Positive risk prediction method and apparatus for prostate aspiration biopsy
A technology of puncture biopsy and risk prediction, which is applied in the fields of meter look-up device, medical data mining, instrument, etc., can solve the problems of abnormal increase of serum PSA level, bleeding, infection, etc., to reduce the incidence of complications, easy to carry, The effect of broad clinical application prospects
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Embodiment 1
[0030] In Example 1, a Logistic regression model was established to predict the risk of positive prostate biopsy in prostate cancer screening patients.
[0031] like figure 1 As shown, first, collect the clinical and pathological data (data) of a sufficient number of prostate cancer screening patients who underwent prostate biopsy, including age (Age), total prostate-specific antigen (Total prostate-specific antigen, tPSA), free prostate Specific antigen (Free prostate-specific antigen, fPSA), prostate volume (Prostate volume, PV), prostate biopsy results, etc. The data used to obtain the model in this embodiment is the clinical and pathological data collected by the inventors of the present invention from 944 prostate cancer screening patients undergoing prostate biopsy.
[0032] Then, R 3.3.1 statistical software was used to perform multivariate Logistic regression analysis on the collected data, and the clinical index variables related to the positive results of prostate b...
Embodiment 2
[0048] In this example, firstly, using the method described in Example 1, a regression equation is established with age, tPSA, fPSA and prostate volume as variables for obtaining the positive risk prediction value P of prostate biopsy. This process is the same as in Embodiment 1, so the description is omitted.
[0049] Next, a nomogram model was developed to predict the risk of a positive prostate biopsy in prostate cancer screening patients.
[0050] According to the Logistic regression equation established as above, draw the corresponding nomogram by R 3.3.1 software rms program package ( image 3 ). The nomogram is a geometric expression of the Logistic regression equation, which graphically displays the interaction and superposition of predictive indicators, and provides patients with individualized disease risk assessment. Then use the R 3.3.1 software to calculate the specific points or total points corresponding to the four indicators of age, tPSA, fPSA, prostate volu...
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