Jiayu Liu

Dr. Jiayu Liu


Research Focus & Metrics

Academic Career Length

8Years (2019-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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3 July 2025 in Communications Medicine
Verified
Journal Article
Open access
PDF file
JLJiayu Liu
Jiayu Liu
AXAoxi Xu
Aoxi Xu
ZZZhifeng Zhao
Zhifeng Zhao
BRBin Ren
Bin Ren
ZGZhao Gao
Zhao Gao
JZJianning Zhang
Jianning Zhang
Background Visualizing the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2021 and predicting future disease burdens at global, regional, and national levels can help health policymakers develop evidence-based ischemic stroke (IS) prevention and cure strategies. Methods We stratify epidemiological parameters by sex, age, the World Bank’s classification of economies, and sociodemographic index (SDI) levels. We use frontier analysis to assess whether the burden of ischemic stroke (IS) in each country aligns with its level of economic development. We apply the Autoregressive Integrated Moving Average (ARIMA) model and the Bayesian age-period-cohort (BAPC) model to predict the burden of IS over the next 15 years. Results Here we show that IS accounts for 69.9 million prevalent cases, 7.8 million incident cases, 3.6 million deaths, and 70.4 million DALYs in 2021. In men, the global DALY rate of IS increases up to age 90–94 years and then decreases; however, for women, the rate increases up to the oldest age group (≥95 years). Regionally, we find that the association between the SDI and the age-standardized DALY rate of IS starts relatively flat, with a small peak up to a sociodemographic index of about 0.7, and then declines rapidly. Factors contributing most to the DALY rates for IS are high systolic blood pressure, high LDL cholesterol, and air pollution. Conclusions The disease burden of IS in medium-high SDI countries is still high, which means we could not meet the Sustainable Development Goal targets by 2030. Countries should formulate prevention and control measures suitable for their national conditions based on risk factors.

29 September 2019 in Cancer Biology & Therapy
Verified
Journal Article
Open access
YZYining Zhao
Yining Zhao
YLYumei Li
Yumei Li
XWXiaoqiong Wu
Xiaoqiong Wu
LLLi Li
Li Li
JLJiayu Liu
Jiayu Liu
ZWZhong Wang
Zhong Wang
CD16a (FcγRIIIa) mediates the antibody dependent cellular cytotoxicity (ADCC) and is important for anti-tumor activities of many therapeutic antibodies. Bispecific antibody targeting natural killer (NK) cells has been studied for cancer therapy. In this work, anti-CD16a single-domain antibodies were identified from hCD16a immunized camel. Bispecific antibodies are then constructed by fusing these single domain antibodies with an anti-CEA single domain antibody. These bispecific antibodies can recruite NK cells to kill CEA-positive tumor cells, and inhibit tumor growth in vivo, suggesting that these anti-CD16a single domain antibodies are powerful tools to engaging NK cells for cancer therapy.

10 September 2024 in Journal of Medical Internet Research
Verified
Journal Article
Open access
JLJiayu Liu
Jiayu Liu
XLXiuting Liang
Xiuting Liang
DFDandong Fang
Dandong Fang
JZJiqi Zheng
Jiqi Zheng
CYchengliang yin
chengliang yin
JZJianning Zhang
Jianning Zhang
Background: ChatGPT (OpenAI) has shown great potential in clinical diagnosis and could become an excellent auxiliary tool in clinical practice. This study investigates and evaluates ChatGPT in diagnostic capabilities by comparing the performance of GPT-3.5 and GPT-4.0 across model iterations. Objective: This study aims to evaluate the precise diagnostic ability of GPT-3.5 and GPT-4.0 for colon cancer and its potential as an auxiliary diagnostic tool for surgeons and compare the diagnostic accuracy rates between GTP-3.5 and GPT-4.0. We precisely assess the accuracy of primary and secondary diagnoses and analyze the causes of misdiagnoses in GPT-3.5 and GPT-4.0 according to 7 categories: patient histories, symptoms, physical signs, laboratory examinations, imaging examinations, pathological examinations, and intraoperative findings. Methods: We retrieved 316 case reports for intestinal cancer from the Chinese Medical Association Publishing House database, of which 286 cases were deemed valid after data cleansing. The cases were translated from Mandarin to English and then input into GPT-3.5 and GPT-4.0 using a simple, direct prompt to elicit primary and secondary diagnoses. We conducted a comparative study to evaluate the diagnostic accuracy of GPT-4.0 and GPT-3.5. Three senior surgeons from the General Surgery Department, specializing in Colorectal Surgery, assessed the diagnostic information at the Chinese PLA (People’s Liberation Army) General Hospital. The accuracy of primary and secondary diagnoses was scored based on predefined criteria. Additionally, we analyzed and compared the causes of misdiagnoses in both models according to 7 categories: patient histories, symptoms, physical signs, laboratory examinations, imaging examinations, pathological examinations, and intraoperative findings. Results: Out of 286 cases, GPT-4.0 and GPT-3.5 both demonstrated high diagnostic accuracy for primary diagnoses, but the accuracy rates of GPT-4.0 were significantly higher than GPT-3.5 (mean 0.972, SD 0.137 vs mean 0.855, SD 0.335; t285=5.753; P<.001). For secondary diagnoses, the accuracy rates of GPT-4.0 were also significantly higher than GPT-3.5 (mean 0.908, SD 0.159 vs mean 0.617, SD 0.349; t285=–7.727; P<.001). GPT-3.5 showed limitations in processing patient history, symptom presentation, laboratory tests, and imaging data. While GPT-4.0 improved upon GPT-3.5, it still has limitations in identifying symptoms and laboratory test data. For both primary and secondary diagnoses, there was no significant difference in accuracy related to age, gender, or system group between GPT-4.0 and GPT-3.5. Conclusions: This study demonstrates that ChatGPT, particularly GPT-4.0, possesses significant diagnostic potential, with GPT-4.0 exhibiting higher accuracy than GPT-3.5. However, GPT-4.0 still has limitations, particularly in recognizing patient symptoms and laboratory data, indicating a need for more research in real-world clinical settings to enhance its diagnostic capabilities.

