 1h, respectively adding 8ul of hydroxylamine solution with 5% mass concentration into each EP pipe after the marking reaction is finished, and standing for 15min to terminate the marking reaction;
s07, carrying out LC-MS/MS detection on the sample:
a. mixing 5-tube samples of the contamination group into a tube, namely a tube A, mixing 5-tube samples of the control group into a tube B, concentrating and drying the solutions in the tube A and the tube B respectively, adding 200ul of 0.1% FA into the tube A and the tube B respectively to dissolve, dry and concentrate the concentrated samples, and then respectively dividing the solutions in the tube A and the tube B to obtain 45-tube fractional samples, concentrating and evaporating all the fractional samples for later test;
b. the 45-tube concentrated evaporated samples of the contamination group are respectively named as C 1 、C 2 、C 3 ·····C 45 At C 1 - C 15 Adding 20ul of 0.1% FA into the concentrated and evaporated sample for dissolving, and then using C 1 Dissolving the C in the solution of the number 16 Number and C 31 Sample number C 2 Dissolving the C in the solution of the number 17 Number and C 32 Sample number C 3 Dissolving the C in the solution of the number 18 Number and C 33 Sample number, and so on, with C 15 Sequentially dissolving C in solution 30 Number and C 45 Sample number, finally obtaining 15 tubes of solution of the contamination group, wherein each tube of solution contains 3 tubes of concentrated and evaporated substance of the sample;
c. the 45-tube concentrated evaporated samples of the control group were designated as D respectively 1 、D 2 、D 3 ·····D 45 At D 1 - D 15 Adding 20ul of 0.1% FA into the concentrated and evaporated sample for dissolving, and then using D 1 Dissolving the solutions D in sequence 16 Number and D 31 Sample number C 2 Dissolving the solutions D in sequence 17 Number and C 32 Sample number D 3 Dissolving the solutions D in sequence 18 Number and D 33 Sample number, so on, with D 15 Sequentially dissolving D in solution 30 Number and D 45 Sample number, finally obtaining 15 tubes of solutions of a control group, wherein each tube of solution contains 3 tubes of concentrated and evaporated substances of the sample;
d. performing on-machine detection on 30-tube solutions of the contamination group and the control group in a mass spectrometer, and searching by using a UniProt human database aiming at detection data to obtain original data containing protein types, abundance information and relative molecular weight;
s08, GO and KEGG enrichment analysis:
a. screening the original data by Persue software according to the standards of P value < 0.05 and FC < 1.2 to find out the differential expression protein;
b. performing GO enrichment analysis and KEGG enrichment analysis on the differential expression protein based on two software packages of R language 'clusterifier' and 'org.Hs.eg.db', obtaining biological functions, distribution positions and molecular functions of the differential expression protein through GO enrichment analysis, and obtaining the differential expression protein to participate in BeSO through KEGG enrichment analysis 4 Signaling pathways that cause lung cell damage;
c. screening the differentially expressed proteins associated with the signaling pathway, referred to as associated differentially expressed proteins, from the differentially expressed proteins based on the results of the KEGG enrichment analysis; screening proteins participating in the signal pathway from related differentially expressed proteins by combining with a pathway diagram corresponding to the signal pathway;
s09, PPI network diagram analysis:
a. inputting the related differential expression protein into a String online database for searching, and storing a search result as a TSV format file;
b. visual analysis is carried out on the TSV format file through Cytoscape software, and a PPI network diagram composed of related differential expression proteins is drawn;
c. screening for key proteins from proteins involved in the signaling pathway, which have a correlation with at least 2 proteins, in combination with the PPI network map.
The invention further adopts the technical scheme that: in the S01 step, beSO 4 The concentration of the solution was 12ml/kg.
The invention further adopts the technical scheme that: in the step S01, the rat is SD rat.
The invention further adopts the technical scheme that: in step S02, the sterile mortar is left to stand in a refrigerator at 4 ℃.
