Method of assessing risk of multiple births in infertility treatments
A technology for multiple births and infertility, applied in animal births, computer-aided medical procedures, medical sciences, etc., and can solve problems such as ensuring the success rate of eSET
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example 1
[0058] Generation of MBP models and age-controlled models
[0059] Methodology for preparing MBP models and age-controlled models
[0060] Regression tree and boosted tree methods were used to identify severe, nonredundant prognostic factors affecting the risk of multiple births in the ART population. The prognostic factors identified by the regression tree and boosted tree methods were used to generate the MBP model and the age-controlled model described herein.
[0061] The MBP model was established on a cohort of 250 to 500 IVF treatments in which live birth outcomes resulted from the transfer of at least two embryos into female patients.
[0062] For external validation, the MBP model was established on a cohort of 100 to -250 IVF treatments in which live birth outcomes resulted from the transfer of at least two embryos into female patients.
[0063] The MBP model, namely MBP-1 was generated according to the aforementioned steps. Control models used age as the only prog...
example 2
[0066] Statistical comparison between MBP model and age-controlled model
[0067] PLORA test
[0068]The PLORA test is used to calculate the posterior probability of predicting multiple births under the MBP-1 and age-controlled models, as follows:
[0069] MBP-1 has a PLORA of 3.0 (logarithmic scale) and 20 (linear scale).
[0070] Statistical conclusions: MBP-1 provided an improved fit for multiple birth outcomes in a 20:1 ratio compared to the age control model.
[0071] Interpretation: The improved predictive power of MBP-1 in multiple birth outcomes in IVF was 20-fold that of an age-controlled model.
[0072] PLORA for age-controlled models was set to 0 (log scale) and 1 (linear scale).
example 3
[0074] Statistical comparison between MBP model and age-controlled model
[0075] AUC / ROC test
[0076] The AUC / ROC test for predicting the improved ability to discriminate patients with different risks of multiple births in a novel IVF-ET treatment using at least two embryos compared to an age-only model, as follows:
[0077] The AUC for MBP-1 was equal to 0.70; the AUC for the age-controlled model was equal to 0.6.
[0078] MBP-1 improved by 16.7% in its ability to discriminate patients with different risks of multiple births in the novel IVF-ET treatment using at least two embryos compared to the age-only model.
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