1.Construction and application of anti-tumor drug prescription review decision-support system in a large general hospital
Jing ZANG ; Run GAN ; Qi YANG ; Yan CHEN ; Cheng GUO ; Jianping ZHANG ; Fengqian LI ; Quanjun YANG
China Pharmacy 2026;37(6):794-799
OBJECTIVE To introduce the development of an intelligent prescription review decision-support system for anti-tumor drugs and assess its clinical application outcomes. METHODS Relevant data sources, including national and local pharmaceutical administration policies, clinical practice guidelines/consensus, hospital information systems data, and genetic testing results, were integrated. Adhering to the principles of structure, standardization and dynamic updating, a knowledge base covering chemotherapeutic, targeted and immunotherapeutic agents was constructed using a dual-dimensional modeling approach that combined “drug attributes” and “clinical contexts”. This knowledge base was then embedded into the hospital’s electronic medical order system to establish the prescription review decision-support system. The application and performance of the system were evaluated at Shanghai Sixth People’s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine. RESULTS A knowledge base containing 18 318 prescription review rules for anti-tumor drugs was constructed, and a closed-loop prescription review system was successfully established, encompassing pre-prescription real-time intervention, in-process interactive review, and post-prescription evaluation and analysis. From 2021 to 2024, the system generated a total of 57 879 alerts for prescriptions of five typical categories of anti-tumor drugs. For platinum-containing prescriptions, 22 577 alerts were generated, with Cisplatin for injection (lyophilized) being the most frequently alerted drug (13 445 alerts), and “ototoxicity risk due to combined use” alerts remained high (7 682 alerts). For methotrexate-containing prescriptions, 3 721 alerts were recorded, primarily related to “precaution-related issues” (76.4%, 2 843/3 721). For doxorubicin-containing prescriptions, 17 301 alerts were triggered, primarily related to “dosage and administration” (14 315 alerts). For human epidermal growth factor receptor 2-targeted agents-containing prescriptions, 1 007 alerts were issued, mostly related to “reimbursement restrictions” (956 alerts). For programmed death-1/programmed death-ligand 1 inhibitors-containing prescriptions, the alerts increased year by year, totaling 13 273 alerts, primarily related to “inappropriate indication” (9 118 alerts). Over the 4 years, the physician response rates to system alerts were 21.4%, 27.1%, 33.5% and 51.6%, respectively. CONCLUSIONS An intelligent decision-support system for anti-tumor drug prescription review, encompassing a closed-loop process of “real-time pre-event intervention, interactive in-event prescription review, post-event evaluation and analysis”, has been successfully constructed and implemented throughout the entire workflow. There is a discernible trend in this hospital, where the focus on monitoring anti-tumor drugs is shifting towards immunotherapy drugs. Additionally, the acceptance rate of physicians regarding prescription review opinions has been steadily increasing year by year.
2.Differences in Responses to Neoadjuvant Anti-HER2 Therapy between HER2 2+/ISH+ and HER2 3+ in HER2-Positive Breast Cancer
Lingjun MA ; Ran ZHENG ; Lingyun XU ; Ying ZHU ; Hong YIN ; Xiaoqing ZHANG ; Rong DENG ; Jue WANG ; Xiaoming ZHA
Cancer Research and Treatment 2026;58(2):501-512
Purpose:
Dual anti–human epidermal growth factor receptor 2 (HER2) drugs have become the standard regimen for neoadjuvant systemic treatment (NST) to HER2-positive breast cancer patients. However, the efficacy varies greatly among patients with different HER2 protein expression levels.
Materials and Methods:
A total of 575 HER2-positive breast cancer patients from multiple centers throughout China from 2013 to 2022 were retrospectively analyzed. We compared clinicopathological features in different HER2 immunohistochemistry classes (HER2 2+/in situ hybridization [ISH] + or HER2 3+), and their difference in response to NST and survival with single or dual anti-HER2 drugs. Drug sensitivity assays were used to evaluate different efficacy of anti-HER2 drugs in vitro.