The invention further adopts the technical scheme that: in step S03, proteins smaller than 3Kda are enabled to enter the outer tube of the ultrafiltration tube through centrifugal treatment, and proteins larger than 3Kda are trapped in the inner tube of the ultrafiltration tube.
The invention further adopts the technical scheme that: in step S03, ultrafiltration Guan Jing is placed in an incubator at 37 ℃.
The invention further adopts the technical scheme that: in step S05, 1mg of trypsin is required to be added per 100ug of protein.
The invention further adopts the technical scheme that: in step S06, the EP tube is left to stand in an incubator at 37 ℃.
Compared with the prior art, the invention has the following advantages:
1. on the one hand, the rapid and high-throughput detection of BeSO is realized by utilizing TMT marked quantitative proteomics technology and bioinformatics analysis technology 4 On the other hand, the protein expression condition of the infected rat lung tissue realizes the rapid and accurate screening of the key protein (the key protein and BeSO) 4 Associated with injury to rat lung cells), beSO 4 The occurrence mechanism of the lung cell injury indicates the research direction, and has great guiding significance for diagnosing and treating beryllium lung.
2. The TMT marked quantitative proteomics technology has the characteristics of high sensitivity, high flux, strong separation capability and wide application range, can obtain quantitative information of the same peptide segment among different samples, and lays a foundation for further obtaining quantitative data of protein.
The invention is further described below with reference to the drawings and examples.
Drawings
FIG. 1 is a volcanic diagram of a differentially expressed protein in step S08;
FIG. 2 is a cluster map of differentially expressed proteins in step S08;
FIG. 3 is a graph of GO-Cellular Component analysis in step S08;
FIG. 4 is a graph of GO-Biological Process analysis in step S08;
FIG. 5 is a graph of GO-Molecular Function analysis in step S08;
FIG. 6 is a KEGG enrichment analysis chart in step S08;
FIG. 7 is a diagram of RNA transport signal pathways in step S08;
FIG. 8 is a PPI network diagram of the related differentially expressed proteins in step S09.
Detailed Description
Example 1:
BeSO 4 the method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat comprises the following steps:
s01, obtaining rat lung tissue:
a. 10 healthy male rats are selected, and are randomly divided into a control group of 5 groups and a contaminated group of 5 groups, and the treated rats are respectively fed with water normally and are fed for 6 weeks, and 0.25ml of BeSO is instilled in the contaminated group at the 2 nd week 4 The solution was introduced into the rat trachea, and the control group instilled 0.25ml of sterilized ultrapure water into the rat trachea at week 2;
b. 10 rats in the contaminated group and the control group are anesthetized by diethyl ether, blood is collected by an abdominal aorta blood sampling method, and after the rats die, lungs are taken for subsequent use.
In this step, beSO 4 The concentration of the solution was 12ml/kg.
In this step, the rat variety was SD rat.
S02, sample preparation:
a. weighing 50mg of each lung, respectively cutting, placing into different sterile mortar bodies (10 sterile mortar bodies), and adding 300ul 8M urea lysate and 3ul protease inhibitor into each sterile mortar body;
b. respectively grinding lung tissues in 10 sterile mortar bodies into meat emulsion in a grinding instrument, and respectively standing in a refrigerator at 4 ℃ for 30min to enable proteins in the lung tissues to fully undergo cleavage reaction;
c. respectively collecting 10 samples into 10 centrifuge tubes, respectively carrying out centrifugal treatment, and respectively collecting supernatant in the 10 centrifuge tubes after the centrifugal treatment, wherein the supernatant contains proteins in lung tissues;
d. the protein concentration in 10 parts of the supernatant was measured, and based on the protein concentration in each part of the supernatant, the amount of the solution containing 150ug of protein was taken out of 10 parts of the supernatant and transferred to the inner tube of different ultrafiltration tubes (the number of ultrafiltration tubes was 10).
In this step, the temperature of the centrifugation was 4℃and the rotational speed was 12000rmp/min for 10min.
