1.Fine-Scale Spatial Prediction on the Risk of Plasmodium vivax Infection in the Republic of Korea
Kyung-Duk MIN ; Yae Jee BAEK ; Kyungwon HWANG ; Na-Ri SHIN ; So-dam LEE ; Hyesu KAN ; Joon-Sup YEOM
Journal of Korean Medical Science 2024;39(22):e176-
Background:
Malaria elimination strategies in the Republic of Korea (ROK) have decreased malaria incidence but face challenges due to delayed case detection and response. To improve this, machine learning models for predicting malaria, focusing on high-risk areas, have been developed.
Methods:
The study targeted the northern region of ROK, near the demilitarized zone, using a 1-km grid to identify areas for prediction. Grid cells without residential buildings were excluded, leaving 8,425 cells. The prediction was based on whether at least one malaria case was reported in each grid cell per month, using spatial data of patient locations. Four algorithms were used: gradient boosted (GBM), generalized linear (GLM), extreme gradient boosted (XGB), and ensemble models, incorporating environmental, sociodemographic, and meteorological data as predictors. The models were trained with data from May to October (2019–2021) and tested with data from May to October 2022. Model performance was evaluated using the area under the receiver operating characteristic curve (AUROC).
Results:
The AUROC of the prediction models performed excellently (GBM = 0.9243, GLM = 0.9060, XGB = 0.9180, and ensemble model = 0.9301). Previous malaria risk, population size, and meteorological factors influenced the model most in GBM and XGB.
Conclusion
Machine-learning models with properly preprocessed malaria case data can provide reliable predictions. Additional predictors, such as mosquito density, should be included in future studies to improve the performance of models.
2.Within-Host Evolution of SARS-CoV-2in a B-Cell Depleted Patient With Successful Treatment
Yae Jee BAEK ; Gemma PARK ; Jun Yong CHOI ; Eun Jin KIM ; Bryan Inho KIM ; Jin GWACK ; Ji Ye JUNG
Journal of Korean Medical Science 2023;38(22):e175-
Prolonged viral shedding of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in an immunocompromised host is a challenge as the treatment and infection control for chronic coronavirus disease 2019 infection is not well established and there is a potential risk of new variants emerging. A 48-year-old woman who underwent chemotherapy, including rituximab and steroid, had reactivation of SARS-CoV-2 68 days after the virus was first detected. She successfully recovered after receiving convalescent plasma and intravenous immunoglobulin. Genomic analysis demonstrated that viruses collected from the nasopharyngeal specimens at day 0 and day 68 had 18 different nucleotide mutations, implying within-host evolution after in-depth epidemiologic investigation.
3.Identification of Fungal Species and Detection of Azole-Resistance Mutations in the Aspergillus fumigatus cyp51A Gene at a South Korean Hospital
In Young JUNG ; Youn-Jung LEE ; Hyo Sup SHIM ; Yun Suk CHO ; Yu Jin SOHN ; Jong Hoon HYUN ; Yae Jee BAEK ; Moo Hyun KIM ; Jung Ho KIM ; Jin Young AHN ; Su Jin JEONG ; Nam Su KU ; Yoon Soo PARK ; Joon Sup YEOM ; Young Keun KIM ; Hyo Youl KIM ; Jun Yong CHOI
Yonsei Medical Journal 2020;61(8):698-704
Purpose:
With changing fungal epidemiology and azole resistance in Aspergillus species, identifying fungal species and susceptibility patterns is crucial to the management of aspergillosis and mucormycosis. The objectives of this study were to evaluate performance of panfungal polymerase chain reaction (PCR) assays on formalin-fixed paraffin embedded (FFPE) samples in the identification of fungal species and in the detection of azole-resistance mutations in the Aspergillus fumigatus cyp51A gene at a South Korean hospital.
Materials and Methods:
A total of 75 FFPE specimens with a histopathological diagnosis of aspergillosis or mucormycosis were identified during the 10-year study period (2006–2015). After deparaffinization and DNA extraction, panfungal PCR assays were conducted on FFPE samples for fungal species identification. The identified fungal species were compared with histopathological diagnosis. On samples identified as A. fumigatus, sequencing to identify frequent mutations in the cyp51A gene [tandem repeat 46 (TR46), L98H, and M220 alterations] that confer azole resistance was performed.
Results:
Specific fungal DNA was identified in 31 (41.3%) FFPE samples, and of these, 16 samples of specific fungal DNA were in accord with a histopathological diagnosis of aspergillosis or mucormycosis; 15 samples had discordant histopathology and PCR results. No azole-mediating cyp51A gene mutation was noted among nine cases of aspergillosis. Moreover, no cyp51A mutations were identified among three cases with history of prior azole use.
Conclusion
Panfungal PCR assay with FFPE samples may provide additional information of use to fungal species identification. No azole-resistance mediating mutations in the A. fumigatus cyp51A gene were identified among FFPE samples during study period.
