• (Accepted) Yun, J. S., Lee, J., Won, H. H., Kim, B., Jung, S. H., … & Han, K. (2026) Total and premature mortality in single-person households: Comparative study of Korean and UK data. Mayo Clinic Proceedings [IF: 6.7, JCR 7.7%].

• (Accepted) Jung, S., Jung, S. H., Lee, S. N., Choi, J., Kim, D., ... & Yun, J. S. (2026) Association of Hyperuricemia with Valvular Heart Disease and the Modifying Effect of Obesity. Korean Journal of Internal Medicine [IF: 2.4, Q1].

• *Jung, S. H., *Kim, H., Jung, Y. M., Shivakumar. M., Xiao. B., … & Lee, S.M. (2025) Healthy lifestyle reduces cardiovascular risk in women with genetic predisposition to hypertensive disorders of pregnancy. Nature Communications [2025 IF: 18.1, JCR 5.4%].
  2025 BRIC Hanbitsa collection (Genetics, Obstetrics and Gynaecology, and Medicine)

• *Kim, J. P., *Jung, S. H., Jang, B., Cho, M., Song, M., … & Won, H. H. (2025) Cross-ancestry genome-wide association study identifies implications of SORL1 in cerebral beta-amyloid deposition. Nature Communications [IF: 18.1, JCR 5.4%].
  2025 BRIC Hanbitsa collection (Genetics, Neurology, and Medicine); Covered by news outlets [KBS뉴스], [E동아], [VERITAS], [강원일보], etc.

• *Chun, M. Y., *Jung, S. H., *Choe, J., *Lee, S. Y., Kim, H. R., … & Kim, H. J. (2025) Polygenic risk score of Alzheimer’s disease is associated with cognitive trajectories and phenotypes of cerebral organoids. Alzheimer's & Dementia [IF: 12.8, JCR 1.5%].
  2025 BRIC Hanbitsa collection (Life Sciences, Neurology, and Aging); Covered by news outlets [교수신문], [이데일리], [뉴스1], [강원일보], etc.

• *Jung, S. H., *Lee, Y. C., Shivakumar, M., Kim, J., Yun, J. S., … & Kim, D. (2024) Association between genetic risk and adherence to healthy lifestyle for developing age-related hearing loss. BMC Medicine [2024 IF: 8.3, JCR 5.0%].
  2024 BRIC Hanbitsa collection (Genetics, Otolaryngology, and Medicine; Interview)

• *Lee, Y. C., *Jung, S. H., Shivakumar, M., Cha, S., Park. Y. W., … & Kim, D. (2024) Polygenic risk score-based phenome-wide association study of head and neck cancer across two large biobanks. BMC Medicine [IF: 8.3, JCR 5.0%].
  2024 BRIC Hanbitsa collection (Genetics, Oncology, and Medicine; Interview); Covered by news outlets [의학신문], [의약뉴스], [팜뉴스], [메디컬투데이], etc.

• *Jung, S. H., *Kim, H. R., Chun, M.Y., Jang, H., Cho, M., … & Won, H. H. (2022) Transferability of Alzheimer’s disease polygenic risk score across populations and its association with Alzheimer’s disease-related phenotypes. JAMA Network Open [2022 IF: 13.8, JCR 3.3%].
  2022 BRIC Hanbitsa collection (Genetics, Neuroscience, and Medicine)

• *Yun, J. S., *Jung, S. H., Shivakumar, M., Xiao, B., Khera, A. V., ... & Kim, D. (2022) Polygenic risk for type 2 diabetes, lifestyle, metabolic health, and cardiovascular disease: a prospective UK Biobank study. Cardiovascular Diabetology [IF: 9.3, JCR 4.7%].
  2022 Journal Editor's Highlights (Cardiovascular Diabetology)

1. K-ROAD study groups (2026) Plasma Phosphorylated Tau 217 Cutoffs for Amyloid Pathology and Kidney Function, Body Mass Index, and Anemia. JAMA Neurology [2025 IF: 23.6, JCR 0.8%].

2. GBD 2023 Global Maternal Mortality Collaborators (2026) Global, regional, and national levels and trends in maternal mortality, progress towards the Sustainable Development Goals, and mortality from COVID-19 infection in pregnant women, 1990–2023: a systematic analysis for the Global Burden of Disease Study 2023. Lancet Obstetrics, Gynaecology, & Women’s Health

3. PREMIER Consortium (2026) Sex-specific accelerated epigenetic aging in the Alzheimer’s disease spectrum. Journal of Alzheimer’s Disease [IF: 3.4].

