1.Predictive Modeling of Symptomatic Intracranial Hemorrhage Following Endovascular Thrombectomy: Insights From the Nationwide TREAT-AIS Registry
Jia-Hung CHEN ; I-Chang SU ; Yueh-Hsun LU ; Yi-Chen HSIEH ; Chih-Hao CHEN ; Chun-Jen LIN ; Yu-Wei CHEN ; Kuan-Hung LIN ; Pi-Shan SUNG ; Chih-Wei TANG ; Hai-Jui CHU ; Chuan-Hsiu FU ; Chao-Liang CHOU ; Cheng-Yu WEI ; Shang-Yih YAN ; Po-Lin CHEN ; Hsu-Ling YEH ; Sheng-Feng SUNG ; Hon-Man LIU ; Ching-Huang LIN ; Meng LEE ; Sung-Chun TANG ; I-Hui LEE ; Lung CHAN ; Li-Ming LIEN ; Hung-Yi CHIOU ; Jiunn-Tay LEE ; Jiann-Shing JENG ;
Journal of Stroke 2025;27(1):85-94
Background:
and Purpose Symptomatic intracranial hemorrhage (sICH) following endovascular thrombectomy (EVT) is a severe complication associated with adverse functional outcomes and increased mortality rates. Currently, a reliable predictive model for sICH risk after EVT is lacking.
Methods:
This study used data from patients aged ≥20 years who underwent EVT for anterior circulation stroke from the nationwide Taiwan Registry of Endovascular Thrombectomy for Acute Ischemic Stroke (TREAT-AIS). A predictive model including factors associated with an increased risk of sICH after EVT was developed to differentiate between patients with and without sICH. This model was compared existing predictive models using nationwide registry data to evaluate its relative performance.
Results:
Of the 2,507 identified patients, 158 developed sICH after EVT. Factors such as diastolic blood pressure, Alberta Stroke Program Early CT Score, platelet count, glucose level, collateral score, and successful reperfusion were associated with the risk of sICH after EVT. The TREAT-AIS score demonstrated acceptable predictive accuracy (area under the curve [AUC]=0.694), with higher scores being associated with an increased risk of sICH (odds ratio=2.01 per score increase, 95% confidence interval=1.64–2.45, P<0.001). The discriminatory capacity of the score was similar in patients with symptom onset beyond 6 hours (AUC=0.705). Compared to existing models, the TREAT-AIS score consistently exhibited superior predictive accuracy, although this difference was marginal.
Conclusions
The TREAT-AIS score outperformed existing models, and demonstrated an acceptable discriminatory capacity for distinguishing patients according to sICH risk levels. However, the differences between models were only marginal. Further research incorporating periprocedural and postprocedural factors is required to improve the predictive accuracy.
2.Predictive Modeling of Symptomatic Intracranial Hemorrhage Following Endovascular Thrombectomy: Insights From the Nationwide TREAT-AIS Registry
Jia-Hung CHEN ; I-Chang SU ; Yueh-Hsun LU ; Yi-Chen HSIEH ; Chih-Hao CHEN ; Chun-Jen LIN ; Yu-Wei CHEN ; Kuan-Hung LIN ; Pi-Shan SUNG ; Chih-Wei TANG ; Hai-Jui CHU ; Chuan-Hsiu FU ; Chao-Liang CHOU ; Cheng-Yu WEI ; Shang-Yih YAN ; Po-Lin CHEN ; Hsu-Ling YEH ; Sheng-Feng SUNG ; Hon-Man LIU ; Ching-Huang LIN ; Meng LEE ; Sung-Chun TANG ; I-Hui LEE ; Lung CHAN ; Li-Ming LIEN ; Hung-Yi CHIOU ; Jiunn-Tay LEE ; Jiann-Shing JENG ;
Journal of Stroke 2025;27(1):85-94
Background:
and Purpose Symptomatic intracranial hemorrhage (sICH) following endovascular thrombectomy (EVT) is a severe complication associated with adverse functional outcomes and increased mortality rates. Currently, a reliable predictive model for sICH risk after EVT is lacking.
Methods:
This study used data from patients aged ≥20 years who underwent EVT for anterior circulation stroke from the nationwide Taiwan Registry of Endovascular Thrombectomy for Acute Ischemic Stroke (TREAT-AIS). A predictive model including factors associated with an increased risk of sICH after EVT was developed to differentiate between patients with and without sICH. This model was compared existing predictive models using nationwide registry data to evaluate its relative performance.
