Method of identification of methicillin-resistant <i>Staphylococcus aureus</i>
11352655 · 2022-06-07
Assignee
Inventors
- Der-Yang Cho (Taichung, TW)
- Jiaxin Yu (Taichung, TW)
- Ni Tien (Taichung, TW)
- Chao-Jung Chen (Taichung, TW)
Cpc classification
G01N33/6851
PHYSICS
International classification
Abstract
Disclosed is a method for identifying methicillin-resistant Staphylococcus aureus through detection a mass signal at m/z of 6580-6600 in the MALDI-TOF mass spectrum. Also disclosed is a novel peptide biomarker, which consists of SEQ NO ID:5 and the use thereof for detection and/or identification of methicillin-resistant Staphylococcus aureus.
Claims
1. A method for identifying methicillin-resistant Staphylococcus aureus, comprising: (a) providing a bacterial sample; (b) depositing the bacterial sample on a matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF) mass spectrometer target plate; (c) acquiring a MALDI-TOF mass spectrum of the bacterial sample; and (d) determining the presence of a first mass signal at m/z of 6580-6600 and a second mass signal at m/z of 3030-3040 in the MALDI-TOF mass spectrum, and identifying the bacterial sample which comprises methicillin-resistant S. aureus.
2. The method of claim 1, wherein the bacterial sample is a body fluid or a tissue.
3. The method of claim 2, wherein the body fluid is selected from the group consisting of blood, serum, saliva, digestive juice, tears, sweat, urine, and combinations thereof.
4. The method of claim 1, wherein the first mass signal at m/z of 6580-6600 comprises a peptide having amino acid sequence of SEQ ID NO: 5.
5. The method of claim 1, wherein the mass signal further comprises a third mass signal at m/z of 3760-3770.
6. The method of claim 5, wherein the mass signal further comprises a fourth mass signal at m/z of 6540-6560.
7. The method of claim 1, wherein the signal intensity of the second mass signal obtained from methicillin-resistant S. aureus is higher than those from methicillin-sensitive S. aureus.
8. The method of claim 5, wherein the signal intensity of the third mass signal obtained from methicillin-resistant S. aureus is lower than that from methicillin-sensitive S. aureus.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
(1) The patent or application file contains at least one drawing executed in color. Copies of this patent or patent application publication with color drawing(s) will be provided by the Office upon request and payment of the necessary fee.
(2)
(3)
(4)
(5)
(6)
(7)
(8)
(9)
(10)
(11)
(12)
(13)
(14)
DETAILED DESCRIPTION OF THE INVENTION
(15) Not otherwise defined herein, otherwise the scientific and technical terms used in this disclosure should have the meanings commonly understood and used by those of ordinary skill in the art. In addition, unless the context requires otherwise, it should be understood that singular terms shall include the same plural form, and plural terms shall include the singular. Specifically, the singular forms “a” and “an” as used herein and in the claims include plural forms unless the context clearly dictates otherwise.
(16) Although the numerical ranges and parameters that illustrate the wide range of the present invention are approximate values, the numerical values set forth in the specific embodiments are reported as accurately as possible. However, any value contains certain errors, and these errors must be caused by the standard deviations in the various test measurements. Also, as used herein, the term “about” refers to within an acceptable standard error of the mean when considered by one of ordinary skill in the art. Except in the operating/working examples, or unless expressly stated otherwise, all numerical ranges, quantities, values, and percentages disclosed herein should be understood to be described by the term “about” in all cases. Therefore, unless otherwise indicated, the numerical parameters set forth in the present disclosure and the appended claims are approximate values that can be changed as desired. At the very least, each numerical parameter should at least be interpreted based on the number of significant figures reported and by applying ordinary rounding techniques.
(17) The present invention relates to a method for identifying methicillin-resistant Staphylococcus aureus, comprising: (a) providing a bacterial sample; (b) depositing the bacterial sample on a matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF) mass spectrometer target plate; (c) acquiring a MALDI-TOF mass spectrum of the bacterial sample; and (d) determining the presence of a mass signal at m/z of 6580-6600 in the MALDI-TOF mass spectrum, and identifying the bacterial sample which comprises methicillin-resistant Staphylococcus aureus.