S03, protein reduction treatment:
a. adding 10mM DTT solution into the inner tubes of 10 ultrafiltration tubes respectively, supplementing the solution amount in each ultrafiltration tube to 500ul, centrifuging each ultrafiltration tube, and discarding the filtrate in the outer tube of the ultrafiltration tube after centrifuging;
b. repeating the step b for at least two times, so that the lysate is fully replaced by the DTT;
c. 10 ultrafiltration tubes are placed in an incubator at 37 ℃ for 1h, so that the protein in the inner tube of the ultrafiltration tubes and DTT fully undergo reduction reaction.
In this step, proteins less than 3Kda were allowed to enter the outer tube of the ultrafiltration tube by centrifugation, and proteins greater than 3Kda were trapped in the inner tube of the ultrafiltration tube.
In this step, the temperature of the centrifugation was 4℃and the rotational speed was 12000rmp/min for 15min.
S04, protein alkylation treatment:
a. IAA solution with the concentration of 20mM is respectively added into the inner tubes of 10 ultrafiltration tubes, and the solution quantity in each ultrafiltration tube is complemented to 500ul; centrifuging each ultrafiltration tube, and discarding filtrate in the outer tube of the ultrafiltration tube after centrifuging;
b. repeating the step a at least twice, so that the DTT is fully replaced by the IAA;
c. and (3) placing 10 ultrafiltration tubes in an incubator at 37 ℃ in a static manner, and standing for 1h in a dark place to enable the protein in the inner tube of the ultrafiltration tubes to fully react with IAA in an alkylation manner.
In this step, the temperature of the centrifugation was 4℃and the rotational speed was 14000rmp/min for 15min.
S05, proteolysis:
a. adding TEAB solution with the concentration of 100mM into the inner tubes of 10 ultrafiltration tubes respectively, and supplementing the solution quantity in each ultrafiltration tube to 500ul; centrifuging each ultrafiltration tube, and discarding filtrate in the outer tube of the ultrafiltration tube after centrifuging;
b. repeating the step a at least twice, so that the IAA is fully replaced by the TEAB;
c. transferring the solutions in the inner tubes of the 10 ultrafiltration tubes to 10 EP tubes in a one-to-one correspondence manner, respectively adding trypsin into each EP tube, and carrying out enzymolysis reaction on each EP tube at 37 ℃ for 14-16h.
In this step, the amount of trypsin required to be added is 1mg per 100ug of protein.
In this step, the temperature of the centrifugation was 4℃and the rotational speed was 14000rmp/min for 15min.
S06, carrying out TMT labeling on the protein:
a. the labeling reaction is carried out by using TMT labels (model of label product is Thermo Scientific ™ TMT ™) to label solution samples in 10 EP pipes after enzymolysis, one label is used for each pipe sample, each EP pipe is placed in an incubator at 37 ℃ for carrying out the labeling reaction for 1h, and after the labeling reaction is finished, 8ul of hydroxylamine solution with 5% mass concentration is respectively added into each EP pipe, and the mixture is kept stand for 15min to terminate the labeling reaction.
In this step, the EP tube was left to stand in an incubator at 37 ℃.
