Publications by authors named "L R Meacham"

Article Synopsis
  • Researchers investigated how machine learning could improve predicting cardiomyopathy risk in childhood cancer survivors using echocardiograms from multiple centers.
  • They designed deep convolutional neural networks (DCNNs) to analyze different sets of echocardiographic data and gauge model performance using standard metrics like F1-score and AUPRC.
  • Results showed that the DCNN effectively distinguished between survivors who developed cardiomyopathy and those who didn't, suggesting a potential tool for early prediction in at-risk patients.
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Female childhood cancer survivors (CCSs) risk infertility due to gonadotoxic chemotherapy/radiation. Anti-Müllerian hormone (AMH) helps evaluate ovarian reserve, and the 2020 Oncofertility Pediatric Initiative Network (O-PIN) risk stratification is utilized to counsel risk of gonadal dysfunction/infertility. This study analyzed how AMH levels after cancer treatment differ with age and correlate AMH with O-PIN risk level and clinical outcomes.

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The Oncofertility Consortium Pediatric Initiative Network has published recommendations about the risks of infertility due to gonadotoxic therapy. We abstracted gonadotoxic therapies from central nervous system (CNS) Children's Oncology Group (COG) protocols between 2000 and 2022. We assigned them as unknown, minimal, significant, or high levels of increased risk for gonadal dysfunction/infertility.

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We prospectively collected PROMIS©25 and PROMIS©29 surveys in the Sickle Cell Transplant Evaluation of Long Term and Late Effects Registry (STELLAR). Mobility and social participation T-scores were decreased; all other domains were within the norm.

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Conditioning regimens for hematopoietic cell transplant (HCT) in patients with sickle cell disease (SCD) place patients at risk for reproductive health issues. The purpose of this study was to assess reproductive health and reports of fertility counseling in patients with SCD who received a transplant. This was a secondary analysis of gonadal hormone production, future infertility risk assessment, and parent-proxy/patient reports of fertility counseling in SCD transplant recipients who are currently pubertal and were enrolled in the Atlanta sites of the Sickle Cell Transplant Evaluation of Long-term and Late Effects Registry (STELLAR) between May 2017 and October 2023.

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