1.AI-integrated IQPD framework of quality prediction and diagnostics in small-sample multi-unit pharmaceutical manufacturing: Advancing from experience-driven to data-driven manufacturing.
Kaiyi WANG ; Xinhai CHEN ; Nan LI ; Huimin FENG ; Xiaoyi LIU ; Yifei WANG ; Yanfei WU ; Yufeng GUO ; Shuoshuo XU ; Lu YAO ; Zhaohua ZHANG ; Jun JIA ; Zhishu TANG ; Zhisheng WU
Acta Pharmaceutica Sinica B 2025;15(8):4193-4209
The pharmaceutical industry faces challenges in quality digitization for complex multi-stage processes, especially in small-sample systems. Here, an intelligent quality prediction and diagnostic (IQPD) framework was developed and applied to Tong Ren Tang's Niuhuang Qingxin Pills, utilizing four years of data collected from four production units, covering the entire process from raw materials to finished products. In this framework, a novel path-enhanced double ensemble quality prediction model (PeDGAT) is proposed, which combines a graph attention network and path information to encode inter-unit long-range and sequential dependencies. Additionally, the double ensemble strategy enhances model stability in small samples. Compared to global traditional models, PeDGAT achieves state-of-the-art results, with an average improvement of 13.18% and 87.67% in prediction accuracy and stability on three indicators. Additionally, a more in-depth diagnostic model leveraging grey correlation analysis and expert knowledge reduces reliance on large samples, offering a panoramic view of attribute relationships across units and improving process transparency. Finally, the IQPD framework integrates into a Human-Cyber-Physical system, enabling faster decision-making and real-time quality adjustments for Tong Ren Tang's Niuhuang Qingxin Pills, a product with annual sales exceeding 100 million CNY. This facilitates the transition from experience-driven to data-driven manufacturing.
2.The influence of phase coding on streaking artifact of Star-volumetric interpolated body examination sequence
Jun LIU ; Jianwei WANG ; Lulu XU ; Hai XU ; Zhisheng LIN ; Liya JI
Journal of Practical Radiology 2025;41(5):857-860
Objective To discuss the mechanism of the streaking artifact of Star-volumetric interpolated body examination(Star-VIBE)sequence and the influence of phase coding on it.Methods Twenty-six volunteers underwent many times Star-VIBE sequences scanning with different phase coding(320,640,960,1 280,1 600).The severity of streaking artifact of images in different phase cod-ing groups was evaluated qualitatively.The signal-to-noise ratio(SNR)of muscle,thyroid and contrast-enhanced artery,contrast-to-noise ratio(CNR)between soft tissues,and CNR between muscle and contrast-enhanced artery of the images in different phase coding groups were evaluated quantitatively.Results In qualitative evaluation,with the number of phase coding increased,the streaking artifact decreased(H=83.022,P<0.005).In quantitative evaluation,SNRmuscle,SNRthyroid,SNRcontrast-enhanced artery and CNRcontrast-enhanced gradually increased with the increase of phase coding number(SNRmuscle:F=6.913,P<0.005;SNRthyroid:F=3.930,P=0.005;SNRcontrast-enhanced artery:F=6.980,P<0.005;CNRcontrast-enhanced:F=6.482,P<0.005),while CNRsoft tissue showed no statistical difference(F=1.114,P=0.339).Conclusion There is streaking artifact on the image of the Star-VIBE sequence,which can be reduced by increas-ing the number of phase coding appropriately.The most suitable phase coding is 960.