Results:
Of the 2,507 identified patients, 158 developed sICH after EVT. Factors such as diastolic blood pressure, Alberta Stroke Program Early CT Score, platelet count, glucose level, collateral score, and successful reperfusion were associated with the risk of sICH after EVT. The TREAT-AIS score demonstrated acceptable predictive accuracy (area under the curve [AUC]=0.694), with higher scores being associated with an increased risk of sICH (odds ratio=2.01 per score increase, 95% confidence interval=1.64–2.45, P<0.001). The discriminatory capacity of the score was similar in patients with symptom onset beyond 6 hours (AUC=0.705). Compared to existing models, the TREAT-AIS score consistently exhibited superior predictive accuracy, although this difference was marginal.
Conclusions
The TREAT-AIS score outperformed existing models, and demonstrated an acceptable discriminatory capacity for distinguishing patients according to sICH risk levels. However, the differences between models were only marginal. Further research incorporating periprocedural and postprocedural factors is required to improve the predictive accuracy.
3.Predictive Modeling of Symptomatic Intracranial Hemorrhage Following Endovascular Thrombectomy: Insights From the Nationwide TREAT-AIS Registry
Jia-Hung CHEN ; I-Chang SU ; Yueh-Hsun LU ; Yi-Chen HSIEH ; Chih-Hao CHEN ; Chun-Jen LIN ; Yu-Wei CHEN ; Kuan-Hung LIN ; Pi-Shan SUNG ; Chih-Wei TANG ; Hai-Jui CHU ; Chuan-Hsiu FU ; Chao-Liang CHOU ; Cheng-Yu WEI ; Shang-Yih YAN ; Po-Lin CHEN ; Hsu-Ling YEH ; Sheng-Feng SUNG ; Hon-Man LIU ; Ching-Huang LIN ; Meng LEE ; Sung-Chun TANG ; I-Hui LEE ; Lung CHAN ; Li-Ming LIEN ; Hung-Yi CHIOU ; Jiunn-Tay LEE ; Jiann-Shing JENG ;
Journal of Stroke 2025;27(1):85-94
Background:
and Purpose Symptomatic intracranial hemorrhage (sICH) following endovascular thrombectomy (EVT) is a severe complication associated with adverse functional outcomes and increased mortality rates. Currently, a reliable predictive model for sICH risk after EVT is lacking.
Methods:
This study used data from patients aged ≥20 years who underwent EVT for anterior circulation stroke from the nationwide Taiwan Registry of Endovascular Thrombectomy for Acute Ischemic Stroke (TREAT-AIS). A predictive model including factors associated with an increased risk of sICH after EVT was developed to differentiate between patients with and without sICH. This model was compared existing predictive models using nationwide registry data to evaluate its relative performance.
Results:
Of the 2,507 identified patients, 158 developed sICH after EVT. Factors such as diastolic blood pressure, Alberta Stroke Program Early CT Score, platelet count, glucose level, collateral score, and successful reperfusion were associated with the risk of sICH after EVT. The TREAT-AIS score demonstrated acceptable predictive accuracy (area under the curve [AUC]=0.694), with higher scores being associated with an increased risk of sICH (odds ratio=2.01 per score increase, 95% confidence interval=1.64–2.45, P<0.001). The discriminatory capacity of the score was similar in patients with symptom onset beyond 6 hours (AUC=0.705). Compared to existing models, the TREAT-AIS score consistently exhibited superior predictive accuracy, although this difference was marginal.
Conclusions
The TREAT-AIS score outperformed existing models, and demonstrated an acceptable discriminatory capacity for distinguishing patients according to sICH risk levels. However, the differences between models were only marginal. Further research incorporating periprocedural and postprocedural factors is required to improve the predictive accuracy.
4.Clinical course, causes of worsening, and outcomes of severe ischemic stroke: A prospective multicenter cohort study.
Simiao WU ; Yanan WANG ; Ruozhen YUAN ; Meng LIU ; Xing HUA ; Linrui HUANG ; Fuqiang GUO ; Dongdong YANG ; Zuoxiao LI ; Bihua WU ; Chun WANG ; Jingfeng DUAN ; Tianjin LING ; Hao ZHANG ; Shihong ZHANG ; Bo WU ; Cairong ZHU ; Craig S ANDERSON ; Ming LIU
Chinese Medical Journal 2025;138(13):1578-1586
BACKGROUND:
Severe stroke has high rates of mortality and morbidity. This study aimed to investigate the clinical course, causes of worsening, and outcomes of severe ischemic stroke.