S07, carrying out LC-MS/MS detection on the sample:
a. mixing 5-tube samples of the contamination group into a tube, namely a tube A, mixing 5-tube samples of the control group into a tube B, concentrating and drying the solutions in the tube A and the tube B respectively, adding 200ul of 0.1% FA into the tube A and the tube B respectively to dissolve, dry and concentrate the concentrated samples, and then respectively dividing the solutions in the tube A and the tube B to obtain 45-tube fractional samples, concentrating and evaporating all the fractional samples for later test;
b. the 45-tube concentrated evaporated samples of the contamination group are respectively named as C 1 、C 2 、C 3 ·····C 45 At C 1 - C 15 Adding 20ul of 0.1% FA into the concentrated and evaporated sample for dissolving, and then using C 1 Dissolving the C in the solution of the number 16 Number and C 31 Sample number C 2 Dissolving the C in the solution of the number 17 Number and C 32 Sample number C 3 Dissolving the C in the solution of the number 18 Number and C 33 Sample number, and so on, with C 15 Sequentially dissolving C in solution 30 Number and C 45 Sample number, finally obtaining 15 tubes of solution of the contamination group, wherein each tube of solution contains 3 tubes of concentrated and evaporated substance of the sample;
c. the 45-tube concentrated evaporated samples of the control group were designated as D respectively 1 、D 2 、D 3 ·····D 45 At D 1 - D 15 Adding 20ul of 0.1% FA into the concentrated and evaporated sample for dissolving, and then using D 1 Dissolving the solutions D in sequence 16 Number and D 31 Sample number C 2 Dissolving the solutions D in sequence 17 Number and C 32 Sample number D 3 Dissolving the solutions D in sequence 18 Number and D 33 Sample number, so on, with D 15 Sequentially dissolving D in solution 30 Number and D 45 Sample number, finally obtaining 15 tubes of solutions of a control group, wherein each tube of solution contains 3 tubes of concentrated and evaporated substances of the sample;
d. performing on-machine detection on 30-tube solutions of the infected group and the control group in a mass spectrometer, searching by using a UniProt human database according to detection data, and extracting quantitative data of infected proteins of the infected group and uninfected proteins of the control group into an excel table, wherein the data in excel is original data, and the original data comprises protein types, abundance information and relative molecular weight information.
In the step, the steps b and c are not sequenced.
S08, GO and KEGG enrichment analysis:
a. according to the standard that P value is less than 0.05 and FC is more than 1.2, screening the original data through Persue software to find 422 differential expression proteins, wherein 197 differential expression proteins are remarkably up-regulated, and 225 differential expression proteins are remarkably down-regulated;
b. performing GO enrichment analysis and KEGG enrichment analysis on the 422 differential expression proteins based on two software packages of R language 'clusterifier' and 'org.Hs.eg.db', obtaining biological functions, distribution positions and molecular functions of the differential expression proteins through GO enrichment analysis, and obtaining the differential expression proteins to participate in BeSO through KEGG enrichment analysis 4 Signaling pathways that cause lung cell damage (regulate RNA transport);
c. screening out the 422 differentially expressed proteins (8 in total, UBE21, NUP85, NUP88, RNPS1, NUP155, EIF2B4, EIF2B3, respectively) associated with the signaling pathway (modulating RNA transport) based on the results of the KEGG enrichment analysis, referred to as associated differentially expressed proteins; and 5 proteins participating in the signaling pathway (regulating RNA transportation) are screened from related differentially expressed proteins by combining with a corresponding pathway diagram of the signaling pathway (RNA transportation signaling pathway diagram).
In this step, referring to fig. 1-2, the distribution of differentially expressed proteins between the affected group and the control group is more intuitively shown by volcanic image (made by graphpad prism 7 software) and cluster thermal image (made by omicshare cloud platform).
In this step, referring to FIGS. 3-5, the GO enrichment analysis results show that the differentially expressed proteins are concentrated in cell components mediating ribosomes, mitochondria and Golgi apparatus, and participate in RNA operation, RNA transport and RNA localization, and the differentially expressed proteins are involved in two molecular functions of ribonucleoside binding and nuclear pore structure components.
In this step, see FIG. 6, which shows the results of the KEGG enrichment analysis for BeSO 4 Toxic effects on rat lung cells are achieved by modulating RNA transductionA signal path.
In this step, referring to FIG. 7, an RNA transport signal pathway diagram shows that, among 8 related differentially expressed proteins, the pathway of action of NUP85 and NUP88 is the process of the nuclear pore complex (Nuclear Pore Complex, NPC); the pathway of action of EIF2B4 and EIF2B3 is the process of translation initiation factors (Translation Initiation Factors, EIFs); the route of action of RNPS1 is the process of Exon Junction Complex (EJC).