Results:
Compared to HER2 3+ subgroup, the HER2 2+/ISH+ group had a higher proportion of hormone receptor–positive status (48.7% vs. 76.1%, p < 0.001), more HER2 protein loss after NST, lower pathological complete response (pCR) rate (46.07% vs. 16.24%, p < 0.001), and tended to have worse disease-free survival (DFS). In HER2 2+/ISH+ patients, treated with pertuzumab and trastuzumab in combination had no significant improvement in pCR (19.12% vs. 12.24%, p=0.287) and DFS (p=0.908) than using alone. Drug sensitivity assay showed poor efficacy with dual anti-HER2 drugs in HER2 2+/ISH+ cell lines; however, fam-trastuzumab deruxtecan drugs had a satisfactory effect.
Conclusion
Owing to the differences in clinicopathological features and treatment efficacy, we considered the HER2 2+/ISH+ group to be a distinct subtype and defined it as the HER2-moderate–positive subgroup. In this subgroup, dual anti-HER2 drugs did not exert significant improvement in pCR and DFS. Therefore, treatment optimization is warranted, with antibody-drug conjugate drugs as potential options.
3.Astragaloside Ⅳ inhibited NLRP3-mediated pyroptosis and alleviated renal ischemia-reperfusion injury by activating the Nrf2/HO-1 pathway
Xiaofeng LI ; Yuhang HAN ; Di ZHANG ; Guoxin ZHANG ; Lingyun ZHANG
Organ Transplantation 2026;17(5):772-782
Objective To investigate the effect of astragaloside Ⅳ (AS-Ⅳ) on renal ischemia-reperfusion injury (RIRI) and its specific mechanism. Methods Forty-eight rats were randomly divided into 6 groups, with 8 rats in each group: sham operation group (Sham group), RIRI group, RIRI + AS-Ⅳ (10 mg/kg) group, RIRI + AS-Ⅳ (20 mg/kg) group, RIRI + AS-Ⅳ (40 mg/kg) group and RIRI + AS-Ⅳ + Brusatol group [Brusatol is a nuclear factor E2-related factor 2 (Nrf2) inhibitor]. Serum creatinine (Scr) and blood urea nitrogen (BUN) levels of rats were detected using an automatic biochemical analyzer; the pathological damage degree of rats kidney tissue was evaluated by hematoxylin-eosin staining and scored; the levels of superoxide dismutase (SOD) and malondialdehyde (MDA) in rats serum, and interleukin (IL)-1β and IL-18 in rats kidney tissue were detected by enzyme-linked immunosorbent assay; the degree of cell apoptosis was detected by terminal deoxynucleotidyl transferase-mediated dUTP nick-end labeling; real-time fluorescence quantitative polymerase chain reaction and Western blotting were used to determine the messenger RNA (mRNA) and protein levels of Nrf2/heme oxygenase-1 (HO-1) signaling pathway and cell pyroptosis regulatory factors in rats kidney tissue. Results Compared with the Sham group, the BUN and Scr levels in the RIRI group were increased, the renal function and tissue damage were more severe, the degree of cell apoptosis was aggravated, the MDA level was increased, and the SOD activity was decreased, the Nrf2 and HO-1 protein and mRNA levels were downregulated, the NOD-like receptor protein 3 (NLRP3), Cle-Caspase-1 (the activated form of Caspase-1) and gasdermin D (GSDMD)-N protein levels were upregulated, the NLRP3, Caspase-1 and GSDMD-N mRNA levels were increased, and the release of IL-1β and IL-18 was increased. Compared with the RIRI group, the BUN and Scr levels in rats after AS-Ⅳ treatment were decreased, the degree of renal function and tissue damage was reduced, the degree of cell apoptosis was decreased, the MDA level was decreased, and the SOD activity was increased, the Nrf2 and HO-1 protein and mRNA levels were increased, the NLRP3, Cle-Caspase-1 and GSDMD-N protein levels were decreased, the NLRP3, Caspase-1 and GSDMD-N mRNA levels were decreased, and the release of IL-1β and IL-18 was reduced. Compared with the RIRI + AS-Ⅳ (20 mg/kg) group, the MDA level and SOD activity in rats of the RIRI + AS-Ⅳ + Brusatol group were increased, the Nrf2 and HO-1 protein and mRNA levels were decreased, the NLRP3, Cle-Caspase-1 and GSDMD-N protein levels were upregulated, the NLRP3, Caspase-1 and GSDMD-N mRNA levels were increased, and the release of IL-1β and IL-18 was increased. Conclusions AS-Ⅳ may alleviate RIRI in rats by inhibiting oxidative stress response and pyroptosis, and this mechanism is related to the activation of Nrf2/HO-1 signaling pathway.