22 April 2021 in Scientific Reports
Verified
Journal Article
Open access
PDF file
JLJiayu Liu
Jiayu Liu
HDHu Ding
Hu Ding
KXKe Xu
Ke Xu
RLRuen Liu
Ruen Liu
DWDongliang Wang
Dongliang Wang
ZMZeyu Miao
Zeyu Miao
Deep-brain stimulation (DBS) is an effective treatment for patients with Meige syndrome. The globus pallidus interna (GPi) and the subthalamic nucleus (STN) are accepted targets for this treatment. We compared 12-month outcomes for patients who had undergone bilateral stimulation of the GPi or STN. Forty-two Asian patients with primary Meige syndrome who underwent GPi or STN neurostimulation were recruited between September 2017 and September 2019 at the Department of Neurosurgery, Peking University People’s Hospital. The primary outcome was the change in motor function, including the Burke–Fahn–Marsden Dystonia Rating Scale movement (BFMDRS-M) and disability subscale (BFMDRS-D) at 3 days before DBS (baseline) surgery and 1, 3, 6, and 12 months after surgery. Secondary outcomes included health-related quality of life, sleep quality status, depression severity, and anxiety severity at 3 days before and 12 months after DBS surgery. Adverse events during the 12 months were also recorded. Changes in BFMDRS-M and BFMDRS-D scores at 1, 3, 6, and 12 months with DBS and without medication did not significantly differ based on the stimulation target. There were also no significant differences in the changes in health-related quality of life (36-Item Short-Form General Health Survey) and sleep quality status (Pittsburgh Sleep Quality Index) at 12 months. However, there were larger improvements in the STN than the GPi group in mean score changes on the 17-item Hamilton depression rating scale (− 3.38 vs. − 0.33 points; P = 0.014) and 14-item Hamilton anxiety rating scale (− 3.43 vs. − 0.19 points; P < 0.001). There were no significant between-group differences in the frequency or type of serious adverse events. Patients with Meige syndrome had similar improvements in motor function, quality of life and sleep after either pallidal or subthalamic stimulation. Depression and anxiety factors may reasonably be included during the selection of DBS targets for Meige syndrome.

3 August 2021 in Scientific Reports
Verified
Journal Article
Open access
PDF file
JLJiayu Liu
Jiayu Liu
LLLei Li
Lei Li
YLYuan Li
Yuan Li
QWQian Wang
Qian Wang
RLRuen Liu
Ruen Liu
HDHu Ding
Hu Ding
To contribute to the understanding of the aetiology and pathogenesis of Meige syndrome, the metabolic networks of patients with Meige syndrome were investigated using 18F-fluoro-D-glucose positron emission tomography (18F-FDG-PET) imaging of cerebral glucose metabolism. Fifty right-handed and unmedicated primary Meige syndrome patients enrolled between September 2017 and September 2020 at the Department of Neurosurgery, Peking University People’s Hospital, and 50 age- and sex-matched healthy control subjects participated in the study. Metabolic connectivity and graph theory analysis were used to investigate metabolic network differences based on 18F-FDG-PET images. Glucose hypometabolism was detected in the left internal globus pallidus and parietal lobe, right frontal lobe and postcentral gyrus, and bilateral thalamus and cerebellum of patients with Meige syndrome. Clustering coefficients (Cps) (density threshold: 16–28%; P < 0.05) and shortest path lengths (Lps) (density threshold: 10–15%; P < 0.05) were higher in Meige syndrome patients than in healthy controls. Small-worldness was lower in Meige syndrome patients than in healthy controls, and centrality was significantly lower in the right superior occipital gyrus and pallidum and higher in the right thalamus. Hypometabolism in the globus pallidus and thalamus may indicate basal ganglia-thalamocortical motor circuit abnormalities as a pathogenic mechanism of Meige syndrome, providing a possible explanation for the efficacy of deep brain stimulation (DBS) in improving symptoms. Meige syndrome patients had abnormal small-world properties. Centrality changes in the right pallidus and thalamus verified the important roles of these regions in the pathogenesis of Meige syndrome.

24 July 2025 in Biosensors and Bioelectronics
Verified
Journal Article
Closed access
JLJiayu Liu
Jiayu Liu
YWYuxin Wang
Yuxin Wang
WLWenying Lv
Wenying Lv
ZGZhao Gao
Zhao Gao
SSShichao Su
Shichao Su
JZJianning Zhang
Jianning Zhang