1.A Case Report of Multidisciplinary Diagnosis and Treatment of a Patient with Tuberous Sclerosis Complex and Multi-Organ Involvement
Hua ZHENG ; Yunfei ZHI ; Lujing YING ; Lan ZHU ; Mingliang JI ; Ze LIANG ; Jiangshan WANG ; Haifeng SHI ; Weihong ZHANG ; Mengsu XIAO ; Yushi ZHANG ; Kaifeng XU ; Zhaohui LU ; Yaping LIU ; Ruiyi XU ; Huijuan ZHU ; Li WEN ; Yan ZHANG ; Gang CHEN ; Limeng CHEN
JOURNAL OF RARE DISEASES 2024;3(1):79-86
Tuberous sclerosis complex(TSC)is a rare genetic disease that can lead to benign dysplasia in multiple organs such as the skin, brain, eyes, oral cavity, heart, lungs, kidneys, liver, and bones. Its main symptoms include epilepsy, intellectual disabilities, skin depigmentation, and facial angiofibromas, whilst incidence is approximately 1 in 10 000 to 1 in 6000 newborns. This case presents a middle-aged woman who initially manifested with epilepsy and nodular depigmentation. Later, she developed a lower abdominal mass, elevated creatinine, and severe anemia. Based on clinical features and whole exome sequencing, the primary diagnosis was confirmed as TSC. Laboratory and imaging examinations revealed that the lower abdominal mass originated from the uterus. CT-guided biopsy pathology and surgical pathology suggested a combination of leiomyoma and abscess. With the involvement of multiple organs and various complications beyond the main diagnosis, the diagnostic and therapeutic process for this patient highlights the importance of rigorous clinical thinking and multidisciplinary collaboration in the diagnosis and treatment of rare and challenging diseases.
2.Relationship between physical activity and postoperative delirium in elderly patients undergoing knee or hip arthroplasty
Jian KONG ; Yunfei QIU ; Shanling XU ; Yuanlong WANG ; Shuhui HUA ; Yanan LIN ; Chuan LI ; Rui DONG ; Hongyan GONG ; Xu LIN ; Bin WANG ; Yanlin BI
Chinese Journal of Anesthesiology 2024;44(8):922-926
Objective:To evaluate the relationship between physical activity (PA) and postoperative delirium (POD) in elderly patients undergoing knee or hip arthroplasty.Methods:The study was conducted as part of the Perioperative Neurocognitive Impairment and Biomarkers Lifestyle Cohort, which was a nested case-control study. Medical records from elderly patients undergoing elective knee or hip arthroplasty under spinal-epidural anesthesia at Qingdao Municipal Hospital from August 2022 to August 2023 were collected. The patients were divided into a POD group ( n=89) and a non-POD group ( n=221) based on the occurrence of POD. Peripheral blood samples were collected before surgery, and the cerebrospinal fluid (CSF) 2 ml was extracted after successful puncture under spinal-epidural anesthesia for determination of the concentrations of amyloid-β 42 (Aβ 42), total tau protein (t-tau), and phosphorylated tau protein (p-tau) by enzyme-linked immunosorbent assay. Logistic regression was used to analyze the influencing factors of POD, and the mediation analysis was conducted to examine the mediating role of CSF biomarker in the relationship between PA and POD. Results:Logistic regression analysis showed that the increased concentration of CSF biomarkers Aβ 42 ( OR=0.997, P=0.006), elevated ratio of Aβ 42/t-tau ( OR=0.642, P=0.003), elevated ratio of Aβ 42/p-tau ratio ( OR=0.872, P=0.001) and PA ( OR=0.374, P=0.001) were protective factors for POD, while the elevated concentrations of t-tau ( OR=1.006, P=0.001) and p-tau ( OR=1.030, P=0.011) were risk factors for POD after adjusting for multi-confounders such as hypertension, diabetes, history of drinking, years of education and Mini-Mental State Examination score. The results of the mediation analysis showed that Aβ 42 (20%), t-tau (16%), Aβ 42/t-tau (23%) and Aβ 42/p-tau (28%) played mediating roles in the relationship between PA and POD. Conclusions:PA is a protective factor for POD in elderly patients undergoing knee or hip arthroplasty and CSF biomarkers may play a mediating role in the relationship between PA and POD.