3.External Validation and Precision Drug Use of Pharmacokinetic Model of Lacosamide in Foreign Pediatric Populations
Huimin CHEN ; Yang WANG ; Jun WANG ; Zhisheng LIU
Herald of Medicine 2025;44(1):108-115
Objective To verify the predictive performance of the population pharmacokinetic(PPK)model of lacosamide in children reported abroad using real-world case data,the exposure-response relationship was analyzed,and the optimal dosing regimen was simulated.Methods The plasma concentration data and clinical data of 64 children with epilepsy aged 4-13.42 years after oral administration of lacosamide reached a steady state were collected,and the prediction accuracy of foreign models was investigated by goodness-of-fit diagram and intuitive prediction test.The relationship between the daily dose or trough concentration of lacosamide and the clinical efficacy was analyzed,and Monte Carlo simulation was used to evaluate and screen the optimal dosing regimen of lacosamide for different body weight stratification and combinations based on pharmacokinetic parameters.Results The external validation results show that the prediction accuracy of the PPK model for children abroad is good.The pharmacokinetic parameters of lacosamide monotherapy in children with epilepsy were as follows:absorption rate constant(ka)=(2.43±0.04)h-1,apparent volume of distribution(Vd/F)=(22.69±6.00)L,clearance rate(CL/F)=(1.25±0.27)L·h-1,half-life(t1/2)=(12.74±2.40)h.The distribution range of 5%-95%quantile of daily dose of clinically effective cases was 2.5-6.3 mg·kg-1·d-1,and the distribution range of 5%-95%of trough concentration was 1.9-6.7 mg·L-1.The simulation results showed that the optimized dosing regimen of lacosamide recommended in this study could increase the probability of drug concentration reaching the target and ensure the efficacy and tolerability of treatment.Conclusions The prediction performance of the PPK model of lacosamide in foreign children was verified,and the optimal dosing regimen was simulated based on this model,which can provide a reference for clinicians to individualize and rationalize the use of drugs.
4.Multiple testicular leydig cell tumors presenting with azoospermia:A case report and literature review
Qing LIU ; Zhisheng HU ; Yong YAO ; Kaijie XU ; Huiling WU
National Journal of Andrology 2025;31(11):1009-1013
Objective To investigate the diagnosis and treatment of multiple testicular Leydig cell tumors presenting with azoospermia.Methods Clinical data of a case of multiple testicular Leydig cell tumors presenting with azoospermia as well as re-lated article were reviewed.Results The patient visited the doctor due to"failure to conceive after 3 years of regular unprotect-ed sexual intercourse",and two consecutive semen analyses both indicated azoospermia.Testicular color Doppler ultrasound,en-hanced CT and pelvic MRI all suggested testicular space-occupying lesions.Preoperative evaluation suggested benign testicular tumors.Intraoperative frozen section pathology confirmed Leydig cell tumors.Microscopic testis-sparing tumor enucleation and microsurgical testicular sperm extraction(mTESE)were performed,with no sperm identified intraoperatively.The patient under-went successful tumor resection without complications.During the 12-month follow-up period,no tumor recurrence or metastasis was observed.Seminal volume increased compared to pre-operative levels,but azoospermia persisted.Conclusions Testicular Leydig cell tumor is a rare neoplasms originating from the gonadal stroma.Preoperative diagnosis is difficult.Radical orchiectomy is the primary treatment modality.However,testis-sparing tumor enucleation may be a safe and effective alternative for patients with bilateral testicular tumors.Tumor enucleation with testicular preservation is also a safe and effective choice for the patients with small-sized lesions or prepubertal status,whereas a long-term close follow-up is strictly implemented.
5.Effect of hydrogen sulfide on calcification during macrophage phagocytosis of lipids and its mechanisms
Yanwen LIU ; Qian XU ; Kun ZHOU ; Ziyi LI ; Shuiqing LIU ; Jun ZHANG ; Zhong REN ; Zhisheng JIANG
Chinese Journal of Arteriosclerosis 2025;33(4):317-325
Aim To investigate the effect of hydrogen sulfide on macrophage calcification and its underlying mo-lecular mechanisms.Methods Oil red O staining was used to observe intracellular lipid accumulation,and von Kossa staining and atomic absorption spectroscopy were used for morphological and quantitative analysis of calcium deposition and intracellular calcium content in a mononuclear macrophage calcification model.Western blot and RT-PCR were used to detect the mRNA and protein expression of osteopontin(OPN)at different doses and treatment times of hydrogen sulfide.At the same time,Western blot was used to detect the expression changes of early growth response factor 1(EGR1),endo-plasmic reticulum stress-related markers C/EBP homologous protein(CHOP)and glucose-regulated protein 78(GRP78).Reactive oxygen species levels were evaluated by fluorescence probe staining,and the effect of hydrogen sulfide on macro-phage calcification was evaluated by combining von Kossa staining and calcium ion fluorescence probe staining.The mo-lecular mechanisms of hydrogen sulfide affecting macrophage calcification were explored by interfering with EGR1 expression and using endoplasmic reticulum stress inhibitor 4-phenylbutyric acid(4-PBA).Results Compared with oxidized low density lipoprotein(ox-LDL)group,β-glycerophosphate(β-GP)+40 g/L ox-LDL group showed a significant increase in intracellular lipid accumulation,while hydrogen sulfide significantly inhibited macrophage calcification in a con-centration-and time-dependent manner.Compared with the β-GP+ox LDL group,the most significant effect was observed after incubation with 100 μmol/L NaHS for 4 days.The hydrogen sulfide group showed a 66%decrease in intracellular calcium content(P<0.01),a 71%decrease in intercellular calcium deposition(P<0.01),and a 50%and 48%decrease in OPN mRNA and protein expression,respectively(P<0.05).Hydrogen sulfide treatment upregulated the ex-pression of EGR1 by 21%,while downregulating the expression of CHOP and GRP78 by 58%and 59%,respectively(P<0.01).The endoplasmic reticulum stress inhibitor 4-PBA could downregulate OPN expression by 73%(P<0.01),while interfering with EGR1 expression completely counteracts the inhibitory effect of hydrogen sulfide on OPN expression and calcium deposition(P<0.01).Conclusion Hydrogen sulfide significantly inhibits macrophage calcification by upregulating EGR1 expression and suppressing endoplasmic reticulum stress.