METHODS:
This prospective, multicenter cohort study enrolled adult patients admitted ≤30 days after ischemic stroke from nine hospitals in China between September 2017 and December 2019. Severe stroke was defined as a score of ≥15 on the National Institutes of Health Stroke Scale (NIHSS). Clinical worsening was defined as an increase of 4 in the NIHSS score from baseline. Unfavorable functional outcome was defined as a modified Rankin scale score ≥3 at 3 months and 1 year after stroke onset, respectively. We performed Logistic regression to explore baseline features and reperfusion therapies associated with clinical worsening and functional outcomes.
RESULTS:
Among 4201 patients enrolled, 854 patients (20.33%) had severe stroke on admission. Of 3347 patients without severe stroke on admission, 142 (4.24%) patients developed severe stroke in hospital. Of 854 patients with severe stroke on admission, 33.95% (290/854) experienced clinical worsening (median time from stroke onset: 43 h, Q1-Q3: 20-88 h), with brain edema (54.83% [159/290]) as the leading cause; 24.59% (210/854) of these patients died by 30 days, and 81.47% (677/831) and 78.44% (633/807) had unfavorable functional outcomes at 3 months and 1 year respectively. Reperfusion reduced the risk of worsening (adjusted odds ratio [OR]: 0.24, 95% confidence interval [CI]: 0.12-0.49, P <0.01), 30-day death (adjusted OR: 0.22, 95% CI: 0.11-0.41, P <0.01), and unfavorable functional outcomes at 3 months (adjusted OR: 0.24, 95% CI: 0.08-0.68, P <0.01) and 1 year (adjusted OR: 0.17, 95% CI: 0.06-0.50, P <0.01).
CONCLUSIONS:
Approximately one-fifth of patients with ischemic stroke had severe neurological deficits on admission. Clinical worsening mainly occurred in the first 3 to 4 days after stroke onset, with brain edema as the leading cause of worsening. Reperfusion reduced the risk of clinical worsening and improved functional outcomes.
REGISTRATION
ClinicalTrials.gov , NCT03222024.
Humans
;
Male
;
Female
;
Prospective Studies
;
Ischemic Stroke/mortality*
;
Aged
;
Middle Aged
;
Aged, 80 and over
;
Stroke
;
Brain Ischemia
5.A spinal neural circuit for electroacupuncture that regulates gastric functional disorders.
Meng-Ting ZHANG ; Yi-Feng LIANG ; Qian DAI ; He-Ren GAO ; Hao WANG ; Li CHEN ; Shun HUANG ; Xi-Yang WANG ; Guo-Ming SHEN
Journal of Integrative Medicine 2025;23(1):56-65
OBJECTIVE:
Acupuncture therapies are known for their effectiveness in treating a variety of gastric diseases, although the mechanisms underlying these effects are not fully understood. This study tested the effectiveness of electroacupuncture (EA) at acupoints Zhongwan (RN12) and Weishu (BL21) for managing gastric motility disorder (GMD) and investigated the underlying mechanisms involved.
METHODS:
A GMD model was used to evaluate the impact of EA on various aspects of gastric function including the amplitude of gastric motility, electrogastrogram, food intake, and the rate of gastric emptying. Immunofluorescence techniques were used to explore the activation of spinal neurons by EA, specifically examining the presence of cholera toxin B subunit (CTB)-positive neurons and fibers emanating from acupoints RN12 and BL21. The stimulation of γ-aminobutyric acid (GABA)-ergic neurons in the spinal dorsal horn, the inhibition of sympathetic preganglionic neurons in the spinal lateral horn, and their collective effects on the activity of sympathetic nerves were examined.
RESULTS:
EA at RN12 and BL21 significantly improved gastric motility compromised by GMD. Notably, EA activated spinal neurons, with CTB-positive neurons and fibers from RN12 and BL21 being detectable in both the dorsal root ganglia and the spinal dorsal horn. Further analysis revealed that EA at these acupoints not only stimulated GABAergic neurons in the spinal dorsal horn but also suppressed sympathetic preganglionic neurons in the spinal lateral horn, effectively reducing excessive activity of sympathetic nerves triggered by GMD.