S09, PPI network diagram analysis:
a. inputting 8 related differential expression proteins into a String online database for searching, and storing the searching result as a TSV format file;
b. visual analysis is carried out on the TSV format file through Cytoscape software, and a PPI network diagram consisting of 8 related differential expression proteins is drawn;
c. 3 key proteins (NUP 85, NUP88, RNPS 1) were selected from 5 proteins involved in the RNA transport signal pathway, which have a correlation with at least 2 proteins at the same time, in combination with the PPI network map.
In this step, referring to FIG. 8, among 8 related differentially expressed proteins, 3 proteins, NUP85, NUP88, RNPS1, are involved in the RNA transport signal pathway and have a correlation with at least 2 proteins, and thus are identified as key proteins.
The method combines the proteomics technology and the bioinformatics analysis technology, and explores the BeSO from the molecular field 4 The biomarker of the lung tissue of the infected rat has guiding significance for the subsequent exploration of the toxic action mechanism of beryllium compounds and diagnosis and treatment of beryllium lung. Proteomics is the science of taking proteome as a research object and researching the composition, the expression level and the modification mode of the proteome, and tandem mass spectrometry tag technology is a reliable technology in proteomics, and can carry out relative quantitative and identification analysis on proteins, polypeptides, nucleic acids and other biological macromolecules. The interaction relationship between proteins can be analyzed by adopting a related bioinformatics analysis method (GO and KEGG enrichment analysis), so that the functions of the proteins can be further explored. Thereby generating lifeThe research of the mechanism and action rules of pathological process provides a new thought, helps to reveal a molecular network related to the beryllium lung disease, and can provide a new thought for the early prevention work of the beryllium lung disease, the diagnosis, the treatment and the prognosis development of the disease.
Claims (8)
1. BeSO 4 The method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat is characterized by comprising the following steps: the method comprises the following steps:
s01, obtaining rat lung tissue:
a. 10 healthy male rats are selected, and are randomly divided into a control group of 5 groups and a contaminated group of 5 groups, and the treated rats are respectively fed with water normally and are fed for 6 weeks, and 0.25ml of BeSO is instilled in the contaminated group at the 2 nd week 4 The solution was introduced into the rat trachea, and the control group instilled 0.25ml of sterilized ultrapure water into the rat trachea at week 2;
b. the method comprises the steps that 10 rats in the contaminated group and the control group are anesthetized by diethyl ether, blood is collected by an abdominal aorta blood sampling method, and after the rats die, lungs are taken respectively for subsequent use;
s02, sample preparation:
a. weighing 50mg of each lung, respectively cutting, putting into different sterile mortar bodies, and adding 300ul 8M urea lysate and 3ul protease inhibitor into each sterile mortar body;
b. respectively grinding lung tissues in 10 sterile mortar bodies into meat emulsion in a grinding instrument, and standing for 30min to enable protein in the lung tissues to fully generate cleavage reaction;
c. respectively collecting 10 samples into 10 centrifuge tubes, respectively carrying out centrifugal treatment, and respectively collecting supernatant in the 10 centrifuge tubes after the centrifugal treatment, wherein the supernatant contains proteins in lung tissues;
d. measuring the protein concentration in 10 parts of supernatant, taking the solution containing 150ug protein from 10 parts of supernatant according to the protein concentration of each part of supernatant, and transferring the solution into the inner tube of different ultrafiltration tubes;
s03, protein reduction treatment:
a. adding 10mM DTT solution into the inner tubes of 10 ultrafiltration tubes respectively, supplementing the solution amount in each ultrafiltration tube to 500ul, centrifuging each ultrafiltration tube, and discarding the filtrate in the outer tube of the ultrafiltration tube after centrifuging;
b. repeating the step b for at least two times, so that the lysate is fully replaced by the DTT;
c. placing 10 ultrafiltration tubes in an incubator at 37 ℃ for 1h, so that the protein in the inner tube of the ultrafiltration tubes and DTT fully undergo a reduction reaction;
s04, protein alkylation treatment:
a. IAA solution with the concentration of 20mM is respectively added into the inner tubes of 10 ultrafiltration tubes, and the solution quantity in each ultrafiltration tube is complemented to 500ul; centrifuging each ultrafiltration tube, and discarding filtrate in the outer tube of the ultrafiltration tube after centrifuging;
b. repeating the step a at least twice, so that the DTT is fully replaced by the IAA;
c. placing 10 ultrafiltration tubes in an incubator at 37 ℃ in a dark place for 1h, so that protein in the inner tube of the ultrafiltration tubes and IAA fully undergo alkylation reaction;