6.CRTC2 attenuates cardiomyocyte hypertrophy by inhibiting cardiomyocyte ferroptosis
Zhaoyue WANG ; Hongyu ZHENG ; Yanxia WANG ; Yuanqin ZHAO ; Wei DENG ; Kun ZHOU ; Qian XU ; Huiting LIU ; Shao OUYANG ; Miao JIANG ; Zhongzhou YANG ; Zhisheng JIANG
Chinese Journal of Arteriosclerosis 2025;33(10):849-858
Aim To investigate the role and regulatory mechanism of CREB regulated transcription coactivator 2(CRTC2)in cardiomyocyte hypertrophy.Methods A pathological cardiomyocyte hypertrophy model was established in C57BL/6 mice by intraperitoneal injection of isoproterenol(ISO),the expression of CRTC2 in cardiac tissue was detec-ted by Western blot.The CRTC2 knockout mice model was constructed,the cardiac function of mice was detected by small animal echocardiography,the collagen fiber content in mice cardiac tissue was detected by Masson staining,the car-diomyocyte hypertrophy related proteins:skeletal muscle α1-actin(ACTA1)and brain natriuretic peptide(BNP),as well as ferroptosis related proteins:acyl-CoA synthetase long chain family member 4(ACSL4),solute carrier family 7 member 11(SLC7A11)and glutathione peroxidase 4(GPX4)in mice cardiac tissue were detected by Western blot,the iron ion content in mice cardiac tissue was detected by iron ion kit,to evaluate the correlation between CRTC2 and cardiomyocyte hypertrophy and ferroptosis.H9c2 cells were induced by ISO to construct an in vitro model of cardiomyocyte hypertrophy,the protein expressions of CRTC2,ACTA1,BNP,ACSL4,SLC7A11 and GPX4 were detected after intervention with fer-roptosis inhibitor ferrostatin-1(Fer-1).H9c2 cells with CRTC2 overexpression induced by ISO were used to construct an in vitro model of cardiomyocyte hypertrophy,the related indicators of cardiomyocyte hypertrophy and ferroptosis were detec-ted to explore the mechanism of CRTC2 in cardiomyocyte hypertrophy.Results Compared with the control group,the expression of CRTC2 protein in the cardiac tissue of ISO induced cardiomyocyte hypertrophy mice was increased(P<0.05).Compared with wild-type mice,CRTC2-/-mice showed worsened cardiac function,manifested as increased left ventricular end-diastolic diameter(LVEDD),left ventricular end-systolic diameter(LVESD),left ventricular posterior wall thickness(LVPWT),heart weight/tibia length(HW/TL)and heart weight/body weight(HW/BW),decreased short axis shortening(FS)and ejection fraction(EF),increased collagen fiber content in cardiac tissue,upregulated ex-pression of cardiomyocyte hypertrophy-related proteins ACTA1 and BNP,increased mRNA and protein expression of ferrop-tosis-related protein ACSL4,decreased mRNA and protein expression of SLC7A11 and GPX4,and elevated iron ion content in cardiac tissue(P<0.05 or P<0.01).In vitro experiments showed that compared with ISO group,the ISO+Fer-1 group had no significant change in CRTC2 protein expression(P>0.05),the expression of ACTA1 and BNP protein decreased,the surface area of cardiomyocyte reduced,the expression of ACSL4 protein decreased,and the expression of SLC7A11 and GPX4 proteins increased(P<0.05 or P<0.01).Compared with the ISO group,the LV-CRTC2+ISO group showed a decrease in surface area of cardiomyocytes(P<0.01),a decrease in ACTA1,BNP and ACSL4 protein ex-pression,an increase in SLC7A11 and GPX4 protein expression,and a decrease in ROS and iron ion content(P<0.05 or P<0.01).Conclusion CRTC2 alleviates cardiomyocyte hypertrophy and protect cardiac function by suppressing fer-roptosis in cardiomyocytes.