4.Surveillance of Close Contacts and Implications of Pediatric Patients with COVID-19–Experiences from a Single Residential Treatment Center
Yae Jee BAEK ; Won Suk CHUNG ; Ki Hyun LEE ; Eun Hwa LEE ; Se Ju LEE ; Jinnam KIM ; Jung Ho KIM ; Jin Young AHN ; Su Jin JEONG ; Jun Yong CHOI ; Joon-Sup YEOM
Yonsei Medical Journal 2022;63(3):292-295
Residential treatment centers (RTCs) are successful in isolating and closely monitoring adults confirmed with coronavirus disease 2019 (COVID-19), but there are concerns for children who need care. This study was conducted as a retrospective analysis of the surveillance of guardians who entered an RTC with infected pediatric patients to identify the secondary attack rate of COVID-19 to close contacts in a single RTC and to provide directions for developing guidelines for caregivers who co-isolate with infected children. When caregivers were admitted to this RTC, aside from negative confirmation before discharge, tests were additionally performed one or two times. There were 57 index children and adolescent patients who entered the RTC with their parents as caregivers. The secondary attack rate by pediatric patients to close contacts outside their households was 25% (95% confidence interval, 10.0 to 40.0) (8 out of 32 contacts). The transmissibility of SARS-CoV-2 in children was close to zero at 6 days after the confirmation tests. It is reasonable to test the close contacts of pediatric patients after 7 days of isolation to identify infections among caregivers.
5.Immunogenicity and Safety of Vaccines against Coronavirus Disease in Actively Treated Patients with Solid Tumors: A Prospective Cohort Study
Yae Jee BAEK ; Youn-Jung LEE ; So Ra PARK ; Kyoo Hyun KIM ; Seung-Hoon BEOM ; Choong-kun LEE ; Sang Joon SHIN ; Sun Young RHA ; Sinyoung KIM ; Kyoung Hwa LEE ; Jung Ho KIM ; Su Jin JEONG ; Nam Su KU ; Jun Yong CHOI ; Joon-Sup YEOM ; Minkyu JUNG ; Jin Young AHN
Cancer Research and Treatment 2023;55(3):746-757
Purpose:
We aimed to assess the humoral response to and reactogenicity of coronavirus disease 2019 (COVID-19) vaccination according to the vaccine type and to analyze factors associated with immunogenicity in actively treated solid cancer patients (CPs).
Materials and Methods:
Prospective cohorts of CPs, undergoing anticancer treatment, and healthcare workers (HCWs) were established. The participants had no history of previous COVID-19 and received either mRNA-based or adenovirus vector–based (AdV) vaccines as the primary series. Blood samples were collected before the first vaccination and after 2 weeks for each dose vaccination. Spike-specific binding antibodies (bAbs) in all participants and neutralizing antibodies (nAbs) against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) wild-type, Delta, and Omicron variants in CPs were analyzed and presented as the geometric mean titer.
Results:
Age-matched 20 HCWs and 118 CPs were included in the analysis. The bAb seroconversion rate and antibody concentrations after the first vaccination were significantly lower in CPs than in HCWs. After the third vaccination, antibody levels in CPs with a primary series of AdV were comparable to those in HCWs, but nAb titers against the Omicron variant did not quantitatively increase in CPs with AdV vaccine as the primary series. The incidence and severity of adverse reactions post-vaccination were similar between CPs and HCWs.
Conclusion
CPs displayed delayed humoral immune response after SARS-CoV-2 vaccination. The booster dose elicited comparable bAb concentrations between CPs and HCWs, regardless of the primary vaccine type. Neutralization against the Omicron variant was not robustly elicited following the booster dose in some CPs, implying the need for additional interventions to protect them from COVID-19.
6.Use of Convalescent Plasma Therapy in Two COVID-19 Patients with Acute Respiratory Distress Syndrome in Korea
Jin Young AHN ; Yujin SOHN ; Su Hwan LEE ; Yunsuk CHO ; Jong Hoon HYUN ; Yae Jee BAEK ; Su Jin JEONG ; Jung Ho KIM ; Nam Su KU ; Joon-Sup YEOM ; Juhye ROH ; Mi Young AHN ; Bum Sik CHIN ; Young Sam KIM ; Hyukmin LEE ; Dongeun YONG ; Hyun Ok KIM ; Sinyoung KIM ; Jun Yong CHOI
Journal of Korean Medical Science 2020;35(14):e149-
Coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus-2 not yet has established its treatment, but convalescent plasma has been expected to increase survival rates as in the case with other emerging viral infections. We describe two cases of COVID-19 treated with convalescent plasma infusion. Both patients presented severe pneumonia with acute respiratory distress syndrome and showed a favorable outcome after the use of convalescent plasma in addition to systemic corticosteroid. To our knowledge, this is the first report of the use of convalescent plasma therapy for COVID-19 in Korea.