s05, proteolysis:
a. adding TEAB solution with the concentration of 100mM into the inner tubes of 10 ultrafiltration tubes respectively, and supplementing the solution quantity in each ultrafiltration tube to 500ul; centrifuging each ultrafiltration tube, and discarding filtrate in the outer tube of the ultrafiltration tube after centrifuging;
b. repeating the step a at least twice, so that the IAA is fully replaced by the TEAB;
c. transferring the solution in the inner tubes of the 10 ultrafiltration tubes to 10 EP tubes in a one-to-one correspondence manner, respectively adding trypsin into each EP tube, and carrying out enzymolysis reaction on each EP tube at 37 ℃ for 14-16h;
s06, carrying out TMT labeling on the protein:
marking solution samples in 10 EP pipes after enzymolysis by using TMT labels, using one label for each pipe sample, placing each EP pipe in an incubator at 37 ℃ for marking reaction for 1h, respectively adding 8ul of hydroxylamine solution with 5% mass concentration into each EP pipe after the marking reaction is finished, and standing for 15min to terminate the marking reaction;
s07, carrying out LC-MS/MS detection on the sample:
a. mixing 5-tube samples of the contamination group into a tube, namely a tube A, mixing 5-tube samples of the control group into a tube B, concentrating and drying the solutions in the tube A and the tube B respectively, adding 200ul of 0.1% FA into the tube A and the tube B respectively to dissolve, dry and concentrate the concentrated samples, and then respectively dividing the solutions in the tube A and the tube B to obtain 45-tube fractional samples, concentrating and evaporating all the fractional samples for later test;
b. the 45-tube concentrated evaporated samples of the contamination group are respectively named as C 1 、C 2 、C 3 ·····C 45 At C 1 - C 15 Adding 20ul of 0.1% FA into the concentrated and evaporated sample for dissolving, and then using C 1 Dissolving the C in the solution of the number 16 Number and C 31 Sample number C 2 Dissolving the C in the solution of the number 17 Number and C 32 Sample number C 3 Dissolving the C in the solution of the number 18 Number and C 33 Sample number, and so on, with C 15 Sequentially dissolving C in solution 30 Number and C 45 Sample number, finally obtaining 15 tubes of solution of the contamination group, wherein each tube of solution contains 3 tubes of concentrated and evaporated substance of the sample;
c. the 45-tube concentrated evaporated samples of the control group were designated as D respectively 1 、D 2 、D 3 ·····D 45 At D 1 - D 15 Adding 20ul of 0.1% FA into the concentrated and evaporated sample for dissolving, and then using D 1 Dissolving the solutions D in sequence 16 Number and D 31 Sample number C 2 Dissolving the solutions D in sequence 17 Number and C 32 Sample number D 3 Dissolving the solutions D in sequence 18 Number and D 33 Sample number, so on, with D 15 Sequentially dissolving D in solution 30 Number and D 45 Sample number, finally obtaining 15 tubes of solutions of a control group, wherein each tube of solution contains 3 tubes of concentrated and evaporated substances of the sample;
d. performing on-machine detection on 30-tube solutions of the contamination group and the control group in a mass spectrometer, and searching by using a UniProt human database aiming at detection data to obtain original data containing protein types, abundance information and relative molecular weight;
s08, GO and KEGG enrichment analysis:
a. screening the original data by Persue software according to the standards of P value < 0.05 and FC < 1.2 to find out the differential expression protein;
b. performing GO enrichment analysis and KEGG enrichment analysis on the differential expression protein based on two software packages of R language 'clusterifier' and 'org.Hs.eg.db', obtaining biological functions, distribution positions and molecular functions of the differential expression protein through GO enrichment analysis, and obtaining the differential expression protein to participate in BeSO through KEGG enrichment analysis 4 Signaling pathways that cause lung cell damage;
c. screening the differentially expressed proteins associated with the signaling pathway, referred to as associated differentially expressed proteins, from the differentially expressed proteins based on the results of the KEGG enrichment analysis; screening proteins participating in the signal pathway from related differentially expressed proteins by combining with a pathway diagram corresponding to the signal pathway;
s09, PPI network diagram analysis:
a. inputting the related differential expression protein into a String online database for searching, and storing a search result as a TSV format file;
b. visual analysis is carried out on the TSV format file through Cytoscape software, and a PPI network diagram composed of related differential expression proteins is drawn;
c. screening key proteins from proteins involved in the signal pathway, wherein the key proteins have correlation with at least 2 proteins simultaneously, and the key proteins are NUP85, NUP88 and RNPS1, by combining with the PPI network diagram.