(18) In one embodiment, the bacterial sample is a body fluid or a tissue, preferably the bacterial sample is a body fluid.
(19) In another embodiment, the body fluid is selected form the group consisting of blood, serum, saliva, digestive juice, tears, sweat, urine, and combinations thereof.
(20) In one embodiment, the mass signal at m/z of 6580-6600 comprises a peptide having amino acid sequence of SEQ ID NO: 5.
(21) In another embodiment, the mass signal comprises a first mass signal at m/z of 6580-6600, and a second mass signal at m/z of 3030-3050.
(22) In another embodiment, the mass signal comprises a first mass signal at m/z of 6580-6600, a second mass signal at m/z of 3030-3050 and a third mass signal at m/z of 3760-3770.
(23) In another embodiment, the mass signal comprises a first mass signal at m/z of 6580-6600, a second mass signal at m/z of 3030-3050, a third mass signal at m/z of 3760-3770, and a fourth mass signal at m/z of 6540-6560.
(24) In another embodiment, the signal intensity of the second mass signal obtained from methicillin-resistant Staphylococcus aureus is higher than those from methicillin-sensitive Staphylococcus aureus.
(25) In another embodiment, the signal intensity of the third mass signal obtained from methicillin-resistant Staphylococcus aureus is lower than those from methicillin-sensitive Staphylococcus aureus.
(26) In one aspect, the present invention relates to a peptide for identifying methicillin-resistant Staphylococcus aureus consists of SEQ NO ID:5.
(27) In another aspect, the present invention relates to a method for identifying methicillin-resistant Staphylococcus aureus, comprising: (a) providing a bacterial sample; and (b) determining the presence of a peptide which consists of SEQ NO ID:5, and identifying the bacterial sample which comprises methicillin-resistant Staphylococcus aureus.
(28) In one embodiment, the bacterial sample is a body fluid or a tissue, preferably the bacterial sample is a body fluid. preferably the bacterial sample is a body fluid.
(29) In another embodiment, the body fluid is selected form the group consisting of blood, serum, saliva, digestive juice, tears, sweat, urine, and combinations thereof.
(30) In another embodiment, the peptide is detected by a method selected from the group consisting of matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS) analysis, liquid chromatography electrospray ionization mass spectrometry (LC-ESI-MS) analysis, liquid chromatography tandem mass spectrometry (LC-MS/MS) analysis, gas chromatography mass spectrometry (GS/MS) analysis, high performance liquid chromatography (HPLC), ultra-high performance liquid chromatography (UPLC), and combinations of thereof.
EXAMPLES
(31) The present invention can be implemented in many different forms and should not be construed as being limited to the examples set forth herein. The described examples are not limited to the scope of the invention described in the claims.
Example 1. Establishment and Analysis of Database
(32) The source of clinical specimens:
(33) The verification data was the retrospective microbiological test data (IRB number: CMUH109-REC3-098) collected by China Medical University Hospital (IRB number: CMUH109-REC3-098), including MSSA (Class0) and MRSA (Class1). MALDI-TOF analysis data can be obtained by comparing the mass spectra of MRSA or MSSA with those already established in commercial analysis software. The profile of mass spectra of each strain and the m/z of the strain were retained during each clinical test. The record (
(34) Operation of mass spectrometer (Bruker MALDI Biotyper) for microbial identification:
(35) 1. Preparation of specimen
(36) (1) Preparation method for direct smearing of bacteria
(37) Use a clean toothpick to dip the fresh microbial colony to be identified (the incubation time was between 24 and 48 hours), and directly apply a thin layer of the specimen on the clean MALDI sample plate. After air-drying, add 1 μL of 70% formic acid (FA) to the bacteria on the MALDI sample pan, and dry at room temperature. Next, add 1 μL of α-cyano-4-hydroxycinnamic acid (CHCA) matrix solution to the bacteria on the MALDI sample plate, and air dry at room temperature. The air-dried samples are applied to the MALDI-TOF mass spectrometer for analysis and bacterial identification.