4. GBD 2023 Chronic Kidney Disease Collaborators (2025) Global, regional, and national burden of chronic kidney disease in adults, 1990–2023, and its attributable risk factors: a systematic analysis for the Global Burden of Disease Study 2023. Lancet [IF: 109.0, JCR 0.1%].

5. K-ROAD study groups (2025) Integrating MRI Volume and Plasma p-Tau217 for Amyloid Risk Stratification in Early-Stage Alzheimer Disease. Neurology [IF: 8.9, JCR 4.2%].

6. PREMIER Consortium (2025) Physical Activity, Alzheimer Plasma Biomarkers, and Cognition. JAMA Network Open [IF: 11.7, JCR 3.4%].

7. K-ROAD study groups (2025) Temporal Dynamics and Biological Variability of Alzheimer Biomarkers. JAMA Neurology [IF: 23.6, JCR 0.8%].

2026

1. *Choi, E. S., *Jung, S. H., Jung, Y. M., Park, C. W., Park, J. S., … & Lee, S. M. (2026) Polygenic risk for preeclampsia and the long-term risk of incident hypertension and cardiovascular disease: A population-based cohort study. BJOG: An International Journal of Obstetrics and Gynaecology [2025 IF: 4.8, JCR 7.3%].

2. *Lee, G., *Jung, S. H., Lee, J., Moon, K., Yun, J. S., … & Kim, D. (2026) Polygenic risk score predicts prostate cancer risk independent of type 2 diabetes. Diabetes, Obesity and Metabolism [IF: 5.7, Q1].

3. Jang, B., BP, K., Tokolyi, A., Cuddleston, W., Jung, S. H., … & Raj, T. (2026) A meta-analysis of single-nucleus expression quantitative trait loci linking genetic risk to brain disorders. Nature Genetics [IF: 25.5, JCR 0.8%].

4. Kim, J., Song, M., Cho, M., Lee, H., Jung, S. H., … & Won, H. H. (2026) Genetic architecture of plasma pTau217 and related biomarkers in Alzheimer’s disease via genome-wide association studies. Alzheimer's & Dementia [IF: 12.8, JCR 1.5%].

5. Hong, I., Cho, C., Kim, B., Shim, I., Jung, S. H., … & Won, H. H. (2026) Genetic architecture of trans-laminar cribrosa pressure difference and primary open-angle glaucoma. Investigative Ophthalmology & Visual Science [IF: 5.5, JCR 9.7%].

6. Nam, Y., McKeague, L. M., Ionita, M., Lee, M., Jung, S. H., … & Kim, D. (2026) Cellular Immunology Data Enable Clinical Severity Prediction via Supervised Machine Learning. iScience [IF: 4.5, Q1].

2025

7. *Jung, S. H., *Kim, H., Jung, Y. M., Shivakumar. M., Xiao. B., … & Lee, S.M. (2025) Healthy lifestyle reduces cardiovascular risk in women with genetic predisposition to hypertensive disorders of pregnancy. Nature Communications [IF: 18.1, JCR 5.4%].
   2025 BRIC Hanbitsa collection (Genetics, Obstetrics and Gynaecology, and Medicine)

8. *Kim, J. P., *Jung, S. H., Jang, B., Cho, M., Song, M., … & Won, H. H. (2025) Cross-ancestry genome-wide association study identifies implications of SORL1 in cerebral beta-amyloid deposition. Nature Communications [IF: 18.1, JCR 5.4%].
   2025 BRIC Hanbitsa collection (Genetics, Neurology, and Medicine); Covered by news outlets [1], [2], [3], [4], etc.

9. *Chun, M. Y., *Jung, S. H., *Choe, J., *Lee, S. Y., Kim, H. R., … & Kim, H. J. (2025) Polygenic risk score of Alzheimer’s disease is associated with cognitive trajectories and phenotypes of cerebral organoids. Alzheimer's & Dementia [IF: 12.8, JCR 1.5%].
   2025 BRIC Hanbitsa collection (Life Sciences, Neurology, and Aging); Covered by news outlets [1], [2], [3], [4], etc.