7.Angiotensin Ⅱ activates p53/SAT1 signaling pathway to induce ferroptosis in white adipocytes
Wei DENG ; Xiyan LIU ; Liyuan GUO ; Qian XU ; Kun ZHOU ; Yuanqin ZHAO ; Zhaoyue WANG ; Xiang LI ; Xin-mei DENG ; Xinyi QIN ; Zhong REN ; Zhisheng JIANG
Chinese Journal of Arteriosclerosis 2025;33(5):385-394
Aim To investigate the effect and mechanism of angiotensin Ⅱ(Ang Ⅱ)on ferroptosis in white adi-pocytes.Methods The 3T3-L1 preadipocytes were differentiated into white adipocytes by inducer stimulation.The experiment was divided into control group,Ang Ⅱ group,Ang Ⅱ+Fer-1(ferroptosis inhibitor)group and Ang Ⅱ+PFT-α(p53 inhibitor)group.Ang Ⅱ was used to treat cells.RT-qPCR and Western blot were used to detect the expression levels of ferroptosis factors and adipokines.JC-1 kit was used to detect mitochondrial membrane potential(MMP)level.Iron ion kit was used to detect intracellular iron content.Glutathione(GSH)kit was used to detect GSH content.Fer-1 and Ang Ⅱ were added to treat cells to detect the the changes of ferroptosis level.The expression of p53 and spermidine/spermine N1-acetyltransferase 1(SAT1)protein was detected.Subsequently,PFT-α and Ang Ⅱ were added to co-treat cells to detect the changes of p53 and SAT1 protein expression,and to observe the effect of inhibiting p53 expression on the expression levels of ferroptosis factors and adipokines.Results 3T3-L1 cells were successfully differentiated into white adipocytes by stimulator-induced differentiation.Ang Ⅱ induced ferroptosis in white adipocytes.RT-qPCR results showed that compared with control group,the mRNA expression of anti-ferroptosis factor glutathione peroxidase 4(GPX4),solute carrier family 7 member 11(SLC7A11)and iron regulatory protein 1(IRP-1)was down-regulated in Ang Ⅱ group,and the mRNA expression of pro-ferroptosis factor acyl-CoA synthetase of long-chain family member 4(ACSL4)was up-regulated.Western blot results showed that compared with control group,the protein expression of SLC7A11 and GPX4 was down-regulated in Ang Ⅱ group,and the protein expression of ACSL4 was up-regulated.Ang Ⅱ treatment increased the content of intracellular iron ions and decreased the levels of GSH and MMP.Compared with Ang Ⅱ group,the mRNA expression of IRP-1 and SLC7A11 was up-regulated in Ang Ⅱ+Fer-1 group.Ang Ⅱ induced changes in the expression profile of adipokines in white adipocytes.Western blot results showed that compared with control group,the protein ex-pression of pro-inflammatory adipokine leptin(LEP),resistin(RETN),interleukin-6(IL-6)and tumor necrosis factor-α(TNF-α)was up-regulated in Ang Ⅱ group,and the protein expression of anti-inflammatory adipokine adiponectin(AD-PN)and omentin 1(ITLN1)was down-regulated.In addition,Ang Ⅱ increased the protein expression of p53 and SAT1.Inhibition of p53 expression can improve the level of ferroptosis and adipokine expression in white adipocytes trea-ted with Ang Ⅱ.Western blot results showed that compared with Ang Ⅱ group,the protein expression of p53 and SAT1 was down-regulated in Ang Ⅱ+PFT-α group,the protein expression of SLC7A11 and GPX4 was up-regulated,and the protein expression of ACSL4 was down-regulated.The protein expression of ADPN was up-regulated in Ang Ⅱ+PFT-αgroup,and the protein expression of TNF-α,LEP and RETN was down-regulated.Conclusion Ang Ⅱ induces fer-roptosis in white adipocytes through activating the p53/SAT1 signaling pathway.