4.Clinical efficacy and safety of bumetanide in the prevention and treatment of pleural effusion after routine hepatobiliary surgery
Zhichao XIE ; Zhiguo ZHANG ; Sansheng MA ; Yichuang HUANG ; Lingyun LIU
The Journal of Practical Medicine 2025;41(10):1563-1568
Objective To evaluate the clinical efficacy and safety of bumetanide in comparison with other diuretics for the prevention and management of postoperative pleural effusion in patients undergoing hepatobiliary surgery.Methods A total of 168 patients undergoing routine hepatobiliary surgery were randomly assigned to either the bumetanide group or the control group(other diuretics).Patients in the bumetanide group received bumetanide injection at a dose of 1 mg intravenously once daily.In contrast,the control group received one of the following treatments:furosemide injection at 20 mg intravenously once daily,furosemide tablets at 40 mg orally twice daily,or a combination of furosemide tablets(40 mg orally twice daily)and spironolactone tablets(60 mg orally twice daily).All treatments were administered for three days postoperatively.The incidence of postoperative pleural effusion,length of hospital stay,and drug-related adverse reactions were compared between the two groups.Additionally,multivariate logistic regression analysis was conducted to identify independent risk factors for moderate-to-severe pleural effusion after surgery.Results A total of 82 patients were enrolled in the bumetanide group and 86 in the control group.No significant differences were observed in the general demographic and clinical characteristics between the two groups(P>0.05),except for sex and ALT levels(P<0.05).The incidence of moderate-to-severe pleural effusion was higher in the control group than in the bumetanide group,with rates of 9.3%and 1.2%,respectively(all P<0.05).Additionally,the length of hospital stay was significantly longer in the control group(19.94±0.90 days)compared to the bumetanide group(17.15±1.06 days)(all P<0.05).Thora-centesis was performed in 2 cases in the bumetanide group and 8 cases in the control group,but this difference was not statistically significant(P>0.05).The primary adverse drug reactions in both groups included hypokalemia,hypochloremia,hyponatremia,and hypocalcemia.The overall incidence of adverse drug reactions was 35.4%in the bumetanide group and 34.9%in the control group,showing no significant difference(P>0.05).Multivariate regression analysis revealed that a history of hepatitis B,cirrhosis,and the use of bumetanide were independent predictors of moderate-to-severe pleural effusion during routine hepatobiliary surgery(all P<0.05).Conclusions Bumetanide demonstrates superior efficacy compared to other conventional diuretics in the prevention and manage-ment of postoperative pleural effusion in hepatobiliary surgery,suggesting potential clinical application value.
5.Effect of isoniazid and rifapentine anti-tuberculosis on the pharmacokinetics of efavirenz in people living with HIV
Zhangyufan HE ; Qiaoling RUAN ; Xinping YANG ; Linmei PU ; Lingyun SHAO ; Wenhong ZHANG ; Yungui ZHANG ; Qingluan YANG
Chinese Journal of Infection and Chemotherapy 2025;25(2):162-167
Objective This study aimed to evaluate the interaction between antiretroviral drug efavirenz and anti-tuberculosis 1H3P3(isoniazid plus rifapentine)in people living with HIV.Methods HIV-positive individuals on efavirenz-containing(600 mg)antiretroviral therapy(ART)received 1H3P3 regimen containing rifapentine(450 mg)plus isoniazid(400 mg)3 times a week for 1 month.Efavirenz concentrations were measured at weeks 0,2,4,8.Rifapentine concentration was determined at weeks 2 and 4.HIV RNA load was determined at weeks 0 and 8.Treatment target was efavirenz concentration>1 mg/L.The anti-TB prevention was considered acceptable if the target of efavirenz concentration was achieved in more than 80%of participants.The participants were followed up for 18 months to evaluate the efficacy of treatment.Results Thirty-one participants living with HIV were enrolled in the study.Two participants were excluded from PK analysis because his/her baseline efavirenz concentration<1 mg/L,suggesting poor treatment adherence.Evaluable PK data were available for 29 participants,including 23(79.3%)males.The median[interquartile range(IQR)]age of the participants was 43.0(32.5,53.5)years.The median(IQR)efavirenz plasma concentration was 2.33(1.96,2.34)mg/L at week 0,2.32(1.90,3.28)mg/L at week 2,2.07(1.83,3.09)mg/L at week 4,and 2.71(2.14,3.33)mg/L at week 8.Efavirenz concentration did not show significant difference between the 4 time points(P>0.05).Median(IQR)rifapentine concentration was 9.36(6.23,16.47)mg/L at week 2,and 9.36(6.41,15.56)mg/L at week 4.Rifapentine concentration did not show significant difference between week 2 and week 4(P>0.05).Efavirenz concentrations was>1 mg/L in all participants at weeks 2,4,and 8.Furthermore,efavirenz concentration was significantly higher in females and patients with body weight<60 kg compared with males and those with body weight ≥60 kg(P<0.05).None of the participants had symptoms or signs of active tuberculosis during 18-month follow-up.Conclusions Isoniazid plus rifapentine(1H3P3 regimen)did not have significant effect on the plasma concentrations of efavirenz.