3.Correlation between APOE polymorphism and ketone bodies levels in patients with Alzheimer's disease
Benjin HE ; Shuhan MO ; Hua LI ; Yuwen CHEN ; Yunfei YANG ; Liyan HE ; Jiaoqin QIN ; Yuan LYU ; Caiyou HU
International Journal of Laboratory Medicine 2024;45(13):1537-1540,1545
Objective To explore the characteristics of apolipoprotein E(APOE)gene polymorphism in patients with Alzheimer's disease(AD)and mild cognitive impairment(MCI)due to AD,as well as its corre-lation with baseline levels of ketone bodies.Methods A total of 110 AD patients from the outpatient and neu-rology wards of the hospital from January 2020 to October 2023 were selected as the AD group,105 patients(none of whom had used anti dementia drugs)were selected as the MCI group,and 110 healthy elderly exami-nees in the physical examination center were selected as the control group.APOE gene polymorphism,and the levels of serum β-hydroxybutyrate(HB)and urine ketone bodies were measured.The distribution of APOE genotype among the three groups was analyzed,and the differences of the levels of serum HB and urine ketone bodies were compared among those carried APOE ε4 allele and those did not.Results Among the three groups,the statistical significance was found in the differences of APOE genotype and ε2,ε3,ε4 allele(P<0.05).The proportion of APOE ε4 allele carriers in the AD group and the MCI group was higher than that in the control group(P<0.05).The levels of serum βHB in the AD group and the MCI group were lower than that in the control group(P<0.05).The levels of serum βHB in those carried APOE ε4 in the AD group were significantly lower than that in the control individuals(P<0.05).There was no statistically significant differ-ence in serum βHB levels between individuals carried and not carried APOE ε4 in the three groups(P>0.05).There was no statistically significant difference in the levels of urinary ketones among the three groups(P>0.05).There was no statistically significant difference in urine ketone bodies levels between individuals carried and not carried APOE ε4 in the three groups(P>0.05).Conclusion The reduced baseline levels of serum βHB in AD patients are associated with APOE ε4 allele.
4.Construction of a competency evaluation indicator system for infection prevention and control nurses in Operating Rooms
Liqun SUN ; Zengmei ZHANG ; Haiyun ZHAO ; Ying ZHANG ; Zi JIN ; Yunfei NIE ; Wei WEI ; Yu WANG ; Shengyun LI ; Ruifang HUA
Chinese Journal of Modern Nursing 2024;30(13):1698-1705
Objective:To construct a competency evaluation indicator system for infection prevention and control nurses in Operating Rooms (hereinafter referred to as "IPC") and provide an objective basis for the management of IPC nurses.Methods:From June to November 2022, an initial competency evaluation indicator system for IPC nurses was developed through literature review and semi-structured interviews. The Delphi method was employed to consult 20 experts from 11 provinces and municipalities across the country. Analytical Hierarchy Process (AHP) and mean distribution method were applied to quantify and determine the weight of each level of indicators within the system.Results:Nineteen experts were finally included, with two rounds of questionnaire recovery rates of 95.00% (19/20) and 100.00% (19/19), respectively. The authority coefficients of the experts were 0.858 and 0.861, familiarity coefficients were 0.850 and 0.853, and coefficients of judgment basis were 0.865 and 0.868, respectively. The Kendall's W coefficient of concordance for the two rounds of inquiries were 0.139 and 0.202 ( P<0.05), respectively. The final IPC nurse competency evaluation indicator system included six primary indicators, 22 secondary indicators, and 66 tertiary indicators. Conclusions:The constructed IPC nurse competency evaluation indicator system is scientific, reasonable, objective, and comprehensive, providing a valuable reference for the capability training, assessment, entry standards, and qualification certification of IPC nurses.