10. *Huh, Y. E., *Jang, B., *Jung, S. H., Kim, D., Raj, T., Won, H. H. (2025) Protective effects of genetic proxies of cognitive reserve in Parkinson’s disease: a longitudinal multi-cohort study. Movement Disorders [IF: 7.7, JCR 5.9%]; Covered by news outlets [1], [2], [3].

11. Jung, J. Y., Ahn, Y., Park, J. W., Jung, K., Jung, S. H., … & Won, H. H. (2025) Polygenic overlap between subjective well-being and psychiatric disorders and cross-ancestry validation. Nature Human Behaviour [IF: 17.5, JCR 1.4%].

12. Kim, J. P., Cho, M., Kim, C., Lee, H., Jung, S. H., … & Won, H. H. (2025) Whole-genome sequencing analyses suggest novel genetic factors associated with Alzheimer’s disease and a cumulative effects model for risk liability. Nature Communications [IF: 18.1, JCR 5.4%]

13. Jeong, S., Shivakumar. M., Jung, S. H., Won, H. H., Nho, K., … & Lee, S. (2025) Addressing overfitting bias due to sample overlap in polygenic risk scoring. Alzheimer's & Dementia [IF: 12.8, JCR 1.5%].

14. Kim, S., Ko, H., Yoon, J., Kim, K., Jung, S. H., … & Won, H. H. (2025) Association between genetically predicted leisure and social activities and cardiovascular disease and other health outcomes. Nature Cardiovascular Research [IF: 12.6 (ESCI), JCR 4.4%].

15. Cha, S., Shim, I., Jung. S. H., Kim, B., Kim, S., …, Won. H. H. (2025) Germline genetic scores associated with cancer gene expression and immune responses across multiple cancer types. Communications Medicine [IF:7.4 (ESCI), Q1]

16. Woerner, J., Nam, Y., Jung, S. H., Shivakumar, M., Lee, M., … Park, J. W. (2025) Leveraging automated machine learning to predict colon cancer prognosis from clinical features and risk groups: a retrospective cohort study. European Journal of Surgical Oncology [IF: 3.5, Q1].

17. Yun, J. S., Jung, S. H., Lee, S. N., Jung. S. M., … & Choi, J. A. (2025) Corneal Hysteresis as a Biomarker in Glaucoma Development among Patients with Myopia: A prospective study based on the UK Biobank. British Journal of Ophthalmology [IF: 4.5, Q1].

18. Gen, Y., Kim, K., Lee, J., Jung, J., Jung, S. H., … & Yun, J. S. (2025) The impact of obesity on the association between parity and risk of type 2 diabetes. Diabetes & Metabolism Journal [IF: 8.2, JCR 7.8%].

2024

19. *Jung, S. H., *Lee, Y. C., Shivakumar, M., Kim, J., Yun, J. S., … & Kim, D. (2024) Association between genetic risk and adherence to healthy lifestyle for developing age-related hearing loss. BMC Medicine [2024 IF: 8.3, JCR 5.0%].
    2024 BRIC Hanbitsa collection (Genetics, Otolaryngology, and Medicine; Interview)

20. *Lee, Y. C., *Jung, S. H., Shivakumar, M., Cha, S., Park. Y. W., … & Kim, D. (2024) Polygenic risk score-based phenome-wide association study of head and neck cancer across two large biobanks. BMC Medicine [IF: 8.3, JCR 5.0%].
    2024 BRIC Hanbitsa collection (Genetics, Oncology, and Medicine; Interview); Covered by news outlets [1], [2], [3], [4], etc.

21. *Moon, K. W., *Jung, S. H., Do, H. S., Son, C. N., Kim, J., … & Kim, D. (2024) Cardiovascular risk according to genetic predisposition to gout, lifestyle, and metabolic health across prospective European and Korean cohorts. Rheumatic & Musculoskeletal Diseases Open [IF: 4.7, JCR 9.5%].

22. *Yun, J. S., *Jung, S. H., Lee, S. N., Jung. S. M., … & Choi, J. A. (2024) Polygenic risk score-based phenome-wide association for glaucoma and its impact on disease susceptibility in two large biobanks. Journal of Translational Medicine [IF: 7.5, JCR 10.0%].