6.Clinical efficacy and safety of bumetanide in the prevention and treatment of pleural effusion after routine hepatobiliary surgery
Zhichao XIE ; Zhiguo ZHANG ; Sansheng MA ; Yichuang HUANG ; Lingyun LIU
The Journal of Practical Medicine 2025;41(10):1563-1568
Objective To evaluate the clinical efficacy and safety of bumetanide in comparison with other diuretics for the prevention and management of postoperative pleural effusion in patients undergoing hepatobiliary surgery.Methods A total of 168 patients undergoing routine hepatobiliary surgery were randomly assigned to either the bumetanide group or the control group(other diuretics).Patients in the bumetanide group received bumetanide injection at a dose of 1 mg intravenously once daily.In contrast,the control group received one of the following treatments:furosemide injection at 20 mg intravenously once daily,furosemide tablets at 40 mg orally twice daily,or a combination of furosemide tablets(40 mg orally twice daily)and spironolactone tablets(60 mg orally twice daily).All treatments were administered for three days postoperatively.The incidence of postoperative pleural effusion,length of hospital stay,and drug-related adverse reactions were compared between the two groups.Additionally,multivariate logistic regression analysis was conducted to identify independent risk factors for moderate-to-severe pleural effusion after surgery.Results A total of 82 patients were enrolled in the bumetanide group and 86 in the control group.No significant differences were observed in the general demographic and clinical characteristics between the two groups(P>0.05),except for sex and ALT levels(P<0.05).The incidence of moderate-to-severe pleural effusion was higher in the control group than in the bumetanide group,with rates of 9.3%and 1.2%,respectively(all P<0.05).Additionally,the length of hospital stay was significantly longer in the control group(19.94±0.90 days)compared to the bumetanide group(17.15±1.06 days)(all P<0.05).Thora-centesis was performed in 2 cases in the bumetanide group and 8 cases in the control group,but this difference was not statistically significant(P>0.05).The primary adverse drug reactions in both groups included hypokalemia,hypochloremia,hyponatremia,and hypocalcemia.The overall incidence of adverse drug reactions was 35.4%in the bumetanide group and 34.9%in the control group,showing no significant difference(P>0.05).Multivariate regression analysis revealed that a history of hepatitis B,cirrhosis,and the use of bumetanide were independent predictors of moderate-to-severe pleural effusion during routine hepatobiliary surgery(all P<0.05).Conclusions Bumetanide demonstrates superior efficacy compared to other conventional diuretics in the prevention and manage-ment of postoperative pleural effusion in hepatobiliary surgery,suggesting potential clinical application value.