5.Efficacy of O-arm combined with CT three-dimensional navigation system assisted versus manual screw placement in the treatment of lower cervical fracture and dislocation
Shuai LI ; Jinpeng DU ; Jiang WANG ; Yunfei HUANG ; Zhigang ZHAO ; Zhen CHANG ; Xuefang ZHANG ; Liang YAN ; Hua HUI ; Xiaobin YANG ; Zhongkai LIU ; Lingbo KONG ; Bolong ZHENG ; Baorong HE
Chinese Journal of Trauma 2023;39(8):712-720
Objective:To compare the clinical efficacies of O-arm combined with CT three-dimensional navigation system assisted screw placement versus manual screw placement in treating lower cervical fracture and dislocation.Methods:A retrospective cohort study was used to analyze the clinical data of 41 patients with lower cervical fracture and dislocation, who were treated in Honghui Hospital, Xi′an Jiaotong University from May 2021 to February 2022. The patients included 26 males and 15 females, aged 31.5-48.6 years [(41.5±15.0)years]. The injured segments were C 3 in 3 patients, C 4 in 12, C 5 in 13, C 6 in 10 and C 7 in 3. Nineteen patients were treated with cervical pedicle screws by O-shaped arm combined with CT three-dimensional navigation system (navigation group, 76 screws) and 22 by bare hands (traditional group, 88 screws). The total operation time, effective operation time, single nail placement time, single screw correction times, screw distance from anterior cortex, intraoperative blood loss, intraoperative fluoroscopic radiation dose, incision length and length of hospital stay were compared between the two groups, and the height of intervertebral space, Cobb angle, interbody slip distance and American Spinal injury Association (ASIA) grade were compared before operation and at 3 days after operation. Visual analogue score (VAS), Japanese Orthopedic Association (JOA) score, and neck dysfunction index (NDI) were evaluated before operation, at 3 days, 3 months after operation and at the last follow-up. Accuracy of screw placement and incidence of complications (adjacent facet joint invasion, infection, screw loosening) were detected as well. Results:All the patients were followed up for 11.1-13.9 months [(12.5±1.4)months]. The total operation time, intraoperative blood loss, intraoperative fluoroscopic radiation dose and incision length in the navigation group were more or longer than those in the traditional group (all P<0.05). The effective operation time, single nail placement time, single nail correction times and screw distance from anterior cortex in the navigation group were markedly less or smaller than those in the traditional group (all P<0.05). There was no significant difference in the length of hospital stay between the two groups ( P>0.05). There were significant improvements in the height of intervertebral space, Cobb angle and interbody slip distance between the two groups at 3 days after operation (all P<0.05). There was no significant difference in the height of intervertebral space, Cobb angle, interbody slip distance or ASIA grade between the two groups before operation or at 3 days after operation (all P>0.05). Compared with pre-operation, the VAS, JOA score and NDI were significantly improved in both groups at 3 days, 3 months after operation and at the last follow-up (all P<0.05), with further improvement with time. There was no significant difference in VAS between the two groups before operation or at 3 months after operation (all P>0.05), but it was markedly lower in the navigation group compared with the traditional group at 3 days after operation and at the last follow-up (all P<0.05). There were no significant differences in JOA score or NDI between the two groups before operation or at 3 days and 3 months after operation (all P>0.05), but both were lower in the navigation group compared with the traditional group at the last follow-up (all P<0.05). The accuracies of placement of grade 0 and grade 0+1 screws were 92.0% (70/76) and 96.6% (73/76) in the navigation group, respectively, which were markedly higher than 88.7% (78/88) and 93.5% (82/88) in the traditional group (all P<0.05). The rates of adjacent facet joint invasion of A, B, and C degrees were 71.2% (54/76), 28.8% (22/76) and 0% (0/76) in the navigation group, respectively, while the invasion rates were 60.5% (53/88), 32.3% (28/88) and 7.3% (7/88) in the traditional group ( P<0.05). No screw loosening was noted in the navigation group, but the screw loosening rate was 9.1% (8/88) in the traditional group ( P<0.01). Conclusion:Compared with manual screw placement, O-arm combined with CT three-dimensional navigation system assisted screw placement for lower cervical fracture and dislocation has the advantages of shorter effective operation time, quicker screw placement, stronger screw holding force, better cervical stability, slighter postoperative pain, higher screw placement accuracy, and lower facet joint invasion and screw loosening rates.