23. Kim, J., Ionita, M., Lee, M., McKeague, M., Jung, S. H., … & Kim, D. (2024) Single-cell Masked Autoencoder: An Accurate and Interpretable Automated Immunophenotyper. Cell Reports Medicine [IF: 10.6, JCR 4.9%].

24. Park, S., Kim, S., Kim, B., Kim D. S., …, Jung, S. H., … & Won, H. H. (2024) Multivariate genomic analysis of 5 million people elucidates the genetic architecture of shared components of the metabolic syndrome. Nature Genetics [IF: 29.0, JCR 0.3%].

25. Chen, T. T., Kim, J., Lam, X., Chuang, Y. F., …, Jung, S. H., … & Won, H. H. (2024) Shared genetic architectures of educational attainment in East Asian and European populations. Nature Human Behaviour [IF: 15.9, JCR 0.5%].

26. Cho, C., Kim, B., Kim, D. S., Hwang, M. Y., …, Jung, S. H., … & Won, H. H. (2024) Large-scale cross-ancestry genome-wide meta-analysis of serum urate. Nature Communications [IF: 15.7, JCR 4.9%].

27. Jung. S. M., Jung, S. H., Lee, S. N., Choi, J. A., … & Yun, J. S. (2024) The Impact of Lifestyle on Cardiovascular Risk in Patients with Gout: a Population-based Cohort Study. European Heart Journal-QCCO [IF: 4.6, Q1].

28. Nam, Y., Kim, J., Jung, S. H., Woerner, J., Suh, E., … & Kim, D. (2024) Harnessing AI in Multi-Modal Omics Data Integration: Paving the Path for the Next Frontier in Precision Medicine. Annual Review of Biomedical Data Science [IF: 6.0, JCR 5.3%].

29. Kim, H., Ahn, Y., Yoon, J., Jung, K., Jung, S. H., … & Won, H. H. (2024) Genome-wide association analyses using machine learning-based phenotyping reveal genetic architecture of occupational creativity and overlap with psychiatric disorders. Psychiatry Research [IF: 3.9, Q1].

2023

30. *Nam, Y., *Jung, S. H., Yun, J. S., Sriram, V., Singhal, P., … & Kim, D. (2023) Discovering comorbid diseases using an inter-disease interactivity network based on biobank-scale PheWAS data. Bioinformatics [2023 IF: 4.4, JCR 6.5%].

31. *Lee, Y. C., *Jung, S. H., *Kumar, A., Shim, I., Song, M., Kim, M. S., ... & Won, H. H. (2023) ICD2Vec: Mathematical representation of diseases. Journal of Biomedical Informatics [IF: 4.5].

32. Suh, E., Lee, G., Jung, S. H., Wen, Z., Bao, J., … & Kim, D. (2023) An interpretable Alzheimer's disease oligogenic risk score informed by neuroimaging biomarkers improves risk prediction and stratification. Frontiers in Aging Neuroscience [IF: 4.8].

33. Jung, K., Yoon, J., Ahn, Y., Kim, S., …, Jung, S. H., … & Won, H. H. (2023) Leveraging genetic overlap between irritability and psychiatric disorders identifies genetic variants for major psychiatric disorders. Experimental & Molecular Medicine [IF: 9.5, JCR 6.6%].

34. Lee, S. M., Shivakumar, M., Xiao, B., Jung, S. H., Nam, Y., … & Kim, D. (2023) Genome-wide polygenic risk scores for hypertensive disease during pregnancy can also predict the risk for long-term cardiovascular disease. American Journal of Obstetrics & Gynecology [IF: 8.7, JCR 1.1%].

35. Lee, S. N., Yun, J. S., Ko, S. H., Ahn, Y. B., …, Jung, S. H., … & Kim, D. (2023) Impacts of gender and lifestyle on the association between depressive symptoms and cardiovascular disease risk in the UK Biobank. Scientific Reports [IF: 3.8, Q1].

36. Ali, M., Archer, D. B., Gorijala, P., Timsina, J., …, Jung, S. H., … & Cruchaga C. (2023) Large multi-ethnic genetic analyses of amyloid imaging identify new genes for Alzheimer disease. Acta Neuropathologica Communications [IF: 6.2, JCR 9.2%].