(38) (2) Preparation method of bacteria first extracted with formic acid (FA)
(39) Pick a single colony or 5-10 mg of bacterial pellet and place it in a 1.5 mL microcentrifuge tube containing 300 μL of pure water. After the bacteria are fully dispersed and homogenized in the water, add 900 μL of absolute alcohol and mix well. It can be stored at −18° C. for up to 6 months, and at room temperature for several days. Then, centrifuge at 15,000 g for 2 minutes, after removing the supernatant, perform a second centrifugation at 15,000 g for a second time for 2 minutes, and then remove the remaining supernatant as much as possible and air dry for a few of minutes. Next, add 25 μL of 70% formic acid (the volume of 70% formic acid can be adjusted according to the amount of bacteria, the range is usually 1-80 μL). Then use a micropipette to repeatedly suck and release or use shaking to fully disperse and homogenize the bacteria. After fully mixing, add CHCA with the same volume as 70% FA solution and shake to make it evenly mixed. After mixing, centrifuge at the highest speed of 15000 g for 2 minutes, take 1 μL of the supernatant, place it on the MALDI sample plate, and air-dry at room temperature. Add 1 μL of HCCA matrix solution to the air-dried sample. After the sample is air-dried, it can be analyzed and identified by the MALDI-TOF mass spectrometer.
(40) (3) After the laser pulse is applied to the sample, the mass spectra of MRSA or MSSA is obtained. In linear mode, the detected mass range is 1000 to 10000 mass-to-charge ratio, and in reflection mode, the detected mass range is 1000 to 4000 mass-to-charge ratio.
(41) 2. Analyze with microflex LT instrument software
(42) 3. Check the identification results from the MALDI Biotyper Realtime Classification (RTC)
(43) Results:
(44) The results are detailed as follows:
Example 2: Identify Important Biomarkers of MRSA and MSSA and their Combinations
(45) In order to find the important biomarker combination used to identify MRSA, the biological characteristics of different mass-to-charge ratios are found by averaging all the samples of all MRSA and MSSA in
(46) SHAP (SHapley Additive exPlanation) values are mainly used to evaluate the importance of features. Since the peptide fragments will cross a range of charge mass, averaging every 10 Da will be more effective to observe the difference in charge mass range. Using the SHAP summary graph in
(47) From the results of
(48) Furthermore, a receiver operating characteristic curve (ROC) curve was created by combining the 4 types of features, and the AUC (area under the curve) value was obtained for MRSA resistance classification prediction. In general, if the AUC is between 0.7 and 0.9, it is a method with high accuracy. The AUC value is often used to evaluate the diagnostic value of the test. The higher the value, the higher the diagnostic value. The results in
Example 3: Identification of Peptide Sequences Used to Identify Important Biomarkers of MRSA and MSSA
(49) Protein analysis was used to identify peptide fragments that can be used to distinguish MRSA from MSSA. First, the samples of MRSA (No. MRSA64) and MSSA (No. MSSA4) were sorted through a liquid chromatography column C4 column fractionation
and the obtained fractions were analyzed by MALDI-TOF MS to generate mass spectrum. Next, isolate the peaks which was be further analyzed, and then perform protein hydrolysis. The hydrolyzed protein fragments were identified by liquid chromatography-tandem mass spectrometry (LC-MS/MS). Each MS/MS spectrum was processed by DataAnalysis 4.4 software (Bruker) to generate ion mass list. The identification of each peptide was completed by entering the quality list in the Mascot 2.6 server, and further searching and confirming according to its protein database. In addition, amino acid sequence analysis and database alignment were used to confirm the protein identity of the analysis.
(50)
(51)
(52) The amino acid sequences of the peptide fragments with a m/z of 6593.2 in MRSA64 and a m/z of 6550 in MSSA4 are listed in Table 1 and Table 2, respectively.
(53) TABLE-US-00001 TABLE 1 Protein identification information of MRSA64 samples: Sample column fractionation Peak (m/z) MRSA64 7.sup.th fraction 6593.2 Fragments identified by trypsin digestion of proteins (indicated in bold and underlined): MADESKFDQF KGNVKETVGN VTDNKELEKE GQQDKVIGKA KEVVENAKNK ITDAIDKLKK (SEQ NO ID: 1) Fragments identified by Glu-C protease digestion of proteins (indicated in bold and underlined): MADESKFDQF KGNVKETVGN VTDNKELEKE GQQDKVIGKA KEVVENAKNK ITDAIDKLKK (SEQ NO ID: 2) Protein identification results: Q5HFD7 (Y1680_STAAC) UPF0337 protein SACOL168 (SACOL1680) Or Q2FGA1 (Y1582_STAA3) UPF0337 protein SAUSA300_1582 (SAUSA300_1582) protein (average neutral mass is 6722.53 m/z), which degrades the first amino acid Met, so the mass detected by mass spectrometry is 6591.48 m/z.
(54) TABLE-US-00002 TABLE 2 Protein identification information of MSSA4 samples: Sample C4 column fractionation Peak (m/z) MSSA4 5.sup.th fraction 6551 Fragments identified by trypsin digestion of proteins (indicated in bold and underlined): MADESKFDQF KGNVKETVGN VTDNKELEKE GQQDKATGKA KEVVENAKNK ITDAIDKLKK (SEQ NO ID: 3) Fragments identified by Glu-C protease digestion of proteins (indicated in bold and underlined): MADESKFDQF KGNVKETVGN VTDNKELEKE GQQDKATGKA KEVVENAKNK ITDAIDKLKK (SEQ NO ID: 4) Protein identification results: Q7A593 (Y1452_STAAN) UPF0337 protein SA1452 protein (average neutral mass is 6682.46 m/z) degrades the first amino acid Met, so the mass spectrum detection mass is 6551.48 m/z.
(55) The peak signal detected in the 7.sup.th fraction of MRSA64 was 6593.2, and the protein was identified as Q5HFD7 (Y1680_STAAC) UPF0337 protein SACOL168 (SACOL1680) or Q2FGA1 (Y1582_STAA3) UPF0337 protein USA SAUSA300_1582 (SA300_1582). The average neutral mass of the protein is 6722.53 m/z. When the first amino acid Met was degraded, the mass detected by mass spectrometry was 6591.48 m/z, which was 6722.5 m/z-131m/z [149 Da-18 Da (dehydrated upon binding)=131 Da]. In addition, the peak signal detected in the 5.sup.th fraction of MSSA4 was 6551, and the protein was identified as Q7A593 (Y1452_STAAN) UPF0337 protein SA1452, which the average neutral mass of the protein (average neutral mass) was 6682.46 m/z. When the first amino acid Met was degraded, the mass detected by mass spectrometry was 6551.48 m/z, which was 6682.46 m/z-131 m/z [149 Da-18 Da (dehydrated when combined)=131 Da].
(56) From the results of
(57) In the present invention, the peptide markers listed in Table 3 that have important mass-to-charge ratios in MRSA and MSSA are used to predict whether a sample contains MRSA, and therefore can be used as a clinically accurate and rapid judgment standard.
(58) TABLE-US-00003 TABLE 3 Important mass-to-charge ratios used to distinguish MRSA and MSSA Predictive ranking First range Second range Peak change 1.sup.st m/z 6580-6600 6586-6600 The peak signal increases in the MRSA sample, but there is no signal in the MSSA sample. 2.sup.nd m/z 3030-3050 3033-3034 The peak signal increases in the MRSA sample. Also, the signal can be detected in MSSA sample. 3.sup.rd m/z 3760-3770 3762-3763 The peak signal decreases in the MRSA sample. But, the signal can be detected in MSSA sample. 4.sup.th m/z 6540-6560 6543-6546 The peak signal decreases in the MRSA sample. But, the signal can be detected in MSSA sample.