6.Comparison of the efficacy of cervical decompression performed at different times in the treatment of incomplete cervical spinal cord injury
Shuai LI ; Yuan HE ; Yanzheng GAO ; Dianming JIANG ; Jun SHU ; Jian CHEN ; Jinpeng DU ; Lei ZHU ; Yunfei HUANG ; Zhen CHANG ; Liang YAN ; Hua HUI ; Xiaobin YANG ; Lingbo KONG ; Baorong HE
Chinese Journal of Trauma 2023;39(12):1070-1078
Objective:To compare the efficacy of cervical decompression performed at different times in the treatment of incomplete cervical spinal cord injury.Methods:A multicenter retrospective cohort study was conducted to analyze the clinical data of 96 patients with incomplete cervical spinal cord injury admitted to six hospitals including Honghui Hospital affiliated to Xi'an Jiaotong University, etc, from May 2018 to May 2021. There were 36 females and 60 males, aged 28-42 years [(35.2±6.7)years]. The injured segments were at C 3 in 7 patients, C 4 in 15, C 5 in 20, C 6 in 23 and C 7 in 31. According to the American Spinal Injury Association (ASIA) scale, there were 59 patients with grade B, 27 grade C, and 10 grade D. A total of 36 patients underwent cervical decompression within 24 hours after injury (early group), 33 patients within 24-72 hours after injury (late group), and 27 patients within 4-14 days after injury (delayed group). The operation time, intraoperative blood loss, postoperative drainage, length of hospital stay, Cobb angle, height of intervertebral space and space occupation of the spinal canal before surgery and at postoperative 3 days, and ASIA score, ASIA motor score, ASIA light tactile score, ASIA acupuncture sensation score, visual analog scale (VAS) score, Japanese Orthopedic Association (JOA) score, neck dysfunction index (NDI) before surgery and at postoperative 3 months, 1 year and at the last follow-up and incidence of complications were compared among the three groups. Results:All the patients were followed up for 12-21 months [(16.4±4.2)months]. There was no significant difference in the operation time among the three groups (all P>0.05). The intraoperative blood loss and postoperative drainage volume in the early group were (312.5±5.2)ml and (165.3±45.8)ml, which were higher than those in the late group [(253.5±40.0)ml, (120.4±60.6)ml] and the delayed group [(267.3±36.8)ml and (130.4±38.6)ml] (all P<0.01). There was no significant difference between the late group and the delayed group (all P>0.05). The length of hospital stay in the early group was (5.2±1.6)days, which was shorter than that in the late group [(7.6±2.3)days] and the delayed group [(8.0±1.3)days] (all P<0.05), but there was no significant difference between the late group and the delayed group ( P>0.05). There was no significant difference in the Cobb angle, height of intervertebral space and space occupation of the spinal canal among the three groups before and at postoperative 3 days (all P>0.05). There was no significant difference in the ASIA score, ASIA motor score, ASIA light tactile score, ASIA acupuncture sensation score, VAS score, JOA score and NDI among the three groups before surgery (all P>0.05). At postoperative 3 months, 1 year and at the last follow-up, the ASIA grading of the early group was better than that of the late group and the delayed group ( P<0.05 or 0.01), but there was no statistically significant difference between the late group and the delayed group (all P>0.05). The ASIA motor scores of the early group were (56.4±4.5)points, (76.3±3.6)points and (85.4±6.5)points at postoperative 3 months, postoperative 1 year and the last follow-up, respectively, which were higher than those in the late group [(52.3±2.4)points, (60.3±8.6)points and (72.3±2.4)points] and the delayed group [(51.9±2.3)points, (62.8±4.6)points and (71.9±1.3)points]; the ASIA light tactile scores of the early group were (70.2±2.9)points, (72.6±4.3)points and (78.3±2.3)points, which were higher than those in the late group [(66.2±3.7)points, (68.3±1.6)points and (73.3±1.6)points] and the delayed group [(65.2±2.1)points, (67.8±1.9)points and (72.3±2.5)points]; acupuncture sensation scores of the early group were (71.9±3.1)points, (80.1±3.8)points and (89.1±7.6)points, which were higher than those in the late group [(67.4±2.7)points, (72.6±3.7)points and (77.9±1.8)points] and the delayed group [(68.3±2.2)points, (72.6±3.1)points and (77.2±1.9)points] (all P<0.05). VAS scores of the early group at postoperative 3 months, 1 year and at the last follow-up were (4.3±0.6)points, (2.4±0.3)points and (1.6±0.2)points, which were lower than those in the late group [(5.1±1.3)points, (4.1±0.6)points and (3.0±0.6)points] and the delayed group [(5.0±1.7)points, (4.0±0.8)points and (3.1±0.2)points]; JOA scores of the early group were (12.8±1.6)points, (14.4±2.6)points and (17.9±3.3)points, which were higher than those in the late group [(11.9±1.9)points, (13.3±1.6)points and (8.9±1.3)points] and the delayed group [(11.6±1.8)points, (13.2±1.4)points and (9.3±2.1)points]; NDI scores of the early group were 12.1±3.3, 10.1±2.1 and 7.3±1.4, which were lower than those in the late group (14.4±3.1, 12.3±1.6 and 8.9±1.3) and the delayed group (14.1±2.3, 12.9±1.9 and 9.5±2.1) (all P<0.05). There was no significant difference in all the above-mentioned scores at postoperative 3 months, 1 year and at the last follow-up between the late group and the delayed group (all P>0.05). The incidence of complications was 25.0% (9/36) in the early group, 27.3% (9/33) in the late group and 37.0% (10/27) in the delayed group (all P>0.05). Conclusion:Compared with within 24-72 hours and 4-14 days after injury, cervical decompression performed within 24 hours after injury for patients with incomplete cervical spinal cord injury can shorten the length of hospital stay, improve the function of the spinal cord nerves and relieve pain, with no increase of the incidence of complications.