7.The value of gadolinium ethoxybenzyl diethylenetriamine pentaacetic acid enhanced MRI T1 mapping in the evaluation of liver function
Haiyan ZHANG ; Di MENG ; Lingyun GAO ; Zhen ZHONG ; Zhanguo SUN
Journal of Practical Radiology 2025;41(3):429-433
Objective To explore the clinical application value of gadolinium ethoxybenzyl diethylenetriamine pentaacetic acid(Gd-EOB-DTPA)enhanced MRI T1 mapping in the evaluation of liver function.Methods Sixty-four patients who underwent enhanced MRI T1 mapping with Gd-EOB-DTPA and completed the laboratory examination of liver function within one week were prospectively enrolled.All patients were divided into normal control group(NCG),cirrhosis Child-Pugh A(CCA)group,cirrhosis Child-Pugh B(CCB)group,and cirrhosis Child-Pugh C(CCC)group.CCB+CCC groups were defined as a moderate and severe abnormal liver function group.The T1 mapping images of pre-enhanced,post-enhanced 10 min and 20 min were collected,and the T1 mapping val-ues of liver and spleen were measured.The ΔT1 and hepatocyte enhancement fraction(HEF)were calculated.The differences of parameters in different liver function groups were analyzed and compared,and the diagnostic efficacy of each index in distinguishing different liver function groups was evaluated.Results There were significant differences in T1plain scan,T110 min,T120 min,ΔT110 min,ΔT120 min,HEF10 min and HEF20 min among the three groups(P<0.05).The difference of T1plain scan between NCG and CCA groups,and between NCG and CCB+CCC groups was statistically significant(P<0.05).The area under the curve(AUC)of differentiating normal liver function group from abnormal liver function group was 0.761.There were significant differences in T110 min,T120 min,ΔT110 min,ΔT120 min,HEF10 min and HEF20 min between CCA and CCB+CCC groups.The AUC of differentiating the two groups was 0.757,0.820,0.735,0.820,0.790 and 0.853,respectively,and HEF20 min had the highest diagnostic efficacy.Conclusion Gd-EOB-DTPA enhanced MRI T1 mapping can be used as an effective method to evaluate liver function.
8.Effect of isoniazid and rifapentine anti-tuberculosis on the pharmacokinetics of efavirenz in people living with HIV
Zhangyufan HE ; Qiaoling RUAN ; Xinping YANG ; Linmei PU ; Lingyun SHAO ; Wenhong ZHANG ; Yungui ZHANG ; Qingluan YANG
Chinese Journal of Infection and Chemotherapy 2025;25(2):162-167
Objective This study aimed to evaluate the interaction between antiretroviral drug efavirenz and anti-tuberculosis 1H3P3(isoniazid plus rifapentine)in people living with HIV.Methods HIV-positive individuals on efavirenz-containing(600 mg)antiretroviral therapy(ART)received 1H3P3 regimen containing rifapentine(450 mg)plus isoniazid(400 mg)3 times a week for 1 month.Efavirenz concentrations were measured at weeks 0,2,4,8.Rifapentine concentration was determined at weeks 2 and 4.HIV RNA load was determined at weeks 0 and 8.Treatment target was efavirenz concentration>1 mg/L.The anti-TB prevention was considered acceptable if the target of efavirenz concentration was achieved in more than 80%of participants.The participants were followed up for 18 months to evaluate the efficacy of treatment.Results Thirty-one participants living with HIV were enrolled in the study.Two participants were excluded from PK analysis because his/her baseline efavirenz concentration<1 mg/L,suggesting poor treatment adherence.Evaluable PK data were available for 29 participants,including 23(79.3%)males.The median[interquartile range(IQR)]age of the participants was 43.0(32.5,53.5)years.The median(IQR)efavirenz plasma concentration was 2.33(1.96,2.34)mg/L at week 0,2.32(1.90,3.28)mg/L at week 2,2.07(1.83,3.09)mg/L at week 4,and 2.71(2.14,3.33)mg/L at week 8.Efavirenz concentration did not show significant difference between the 4 time points(P>0.05).Median(IQR)rifapentine concentration was 9.36(6.23,16.47)mg/L at week 2,and 9.36(6.41,15.56)mg/L at week 4.Rifapentine concentration did not show significant difference between week 2 and week 4(P>0.05).Efavirenz concentrations was>1 mg/L in all participants at weeks 2,4,and 8.Furthermore,efavirenz concentration was significantly higher in females and patients with body weight<60 kg compared with males and those with body weight ≥60 kg(P<0.05).None of the participants had symptoms or signs of active tuberculosis during 18-month follow-up.Conclusions Isoniazid plus rifapentine(1H3P3 regimen)did not have significant effect on the plasma concentrations of efavirenz.