8.The influence of phase coding on streaking artifact of Star-volumetric interpolated body examination sequence
Jun LIU ; Jianwei WANG ; Lulu XU ; Hai XU ; Zhisheng LIN ; Liya JI
Journal of Practical Radiology 2025;41(5):857-860
Objective To discuss the mechanism of the streaking artifact of Star-volumetric interpolated body examination(Star-VIBE)sequence and the influence of phase coding on it.Methods Twenty-six volunteers underwent many times Star-VIBE sequences scanning with different phase coding(320,640,960,1 280,1 600).The severity of streaking artifact of images in different phase cod-ing groups was evaluated qualitatively.The signal-to-noise ratio(SNR)of muscle,thyroid and contrast-enhanced artery,contrast-to-noise ratio(CNR)between soft tissues,and CNR between muscle and contrast-enhanced artery of the images in different phase coding groups were evaluated quantitatively.Results In qualitative evaluation,with the number of phase coding increased,the streaking artifact decreased(H=83.022,P<0.005).In quantitative evaluation,SNRmuscle,SNRthyroid,SNRcontrast-enhanced artery and CNRcontrast-enhanced gradually increased with the increase of phase coding number(SNRmuscle:F=6.913,P<0.005;SNRthyroid:F=3.930,P=0.005;SNRcontrast-enhanced artery:F=6.980,P<0.005;CNRcontrast-enhanced:F=6.482,P<0.005),while CNRsoft tissue showed no statistical difference(F=1.114,P=0.339).Conclusion There is streaking artifact on the image of the Star-VIBE sequence,which can be reduced by increas-ing the number of phase coding appropriately.The most suitable phase coding is 960.
9.Effect of hydrogen sulfide on calcification during macrophage phagocytosis of lipids and its mechanisms
Yanwen LIU ; Qian XU ; Kun ZHOU ; Ziyi LI ; Shuiqing LIU ; Jun ZHANG ; Zhong REN ; Zhisheng JIANG
Chinese Journal of Arteriosclerosis 2025;33(4):317-325
Aim To investigate the effect of hydrogen sulfide on macrophage calcification and its underlying mo-lecular mechanisms.Methods Oil red O staining was used to observe intracellular lipid accumulation,and von Kossa staining and atomic absorption spectroscopy were used for morphological and quantitative analysis of calcium deposition and intracellular calcium content in a mononuclear macrophage calcification model.Western blot and RT-PCR were used to detect the mRNA and protein expression of osteopontin(OPN)at different doses and treatment times of hydrogen sulfide.At the same time,Western blot was used to detect the expression changes of early growth response factor 1(EGR1),endo-plasmic reticulum stress-related markers C/EBP homologous protein(CHOP)and glucose-regulated protein 78(GRP78).Reactive oxygen species levels were evaluated by fluorescence probe staining,and the effect of hydrogen sulfide on macro-phage calcification was evaluated by combining von Kossa staining and calcium ion fluorescence probe staining.The mo-lecular mechanisms of hydrogen sulfide affecting macrophage calcification were explored by interfering with EGR1 expression and using endoplasmic reticulum stress inhibitor 4-phenylbutyric acid(4-PBA).Results Compared with oxidized low density lipoprotein(ox-LDL)group,β-glycerophosphate(β-GP)+40 g/L ox-LDL group showed a significant increase in intracellular lipid accumulation,while hydrogen sulfide significantly inhibited macrophage calcification in a con-centration-and time-dependent manner.Compared with the β-GP+ox LDL group,the most significant effect was observed after incubation with 100 μmol/L NaHS for 4 days.The hydrogen sulfide group showed a 66%decrease in intracellular calcium content(P<0.01),a 71%decrease in intercellular calcium deposition(P<0.01),and a 50%and 48%decrease in OPN mRNA and protein expression,respectively(P<0.05).Hydrogen sulfide treatment upregulated the ex-pression of EGR1 by 21%,while downregulating the expression of CHOP and GRP78 by 58%and 59%,respectively(P<0.01).The endoplasmic reticulum stress inhibitor 4-PBA could downregulate OPN expression by 73%(P<0.01),while interfering with EGR1 expression completely counteracts the inhibitory effect of hydrogen sulfide on OPN expression and calcium deposition(P<0.01).Conclusion Hydrogen sulfide significantly inhibits macrophage calcification by upregulating EGR1 expression and suppressing endoplasmic reticulum stress.