2. BeSO as claimed in claim 1 4 The method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat is characterized by comprising the following steps: in the S01 step, beSO 4 The concentration of the solution was 12ml/kg.
3. BeSO as claimed in claim 2 4 The method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat is characterized in that: in the step S01, the rat is SD rat.
4. A BeSO according to claim 3 4 The method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat is characterized by comprising the following steps: in step S02, the sterile mortar is left to stand in a refrigerator at 4 ℃.
5. BeSO as claimed in claim 4 4 The method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat is characterized by comprising the following steps: in step S03, proteins smaller than 3Kda are enabled to enter the outer tube of the ultrafiltration tube through centrifugal treatment, and proteins larger than 3Kda are trapped in the inner tube of the ultrafiltration tube.
6. BeSO as claimed in claim 5 4 The method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat is characterized by comprising the following steps: in step S03, ultrafiltration Guan Jing is placed in an incubator at 37 ℃.
7. BeSO as claimed in claim 6 4 The method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat is characterized by comprising the following steps: in step S05, 1mg of trypsin is required to be added per 100ug of protein.
8. BeSO as claimed in claim 7 4 The method for detecting and analyzing the differential expression protein of the lung tissue of the infected rat is characterized by comprising the following steps: in step S06, the EP tube is left to stand in an incubator at 37 ℃.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202110092413.7A CN112858692B (en) | 2021-01-24 | 2021-01-24 | BeSO 4 Method for detecting and analyzing differential expression protein of lung tissue of infected rat |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202110092413.7A CN112858692B (en) | 2021-01-24 | 2021-01-24 | BeSO 4 Method for detecting and analyzing differential expression protein of lung tissue of infected rat |
Publications (2)
Publication Number | Publication Date |
---|---|
CN112858692A CN112858692A (en) | 2021-05-28 |
CN112858692B true CN112858692B (en) | 2024-03-12 |
Family
ID=76008190
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202110092413.7A Active CN112858692B (en) | 2021-01-24 | 2021-01-24 | BeSO 4 Method for detecting and analyzing differential expression protein of lung tissue of infected rat |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN112858692B (en) |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2006099569A2 (en) * | 2005-03-11 | 2006-09-21 | National Jewish Medical And Research Center | Methods and compositions for beryllium-induced disease |
KR20070018987A (en) * | 2004-07-01 | 2007-02-14 | 패러다임 테라퓨틱스 리미티드 | Use of the receptor GPR86 |
CN107064338A (en) * | 2017-03-01 | 2017-08-18 | 国家烟草质量监督检验中心 | A kind of method based on iTRAQ marker determination nicotine inducing cell differential expression proteins |
CN110221337A (en) * | 2019-06-28 | 2019-09-10 | 南华大学 | A method of utilizing irradiation biological damage in α -1 antiprotease evaluation uranium ore dust |
WO2020014330A1 (en) * | 2018-07-10 | 2020-01-16 | Academia Sinica | A biomarker and target for diagnosis, prognosis and treatment of ankylosing spondylitis |
-
2021
- 2021-01-24 CN CN202110092413.7A patent/CN112858692B/en active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR20070018987A (en) * | 2004-07-01 | 2007-02-14 | 패러다임 테라퓨틱스 리미티드 | Use of the receptor GPR86 |