9.Treg-specific AMPKα1 deficiency alters immune cell compositions in immune organs of mice
Zhang RUAN ; Wenjing YANG ; Tianli YU ; Pinxian LI ; Shunhui ZHANG ; Caixia LIN ; Lingyun ZHENG ; Lijing WANG
Chinese Journal of Pathophysiology 2025;41(6):1041-1054
AIM:Regulatory T cells(Tregs)are a specialized subset of CD4+T cells primarily involved in im-munosuppressive functions.AMP-activated protein kinase(AMPK)serves as a metabolic sensor that governs the differen-tiation,maturation,and immune functions of Tregs through metabolic reprogramming.However,the impact of AMPKα1(the catalytic subunit of AMPK)knockout specifically in Tregs on the host's immune microenvironment remains largely un-explored.METHODS:Histological changes in immune organs were assessed using HE staining.The types of immune cells and their relative population percentages in immune organs and blood were quantified through flow cytometry in both AMPKα1flox/flox(AMPKα1fl/fl)mice and Treg-specific AMPKα1 knockout mice(AMPKα1fl/flFoxp3cre mice).RESULTS:Compared to AMPKα1fl/fl mice,the percentage of eosinophils in the bone marrow of AMPKα1fl/flFoxp3cre mice was significant-ly reduced.Additionally,while the thymus of AMPKα1fl/flFoxp3cre mice exhibited normal structure,both its size and the ra-tio of thymus weight to body weight were significantly decreased.The knockout of AMPKα1 in Tregs led to a notable reduc-tion in the total percentage of immature double-negative(DN)cells.Consequently,the percentage of CD4+T cells derived from these DN cells also decreased,even though the percentages of DN1 and DN4 cells were higher in the thymus of AMPKα1fl/flFoxp3cre mice compared to AMPKα1fl/fl mice.Importantly,the proportion of Siglec-F+CD11b+eosinophils in the thymus was significantly lower in AMPKα1fl/flFoxp3cre mice.Knockout of AMPKα1 in Tregs resulted in a marked increase in the percentage of CD4+T cells in peripheral blood,alongside a decrease in the proportion of mature CD8+T cells.Similar-ly,the proportion of CD4+T cells in the spleen of AMPKα1fl/flFoxp3cre mice was elevated compared to AMPKα1fl/fl mice.In contrast,the proportion of neutrophils significantly decreased,while mononuclear cell proportions increased in the spleen of AMPKα1fl/flFoxp3cre mice.In lymph nodes,the medullary boundaries in AMPKα1fl/flFoxp3cre mice were blurred,and the lymphoid follicles were missing,a feature not observed in AMPKα1fl/fl mice.Furthermore,the knockout of AMPKα1 in Tregs reduced the CD3+T cell population,particularly the CD8+T cell population,in lymph nodes.Although the mature Treg cell population was significantly lower in AMPKα1fl/flFoxp3cre mice,the percentage of CD4+T cells was markedly in-creased.In contrast,there was no statistically significant difference in granulocyte populations between AMPKα1fl/flFoxp3cre and AMPKα1fl/fl mice.CONCLUSION:The populations of mature Tregs,CD8+T cells and eosinophils in various im-mune organs were significantly altered in mice with Treg-specific AMPKα1 knockout,suggesting a potential remodeling of the host immune microenvironment in response to inflammatory stimuli.
10.Swin2SR network for reconstructing chest super-resolution CT images
Qingyao LI ; Min XU ; Yaping ZHANG ; Lu ZHANG ; Lingyun WANG ; Zhijie PAN ; Xueqian XIE
Chinese Journal of Medical Imaging Technology 2025;41(5):739-743
Objective To observe the value of Swin2SR network based on Transformer architecture for reconstructing chest super-resolution CT images.Methods Chest CT data of 218 patients were retrospectively collected.Swin2SR model based on Transformer architecture was adopted to enhance standard 512 matrix(512 × 512)CT images(standard-512 group)into 1 024(SR-1 024 group)and 2 048(SR-2 048 group)matrix SR CT images,respectively.Subjective and objective evaluation of image quality were performed,and the results were compared among groups.Results The subjective scores of overall imaging quality and lesion clarity in SR-1 024 and SR-2 048 groups were both higher than those in standard-512 group(all P<0.05),while no significant difference was found between the former two(P>0.05).Meanwhile,no significant difference of objective indexes of imaging quality was observed among 3 groups(all P>0.05).Conclusion Swin2SR model could reconstruct chest SR CT images without increasing noise and improve imaging quality.

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