37. Kim, H. R., Jung, S. H., Kim, B., Kim, J., … & Seo, S. W. (2023) Identifying genetic variants for amyloid β in subcortical vascular cognitive impairment. Frontiers in Aging Neuroscience [IF: 4.1].

38. Choi, J. A., Lee, S. N., Jung, S. H., Won, H. H., Yun, J. S. (2023) Association of glaucoma and lifestyle with incident cardiovascular disease: a longitudinal prospective study from UK Biobank. Scientific Reports [IF: 3.8, Q1].

2022

39. *Jung, S. H., *Kim, H. R., Chun, M.Y., Jang, H., Cho, M., … & Won, H. H. (2022) Transferability of Alzheimer’s disease polygenic risk score across populations and its association with Alzheimer’s disease-related phenotypes. JAMA Network Open [2022 IF: 13.8, JCR 3.3%].
    2022 BRIC Hanbitsa collection (Genetics, Neuroscience, and Medicine)

40. *Yun, J. S., *Jung, S. H., Shivakumar, M., Xiao, B., Khera, A. V., ... & Kim, D. (2022) Polygenic risk for type 2 diabetes, lifestyle, metabolic health, and cardiovascular disease: a prospective UK Biobank study. Cardiovascular Diabetology [IF: 9.3, JCR 4.7%].
    2022 Journal Editor's Highlights (Cardiovascular Diabetology)

41. Jung, S. H., Kim, D., & Park, J. W. (2022) [Correspondence] Reply to comment (s) on “Development and validation of a novel strong prognostic index for colon cancer through a robust combination of laboratory features for systemic inflammation: a prognostic immune nutritional index”. British Journal of Cancer [IF: 8.8, Q1].

42. *Jung, S. H., *Hao, J., Shivakumar, M., Nam, Y., Kim, J., Kim, M. J., ... & Park, J. W. (2022) Development and validation of a novel strong prognostic index for colon cancer through a robust combination of laboratory features for systemic inflammation: a prognostic immune nutritional index. British Journal of Cancer [IF: 8.8, Q1].

43. *Yun, J. S., *Jung, S. H., Shivakumar, M., Xiao, B., Khera, A. V., ... & Kim, D. (2022) Associations between polygenic risk of coronary artery disease and type 2 diabetes, lifestyle, and cardiovascular mortality: a prospective UK Biobank study. Frontiers in Cardiovascular Medicine [IF: 3.6].

44. *Kim, J., *Jung, S. H., Choe, Y. S., Kim, S., Kim, B., ... & Alzheimer's Disease Neuroimaging Initiative. (2022) Ethnic differences in the frequency of β-amyloid deposition in cognitively normal individuals. Neurobiology of Aging [IF: 4.2].

45. Kim, S., Kim, K., Hwang, M. Y., Ko, H., Jung, S. H., … & Myung W. (2022) Shared genetic architectures of subjective well-being in East Asian and European ancestry populations. Nature Human Behaviour [IF: 29.9, JCR 0.2%].

46. Sriram, V., Shivakumar, M., Jung, S. H., Nam, Y., Bang, L., Verma, A., ... & Kim, D. (2022) NETMAGE: A human disease phenotype map generator for the network-based visualization of phenome-wide association study results. GigaScience [IF: 9.2, Q1].

47. Yun, J. S., Kim, J., Jung, S. H., Cha, S. A., Ko, S. H., Ahn, Y. B., ... & Kim, D. (2022) A Deep Learning Model for Screening Type 2 Diabetes from Retinal Photographs. Nutrition Metabolism and Cardiovascular Diseases [IF: 3.9].

~ 2021

48. Kim, H. R., Jung, S. H., Kim, J., Jang, H., Kang, S. H., Hwangbo, S., ... & Kim, H. J. (2021) Identifying novel genetic variants for brain amyloid deposition: a genome-wide association study in the Korean population. Alzheimer's research & therapy [2021 IF: 8.831, JCR 6.9%].

49. Ko, H., Kim, S., Kim, K., Jung, S. H., Shim, I., Cha, S., ... & Won, H. H. (2021) Genome-wide association study of occupational attainment as a proxy for cognitive reserve. Brain [IF: 15.255, JCR 2.2%].

50. Sriram, V., Nam, Y., Shivakumar, M., Verma, A., Jung, S. H., Lee, S. M., & Kim, D. (2021) A Network-Based Analysis of Disease Complication Associations for Obstetric Disorders in the UK Biobank. Journal of Personalized Medicine [IF: 3.508, Q1].