7.Case series of unilateral double-channel endoscope-assisted bone graft fusion and internal fixation in the treatment of recurrent lumbar disc herniation
Lin GAO ; Xiangcheng GAO ; Jijun LIU ; Zhen CHANG ; Xiaodong WANG ; Dingjun HAO ; Jinpeng DU ; Zhigang ZHAO ; Liang YAN ; Xiaobin YANG ; Hua HUI ; Baorong HE ; Yunfei HUANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2022;43(5):720-725
【Objective】 To explore the clinical effect of unilateral double-channel endoscope-assisted bone graft fusion and internal fixation (ULIF) in the treatment of recurrent lumbar disc herniation. 【Methods】 The clinical data of 22 patients with recurrent lumbar disc herniation treated by ULIF in our hospital from August 2020 to October 2020 were analyzed retrospectively. The study indicators included intraoperative blood loss, operation time, bed rest time, and hospital stay. The follow-up data included visual analogue score (VAS) of low back pain, Japanese Orthopaedic Association score (JOA), OSwestry disability index (ODI) score, as well as 36 concise health status survey (SF-36) scores before operation, and 1 week and 6 months after operation. 【Results】 The average operation time was (179.15±42.06) minutes, the average intraoperative blood loss was (132.67±41.92) mL, the average bed rest time was (1.51±0.42) days, and the average hospital stay was (4.82±1.13) days. The VAS score of low back pain at 1 week after operation was lower than that before operation (all P<0.000 1), and further decreased during the follow-up. The ODI score, JOA score and SF-36 score of postoperative follow-up were significantly different from those before operation (P<0.05). The satisfaction rate was 86.4% at 1 week after operation and 95.4% at 6 months after operation. The proportion of significant clinical efficacy at 1 week after operation and postoperative 6 months was 18.2% and 63.6%, respectively. 【Conclusion】 ULIF has the advantages of short-term recovery, less intraoperative blood loss, short bed rest and hospital stay, and good medium-term clinical effect. It is a safe and reliable minimally invasive technique for spinal surgeons in the treatment of recurrent lumbar disc herniation.
8.Application of discharge planning based on enhanced recovery after surgery in patients with osteoporotic thoracolumbar fracture
Xuefang ZHANG ; Xiaobin YANG ; Baorong HE ; Hang YAN ; Yunfei HUANG ; Hua HUI ; Shuwen XUE ; Linhong ZHENG
Chinese Journal of Trauma 2022;38(7):632-637
Objective:To analyze the application effect of discharge planning based on enhanced recovery after surgery (ERAS) in patients with osteoporotic thoracolumbar fracture (OTLF).Methods:A retrospective cohort analysis was made on clinical information of 230 OTLF patients treated in Honghui Hospital of Xi′an Jiaotong University from January to December 2020, including 44 males and 186 females, aged 53-92 years [(72.0±9.9)years]. A total of 115 patients receiving conventional nursing intervention from January to June 2020 were enrolled in regular nursing group and 115 patients receiving discharge planning intervention based on ERAS from July to December 2020 were enrolled in discharge planning group. The length of hospital stay, readiness for hospital discharge scale (RHDS) at 4 hours before discharge, caregiver preparedness scale (CPS) on admission and at 4 hours before discharge, discharge rate before 12∶00, Chinese osteoporosis quality of life short questionnaire (COQOL) on admission and at 6 months after surgery, and re-fracture rate were compared in the two groups.Results:The patients were followed up for 6 months, except for 3 patients lost to follow up in discharge planning group and 4 patients in regular nursing group. The length of hospital stay was (2.8±0.6)days in discharge planning group and (2.6±0.7)days in regular nursing group ( P>0.05). The RHDS in discharge planning group was significantly greater at 4 hours before discharge when compared with regular nursing group [(103.0±8.3)points vs. (95.3±9.5)points] ( P<0.01). The two groups had no significant difference in CPS at admittance ( P>0.05), but a significantly greater CPS was found in discharge planning group at 4 hours before discharge when compared with regular nursing group [(28.9±3.5)points vs. (24.3±4.8)points] ( P<0.01). The discharge rate before 12∶00 in discharge planning group was significantly higher when compared with regular nursing group [27.7%(31/115) vs. 15.3%(17/115)] ( P<0.05). The COQOL was similar at admittance between the two groups ( P>0.05), but a significantly lower score was found in discharge planning group than that in regular nursing group [(21.6±6.2)points vs. (26.6±6.9)points] ( P<0.01). A significantly lower re-fracture rate was found in discharge planning group at 6 months after surgery when compared with regular nursing group [4.5%(5/112) vs. 12.6%(14/111)] ( P<0.05). Conclusion:For OTLF patients, discharge planning based on ERAS is superior to regular nursing in improving the readiness for hospital discharge, caregiver preparedness, quality of life and management of beds, and lowering re-fracture rate.
