1.Artificial intelligence-based automated assessment of coronary flow reserve from angiography and the impact of different vasodilators
Hongliang ZHANG ; Daixin DING ; Botao YANG ; Runguo WEI ; Miao CHU ; Yongjian WU ; Shengxian TU
Chinese Journal of Cardiology 2025;53(5):497-504
Objectives:To explore the feasibility of a coronary angiography-based method developed with artificial intelligence which was able to automatically and quickly calculate coronary volumetric blood flow and coronary flow reserve (CFR), and explore the differences in CFR after injection of different vasodilators.Methods:This was a observational study screening patients with suspected coronary artery disease who underwent coronary angiography From June to September 2022 in Fuwai Hospital, Chinese Academy of Medical Sciences. Patients without obstructive coronary artery disease in the left anterior descending artery (<50% diameter stenosis by visual) and accompanied by coronary slow flow phenomenon (Thrombolysis in Myocardial Infarction flow grade ≤2) were enrolled. According to pre-specified coronary angiography acquisition protocol, one angiographic image in optimal projection was acquired for each of the following five states: baseline when none of the vasodilators was injected (resting state), intracoronary injection of 200 μg nitroglycerin (nitroglycerin-induced hyperemia), intracoronary injection of 100 μg adenosine (adenosine-induced hyperemia), 5 minutes after cessation of adenosine injection (resting state 2), and intracoronary injection of 4 mg nicorandil (nicorandil-induced hyperemia). Coronary volumetric blood flow and CFR were assessed in a fully automatic manner at an independent core laboratory. One-way repeated measures ANOVA was used to detect the differences in coronary volumetric blood flow at five states and the differences in CFR after injection of different vasodilators.Results:A total of 21 eligible patients were included. The age was (62±9) years, and 5 (24%) were female. Coronary volumetric blood flow at five states and CFR after injection of different vasodilators were successfully calculated in all patients, with a feasibility of 100% (21/21) for CFR. Resting coronary volumetric blood flow was (80.6±12.4) ml/min. Using this as a reference, the volumetric blood flow increased to (167.7±30.5) ml/min under nitroglycerin-induced hyperemia (adjusted P<0.001), and remained at (171.5±23.1) ml/min under adenosine-induced hyperemia (adjusted P<0.001). The volumetric blood flow under resting state 2 was (83.8±15.6) ml/min, returning to baseline level (adjusted P=0.94). Under nicorandil-induced hyperemia, the coronary volumetric blood flow increased again to (182.9±28.3) ml/min (adjusted P<0.001). CFR was 2.09±0.29, 2.15±0.27, and 2.29±0.29 after injection of nitroglycerin, adenosine, and nicorandil, respectively( P=0.034). Using CFR after adenosine injection as a reference, CFR after nicorandil injection was higher (adjusted P=0.044). Using the coronary volumetric blood flow under resting state 2 as the baseline flow for CFR calculation, there was no statistically significant difference compared to the CFR calculated using the volumetric blood flow under resting state (all P>0.05). Conclusions:Preliminary findings confirm the high feasibility of rapid, automated assessment of coronary volumetric blood flow and CFR from a single angiographic projection, as well as good reproducibility in calculating baseline volumetric blood flow. In patients with coronary slow flow, the CFR after nicorandil injection is significantly higher than that after adenosine injection.