51. Kim, J., Sohn, K. A., Kwak, J. H., Kim, M. J., Ryoo, S. B., Jeong, S. Y., ..., Jung, S. H., ... & Park, J. W. (2021) A Novel Scoring System for Response of Preoperative Chemoradiotherapy in Locally Advanced Rectal Cancer Using Early-Treatment Blood Features Derived From Machine Learning. Frontiers in Oncology [IF: 5.738].

52. Porwal, P., Pachade, S., Kokare, M., Deshmukh, G., Son, J., Bae, W., ..., Jung, S. H., … (2020) IDRiD: Diabetic Retinopathy–Segmentation and Grading Challenge. Medical image analysis [2020 IF: 8.545, JCR 0.9%].

53. *Soh, J. Y., *Jung, S. H., *Cha, W. C., Kang, M., Chang, D. K., Jung, J., ... & Kim, K. (2019) Variability in Doctors’ Usage Paths of Mobile Electronic Health Records Across Specialties: Comprehensive Analysis of Log Data. JMIR mHealth and uHealth [2019 IF: 4.313, Q1].

1. Shivakumar, M., Kim, Y., Jung, S. H., Woerner, J., Kim, D. (2025) Frequency of adding salt is a stronger predictor of chronic kidney disease in individuals with genetic risk. In PACIFIC SYMPOSIUM ON BIOCOMPUTING 2025 (pp. 551-564).

2. Kim, J., Ionita, M., Lee, M., McKeague, M., Jung, S. H., … & Kim, D. (2023) Single-cell Masked Autoencoder: An Accurate and Interpretable Automated Immunophenotyper. NeurIPS 2023 Workshop AI4Science.

3. *Nam, Y., *Jung, S. H., Verma, A., Sriram, V., Won, H. H., Yun, J. S., ... & Kim, D. (2021) netCRS: Network-based comorbidity risk score for prediction of myocardial infarction using biobank-scaled PheWAS data. In PACIFIC SYMPOSIUM ON BIOCOMPUTING 2022 (pp. 325-336).

4. Bao, J., Wen, Z., Kim, M., Zhao, X., Lee, B. N., Jung, S. H., ... & Shen, L. (2021) Identifying highly heritable brain amyloid phenotypes through mining Alzheimer’s imaging and sequencing biobank data. In PACIFIC SYMPOSIUM ON BIOCOMPUTING 2022 (pp. 109-120).

5. *Lee, Y. C., *Jung, S. H., Won, H.H. (2018) WonDerM: Skin Lesion Classification with Fine-tuned Neural Networks. arXiv [pre-print for 2018 IEEE International Symposium on Biomedical Imaging grand challenges].

• Korea patent, No. 10-2853544
  Won, H. H., Lee, Y. C., Jung, S. H. (2025) Disease analyzing method based on mathematical representation of phenotype and analysis apparatus.

• Korea patent, No. 10-2775636; PCT/KR2022/021602; US18/846,942
  Kim, H. J., Won, H. H., Kim, H. R., Jung, S. H. (2025) A method of providing information for predicting a group at risk for Alzheimer's disease dementia or early onset of symptoms, a risk group for amnesia-type mild cognitive impairment and/or a PET-positive risk group for amyloid β deposition based on European population data.

• Korea patent, No. 10-2770667; PCT/KR2022/021597; US18/858,826
  Kim, H. J., Won, H. H., Jung, S. H., Kim, H. R. (2025) A method of providing information for predicting a group at risk for Alzheimer's disease dementia or early onset of symptoms, a risk group for amnesia-type mild cognitive impairment, and/or a PET-positive risk group for amyloid β deposition based on European-East Asian data.

• Korea patent, No. 10-2561438; PCT/KR2021/015884; US18/035,238
  Kim, H. J., Won, H. H., Kim, H. R., Seo, S. W., Na, D. L., Jung, S. H. (2023) Method for predicting the possibility of amyloid beta accumulation in brain.

• Korea patent application, No. 10-2025-0075898; US19/697,898
  Seo, S. W., Won, H. H., Kim, J. P., Jung, S. H. (2025) Method for providing information for predicting beta-amyloid accumulation based on East Asian population data