WO2006099569A2 (en) * | 2005-03-11 | 2006-09-21 | National Jewish Medical And Research Center | Methods and compositions for beryllium-induced disease |
CN107064338A (en) * | 2017-03-01 | 2017-08-18 | 国家烟草质量监督检验中心 | A kind of method based on iTRAQ marker determination nicotine inducing cell differential expression proteins |
WO2020014330A1 (en) * | 2018-07-10 | 2020-01-16 | Academia Sinica | A biomarker and target for diagnosis, prognosis and treatment of ankylosing spondylitis |
CN110221337A (en) * | 2019-06-28 | 2019-09-10 | 南华大学 | A method of utilizing irradiation biological damage in α -1 antiprotease evaluation uranium ore dust |
Also Published As
Publication number | Publication date |
---|---|
CN112858692A (en) | 2021-05-28 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
Goldsmith et al. | Ultrastructural characterization of SARS coronavirus | |
JP2023002729A (en) | Device, solution, and method for sample collection related application, analysis, and diagnosis | |
Klingauf-Nerurkar et al. | The GTPase Nog1 co-ordinates the assembly, maturation and quality control of distant ribosomal functional centers | |
Johal et al. | Mouse mammary tumor like virus sequences in breast milk from healthy lactating women | |
WO2011146683A1 (en) | Methods and reagents for metabolomics and histology in a biological sample and a kit for the same | |
CN107024530A (en) | Method of detection microorganism and products thereof is composed by internal standard material | |
Makki et al. | A precision medicine approach uncovers a unique signature of neutrophils in patients with brushite kidney stones | |
CN107525818A (en) | A kind of method and reagent that excretion body is extracted from urine | |
von Stillfried et al. | Detection methods for SARS-CoV-2 in tissue | |
CN112858692B (en) | BeSO 4 Method for detecting and analyzing differential expression protein of lung tissue of infected rat | |
Poudel et al. | Characterization of CA-MRSA TCH1516 exposed to nafcillin in bacteriological and physiological media | |
CN108107219A (en) | The method of liver cancer syndrome of deficiency of kidney yin biological marker analyte detection based on sialoprotein matter group | |
Chen et al. | Comparative proteomic identification of capacitated and non-capacitated sperm of Yanbian Yellow Cattle | |
CN112858691B (en) | BeSO 4 Method for detecting and analyzing differential expression protein of infected rat serum | |
Bowlus et al. | In situ mass spectrometry of autoimmune liver diseases | |
Overbey et al. | Challenges and considerations for single-cell and spatially resolved transcriptomics sample collection during spaceflight | |
NL2024699B1 (en) | Egg Characteristic Determining Device | |
Bustamante-Filho et al. | Spermatozoa and seminal plasma proteomics: Too many molecules, too few markers. The case of bovine and porcine semen | |
CN113156027A (en) | Derivatization method of carboxyl metabolites and efficient non-targeted metabonomics analysis method | |
CN113075323B (en) | BeSO 4 Method for detecting and analyzing differential expression protein of infected 16HBE cell | |
Poschmann et al. | Quantitative MS workflow for a high-quality secretome analysis by a quantitative secretome-proteome comparison | |
Lee et al. | Scalable isolation of mammalian mitochondria for nucleic acid and nucleoid analysis | |
Adhikari et al. | Proteomic analysis of secreted proteins from cell microenvironment | |
Yang et al. | Purification of mitochondrial ribosomes with the translocase Oxa1L from HEK cells | |
RU2748716C1 (en) | Breast cancer prognosis method |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |