Biomarker of schizophrenia and usage method and application thereof
A schizophrenia, material technology, applied in the medical field, can solve the problems of economic burden, long-term recurrent attacks, etc.
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Embodiment 1
[0135] After the sample is analyzed by GC-TOFMS, a three-dimensional data structure is obtained, including sample number, peak retention time and peak area. The total ion chromatograms of typical schizophrenic patients and healthy controls are shown in figure 1 . Noise will be generated during high-throughput mass spectrometry analysis, the retention time of the same substance in each sample may shift, and the conditions of the chromatographic column will also change after a long period of work. Therefore, the data needs to undergo operations such as denoising and peak matching to make the variables between samples comparable. Some metabolites produce different derivatives in the TMS derivatization operation, so that they appear at different retention times. This requires firstly identifying the metabolites based on the mass spectrum fragments, and then combining the peak areas of the same substance and reducing it into one variable for analysis. The content distribution of ...
Embodiment 2
[0151] Example 1 was repeated, but utilizing 3-hydroxybutyric acid, glyceric acid, and cysteine each, and combinations of any two of them.
[0152] The linear equations used for diagnosis are all constructed in the model training set using logistic regression, where "P" represents the probability of disease, 1 is diseased, 0 is not diseased; "c (metabolite)" represents the metabolic rate The measured serum levels of the substance.
[0153] The diagnostic specificity / sensitivity lookup tables for each diagnostic marker and their pairwise combinations were obtained based on all samples, and the specific lookup table is shown below.
[0154] Table 4. Diagnostic specificity / sensitivity query table for 3-hydroxybutyrate alone
[0155] Y=c(3-hydroxybutyric acid)
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[0160] Table 5. Diagnostic specificity / sensitivity query table for glyceric acid alone
[0161] Y=c (glyceric acid)
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[0...
Embodiment 3
[0207] According to the criteria described in the "Materials and Methods" section, 40 patients with schizophrenia in Wuhu and 40 controls were selected; the above samples were subjected to double-blind detection, and 3-hydroxybutyric acid, glyceric acid and cysteine were detected in the above samples Then use the linear equation and the threshold provided by Examples 1 and 2 to diagnose whether the test subject suffers from schizophrenia.
[0208] result:
[0209] The serum content of 3-hydroxybutyric acid alone is used as a diagnostic marker, and the detection accuracy is 0.7125 (sensitivity is 0.525, specificity is 0.9, threshold is 28700); single use glyceric acid, the detection accuracy is 0.7625 (sensitivity is 0.7, the specificity is 0.825, and the threshold is 4070); with cysteine alone, the detection accuracy is 0.7 (the sensitivity is 0.65, the specificity is 0.75, and the threshold is 3820).
[0210] When 3-hydroxybutyric acid and glyceric acid are combined as ...
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