10.CRTC2 attenuates cardiomyocyte hypertrophy by inhibiting cardiomyocyte ferroptosis
Zhaoyue WANG ; Hongyu ZHENG ; Yanxia WANG ; Yuanqin ZHAO ; Wei DENG ; Kun ZHOU ; Qian XU ; Huiting LIU ; Shao OUYANG ; Miao JIANG ; Zhongzhou YANG ; Zhisheng JIANG
Chinese Journal of Arteriosclerosis 2025;33(10):849-858
Aim To investigate the role and regulatory mechanism of CREB regulated transcription coactivator 2(CRTC2)in cardiomyocyte hypertrophy.Methods A pathological cardiomyocyte hypertrophy model was established in C57BL/6 mice by intraperitoneal injection of isoproterenol(ISO),the expression of CRTC2 in cardiac tissue was detec-ted by Western blot.The CRTC2 knockout mice model was constructed,the cardiac function of mice was detected by small animal echocardiography,the collagen fiber content in mice cardiac tissue was detected by Masson staining,the car-diomyocyte hypertrophy related proteins:skeletal muscle α1-actin(ACTA1)and brain natriuretic peptide(BNP),as well as ferroptosis related proteins:acyl-CoA synthetase long chain family member 4(ACSL4),solute carrier family 7 member 11(SLC7A11)and glutathione peroxidase 4(GPX4)in mice cardiac tissue were detected by Western blot,the iron ion content in mice cardiac tissue was detected by iron ion kit,to evaluate the correlation between CRTC2 and cardiomyocyte hypertrophy and ferroptosis.H9c2 cells were induced by ISO to construct an in vitro model of cardiomyocyte hypertrophy,the protein expressions of CRTC2,ACTA1,BNP,ACSL4,SLC7A11 and GPX4 were detected after intervention with fer-roptosis inhibitor ferrostatin-1(Fer-1).H9c2 cells with CRTC2 overexpression induced by ISO were used to construct an in vitro model of cardiomyocyte hypertrophy,the related indicators of cardiomyocyte hypertrophy and ferroptosis were detec-ted to explore the mechanism of CRTC2 in cardiomyocyte hypertrophy.Results Compared with the control group,the expression of CRTC2 protein in the cardiac tissue of ISO induced cardiomyocyte hypertrophy mice was increased(P<0.05).Compared with wild-type mice,CRTC2-/-mice showed worsened cardiac function,manifested as increased left ventricular end-diastolic diameter(LVEDD),left ventricular end-systolic diameter(LVESD),left ventricular posterior wall thickness(LVPWT),heart weight/tibia length(HW/TL)and heart weight/body weight(HW/BW),decreased short axis shortening(FS)and ejection fraction(EF),increased collagen fiber content in cardiac tissue,upregulated ex-pression of cardiomyocyte hypertrophy-related proteins ACTA1 and BNP,increased mRNA and protein expression of ferrop-tosis-related protein ACSL4,decreased mRNA and protein expression of SLC7A11 and GPX4,and elevated iron ion content in cardiac tissue(P<0.05 or P<0.01).In vitro experiments showed that compared with ISO group,the ISO+Fer-1 group had no significant change in CRTC2 protein expression(P>0.05),the expression of ACTA1 and BNP protein decreased,the surface area of cardiomyocyte reduced,the expression of ACSL4 protein decreased,and the expression of SLC7A11 and GPX4 proteins increased(P<0.05 or P<0.01).Compared with the ISO group,the LV-CRTC2+ISO group showed a decrease in surface area of cardiomyocytes(P<0.01),a decrease in ACTA1,BNP and ACSL4 protein ex-pression,an increase in SLC7A11 and GPX4 protein expression,and a decrease in ROS and iron ion content(P<0.05 or P<0.01).Conclusion CRTC2 alleviates cardiomyocyte hypertrophy and protect cardiac function by suppressing fer-roptosis in cardiomyocytes.

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