Construction of a comprehensive fetal monitoring database for the study of perinatal hypoxic ischemic encephalopathy

This article describes the methods used to build a large-scale database of more than 250,000 electronic fetal monitoring (EFM) records linked to a comprehensive set of clinical information about the infant, the mother, the pregnancy, labor, and outcome. The database can be used to investigate how birth outcome is related to clinical and EFM features. The main steps involved in building the database were: (1) Acquiring the raw EFM recording and clinical records for each birth. (2) Assigning each birth to an objectively defined outcome class that included normal, acidosis, and hypoxic-ischemic encephalopathy. (3) Removing all personal health information from the EFM recordings and clinical records. (4) Preprocessing the deidentified EFM records to eliminate duplicates, reformat the signals, combine signals from different sensors, and bridge gaps to generate signals in a format that can be readily analyzed. (5) Post-processing the repaired EFM recordings to extract key features of the fetal heart rate, uterine activity, and their relations. (6) Populating a database that links the clinical information, EFM records, and EFM features to support easy querying and retrieval. •A multi-step process is required to build a comprehensive database linking electronic temporal fetal monitoring signals to a comprehensive set of clinical information about the infant, the mother, the pregnancy, labor, and outcome.•The current database documents more than 250,000 births including almost 4,000 acidosis and 400 HIE cases. This represents more than 80% of the births that occurred in 15 Northern California Kaiser Permanente Hospitals between 2011-2019. This is a valuable resource for studying the factors predictive of outcome.•The signal processing code and schemas for the database are freely available. The database will not be permitted to leave Kaiser firewalls, but a process is in place to allow interested investigators to access it.

Value of painless transvaginal four-dimensional hysterosalpingo contrast sonography in reducing venous intravasation: a comparative study

OBJECTIVE

To investigate the value of painless transvaginal four-dimensional hysterosalpingo contrast sonography (TV 4-D HyCoSy) in reducing venous intravasation and its influencing factors through a retrospective comparative study on conventional TV 4-D HyCoSy.

MATERIALS AND METHODS

A total of 451 patients were enrolled in this study from Jan. 2019 to Oct. 2021. There were 249 patients in the painless TV 4-D HyCoSy group and 202 patients in the conventional TV 4-D HyCoSy group. The incidence of venous intravasation and its related influencing factors were analyzed and compared between these two groups. The difficulty of image evaluation for the diagnosis was also compared.

RESULTS

There was no significant difference in the baseline characteristics between the painless group and the conventional group (p > 0.05). Compared with the conventional group, the painless group had a lower incidence of venous intravasation (16.9 vs. 24.8%; p = 0.039). Painless TV 4-D HyCoSy was more effective in reducing venous intravasation in patients with primary infertility (p = 0.032) without a history of pelvic surgery (p = 0.008) or ectopic pregnancy (p = 0.018). Logistic regression analysis demonstrated that painless TV 4-D HyCoSy and endometrial thickness > 5 mm were protective factors for venous intravasation. Moreover, the diagnostic procedure was easier in the painless group than in the conventional group (p = 0.002).

CONCLUSIONS

Painless TV 4D-HyCoSy may be an effective mode in reducing the incidence of venous intravasation and improving the diagnosis of patency of fallopian tubes.