2.Artificial intelligence-based automated assessment of coronary flow reserve from angiography and the impact of different vasodilators
Hongliang ZHANG ; Daixin DING ; Botao YANG ; Runguo WEI ; Miao CHU ; Yongjian WU ; Shengxian TU
Chinese Journal of Cardiology 2025;53(5):497-504
Objectives:To explore the feasibility of a coronary angiography-based method developed with artificial intelligence which was able to automatically and quickly calculate coronary volumetric blood flow and coronary flow reserve (CFR), and explore the differences in CFR after injection of different vasodilators.Methods:This was a observational study screening patients with suspected coronary artery disease who underwent coronary angiography From June to September 2022 in Fuwai Hospital, Chinese Academy of Medical Sciences. Patients without obstructive coronary artery disease in the left anterior descending artery (<50% diameter stenosis by visual) and accompanied by coronary slow flow phenomenon (Thrombolysis in Myocardial Infarction flow grade ≤2) were enrolled. According to pre-specified coronary angiography acquisition protocol, one angiographic image in optimal projection was acquired for each of the following five states: baseline when none of the vasodilators was injected (resting state), intracoronary injection of 200 μg nitroglycerin (nitroglycerin-induced hyperemia), intracoronary injection of 100 μg adenosine (adenosine-induced hyperemia), 5 minutes after cessation of adenosine injection (resting state 2), and intracoronary injection of 4 mg nicorandil (nicorandil-induced hyperemia). Coronary volumetric blood flow and CFR were assessed in a fully automatic manner at an independent core laboratory. One-way repeated measures ANOVA was used to detect the differences in coronary volumetric blood flow at five states and the differences in CFR after injection of different vasodilators.Results:A total of 21 eligible patients were included. The age was (62±9) years, and 5 (24%) were female. Coronary volumetric blood flow at five states and CFR after injection of different vasodilators were successfully calculated in all patients, with a feasibility of 100% (21/21) for CFR. Resting coronary volumetric blood flow was (80.6±12.4) ml/min. Using this as a reference, the volumetric blood flow increased to (167.7±30.5) ml/min under nitroglycerin-induced hyperemia (adjusted P<0.001), and remained at (171.5±23.1) ml/min under adenosine-induced hyperemia (adjusted P<0.001). The volumetric blood flow under resting state 2 was (83.8±15.6) ml/min, returning to baseline level (adjusted P=0.94). Under nicorandil-induced hyperemia, the coronary volumetric blood flow increased again to (182.9±28.3) ml/min (adjusted P<0.001). CFR was 2.09±0.29, 2.15±0.27, and 2.29±0.29 after injection of nitroglycerin, adenosine, and nicorandil, respectively( P=0.034). Using CFR after adenosine injection as a reference, CFR after nicorandil injection was higher (adjusted P=0.044). Using the coronary volumetric blood flow under resting state 2 as the baseline flow for CFR calculation, there was no statistically significant difference compared to the CFR calculated using the volumetric blood flow under resting state (all P>0.05). Conclusions:Preliminary findings confirm the high feasibility of rapid, automated assessment of coronary volumetric blood flow and CFR from a single angiographic projection, as well as good reproducibility in calculating baseline volumetric blood flow. In patients with coronary slow flow, the CFR after nicorandil injection is significantly higher than that after adenosine injection.
3.MRI characteristics and pathological correlation regarding the intrahepatic cholangiocarcinoma without cholangiectasis
Huaiyin DING ; Xiaodong SUN ; Xiqi ZHU ; Chao DU ; Juan SHEN ; Qun ZHOU ; Daixin LI ; Chuanjun XU ; Lili YUAN ; Huaihua LI ; Duxian LIU ; Hongshen SONG
Chinese Journal of Radiology 2015;(2):113-116
Objective To studying the MR findings and pathology of peripheral small intrahepatic cholangiocarcinoma and improving the understanding of peripheral small cholangiocarcinoma with no-bile duct dilatation. Methods A retrospective analysis of 12 patients with intrahepatic peripheral cholangiocarcinoma which were confirmed by surgery and pathology, all patients were examined by abdominal MRI without and with contrast. Correlation was made with gross pathology and surgical pathological specimen. Results On T1WI, there were 4 cases of complex low signal intensity and 8 cases of low signal intensity. On T2WI, there were 8 cases of high signal intensity and 4 cases of complex high signal intensity. Enhanced MRI showed: marked nidus enhancement on arterial phase in 1 case, and the pathological diagnosis was poorly differentiated adenocarcinoma. Inhomogeneous enhancement or annular enhancement were seen in 10 cases on arterial phase, 3 of these cases showed thin annular enhancement on arterial phase, low signalintensity on portal venous phase and isointensity on delayed phase. One case showed delayed enhancement. Thick circular enhancement correlated with pathological changes of survival of tumor cells, center areas correlated with fibrous connective tissue, and a small amount of necrotic tissue. Island-like enhancement or inhomogeneous enhancement were seen in 3 cases. Corresponding pathological changes consisted of tumor tissue and a small amount of fibrous connective tissue, as well as somenecrotic tissue. In 1 case, no enhancement was seen on all three phases and pathological changes showed cystic changes, hemorrhage, necrosis, with survival tumor cells seen between cyst and normal liver tissue. Conclusions MRI scanning of peripheral small cholangiocarcinoma lacked characteristic features, but dynamic contrast-enhanced MR had certain specific findings. Due to different pathology, the fibrous tissue, necrotic tissue and survival tumor tissue components were exhibited different imaging findings.

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