9.Construction of health education scheme for discharge planning of adolescent idiopathic scoliosis surgery patients
Xuefang ZHANG ; Linhong ZHENG ; Yunfei HUANG ; Jingjun ZHANG ; Yawei XU ; Hua HUI ; Hang YAN ; Ming YANG
Chinese Journal of Modern Nursing 2022;28(27):3686-3693
Objective:To build a health education scheme related to discharge planning for adolescent idiopathic scoliosis surgery patients, and provide systematic and standardized health education related to discharge planning for adolescent idiopathic scoliosis surgery patients.Methods:From January to June 2021, through literature review and semi-structured interviews, the first draft of health education scheme for discharge planning of adolescent idiopathic scoliosis surgery patients was formulated. The Delphi method was used to conduct 2 rounds of consultation with 15 experts, and the final version of the health education scheme for the discharge plan was determined according to the expert consultation.Results:The effective recovery rates of the 2 rounds of expert consultation questionnaires were both 100.0%, the coefficients of expert authority were 0.93 and 0.94, and the Kendall's harmony coefficients of expert opinions were 0.251 and 0.273 ( P<0.01) . Finally, the health education program was constructed according to the health needs of patients and caregivers at 7 time periods including admission day, 1 day before surgery, operation day, postoperative day 1, 1 day before discharge, discharge day and 1 week after discharge, including 7 first-level items, 24 second-level items, and 78 third-level items. Conclusions:The health education scheme related to the discharge plan for adolescent idiopathic scoliosis surgery patients constructed in this study is scientific and reasonable in design, comprehensive, reliable and clinically practical. It is of great significance for the effective implementation of the discharge plan for adolescent idiopathic scoliosis surgery patients .
10.Predicting the grades of Astragali radix using mass spectrometry-based metabolomics and machine learning
Yu XINYUE ; Nai JINGXUE ; Guo HUIMIN ; Yang XUPING ; Deng XIAOYING ; Yuan XIA ; Hua YUNFEI ; Tian YUAN ; Xu FENGGUO ; Zhang ZUNJIAN ; Huang YIN
Journal of Pharmaceutical Analysis 2021;11(5):611-616
Astragali radix(AR,the dried root of Astragalus)is a popular herbal remedy in both China and the United States.The commercially available AR is commonly classified into premium graded(PG)and ungraded(UG)ones only according to the appearance.To uncover novel sensitive and specific markers for AR grading,we took the integrated mass spectrometry-based untargeted and targeted metabolomics ap-proaches to characterize chemical features of PG and UG samples in a discovery set(n=16 batches).A series of five differential compounds were screened out by univariate statistical analysis,including arginine,calycosin,ononin,formononetin,and astragaloside Ⅳ,most of which were observed to be accumulated in PG samples except for astragaloside Ⅳ.Then,we performed machine learning on the quantification data of five compounds and constructed a logistic regression prediction model.Finally,the external validation in an independent validation set of AR(n=20 batches)verified that the five com-pounds,as well as the model,had strong capability to distinguish the two grades of AR,with the pre-diction accuracy>90%.Our findings present a panel of meaningful candidate markers that would significantly catalyze the innovation in AR grading.

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