CONCLUSION
EA treatment at RN12 and BL21 effectively enhances gastric motility in a GMD model. The therapeutic efficacy of this approach is attributed to the activation of spinal neurons and the modulation of the spinal GABAergic-sympathetic pathway, providing a neurobiological foundation for the role of acupuncture in treating gastric disorders. Please cite this article as: Zhang MT, Liang YF, Dai Q, Gao HR, Wang H, Chen L, Huang S, Wang XY, Shen GM. A spinal neural circuit for electroacupuncture that regulates gastric functional disorders. J Integr Med. 2025; 23(1): 56-65.
Electroacupuncture
;
Animals
;
Male
;
Acupuncture Points
;
Stomach Diseases/physiopathology*
;
Rats, Sprague-Dawley
;
Gastrointestinal Motility
;
Rats
;
Gastric Emptying
;
Neurons
;
Spinal Cord
;
Stomach/physiopathology*
6.Leukocyte cell-derived chemotaxin 2(LECT2)regulates liver ischemia-reperfusion injury
Dong MENG-QI ; Xie YUAN ; Tang ZHI-LIANG ; Zhao XUE-WEN ; Lin FU-ZHEN ; Zhang GUANG-YU ; Huang ZHI-HAO ; Liu ZHI-MIN ; Lin YUAN ; Liu FENG-YONG ; Zhou WEI-JIE
Liver Research 2024;8(3):165-171
Background and aim:Hepatic ischemia-reperfusion injury(IRI)is a significant challenge in liver trans-plantation,trauma,hypovolemic shock,and hepatectomy,with limited effective interventions available.This study aimed to investigate the role of leukocyte cell-derived chemotaxin 2(LECT2)in hepatic IRI and assess the therapeutic potential of Lect2-short hairpin RNA(shRNA)delivered through adeno-associated virus(AAV)vectors. Materials and methods:This study analyzed human liver and serum samples from five patients under-going the Pringle maneuver.Lect2-knockout and C57BL/6J mice were used.Hepatic IRI was induced by clamping the hepatic pedicle.Treatments included recombinant human LECT2(rLECT2)and AAV-Lect2-shRNA.LECT2 expression levels and serum biomarkers including alanine aminotransferase(ALT),aspartate aminotransferase(AST),creatinine,and blood urea nitrogen(BUN)were measured.Histological analysis of liver necrosis and quantitative reverse-transcription polymerase chain reaction were performed. Results:Serum and liver LECT2 levels were elevated during hepatic IRI.Serum LECT2 protein and mRNA levels increased post reperfusion.Lect2-knockout mice had reduced weight loss;hepatic necrosis;and serum ALT,AST,creatinine,and BUN levels.rLECT2 treatment exacerbated weight loss,hepatic necrosis,and serum biomarkers(ALT,AST,creatinine,and BUN).AAV-Lect2-shRNA treatment significantly reduced weight loss,hepatic necrosis,and serum biomarkers(ALT,AST,creatinine,and BUN),indicating thera-peutic potential. Conclusions:Elevated LECT2 levels during hepatic IRI increased liver damage.Genetic knockout or shRNA-mediated knockdown of Lect2 reduced liver damage,indicating its therapeutic potential.AAV-mediated Lect2-shRNA delivery mitigated hepatic IRI,offering a potential new treatment strategy to enhance clinical outcomes for patients undergoing liver-related surgeries or trauma.
7.Study on the Characteristics of Traditional Chinese Medicine Syndromes and Syndrome Elements in the Patients with Diarrhea-Predominant Irritable Bowel Syndrome Overlapping Functional Dyspepsia
Gui-Fang SU ; Hao-Meng WU ; Ying-Ying LIU ; Yuan-Ming YANG ; Shao-Gang HUANG
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(9):2280-2288
Objective To investigate the distribution of traditional Chinese medicine(TCM)syndrome elements in the patients with diarrhea-predominant irritable bowel syndrome(IBS-D)overlapping functional dyspepsia(FD),and to explore the characteristics of TCM syndromes in IBS-D overlapping FD.Methods Clinical investigation was performed for collecting the clinical data of patients with IBS-D,FD and IBS-D overlapping FD(overlapping group),50 cases for each disease.The TCM syndrome elements were analyzed by syndrome-element dialectical methods,and the characteristics of TCM syndromes and syndrome types were summarized by frequency analysis,association rule analysis and cluster analysis.Results(1)The results of frequency analysis showed that emotional disorder was the main inducing or aggravating factor in the overlapping group,followed by improper diet.The primary syndromes in the overlapping group were diarrhea,abdominal distension,epigastric fullness,abdominal pain and postprandial fullness;the tongue color was usually pale,pale red,dark or red,the tongue body was usually enlarged or tooth-marked,and the tongue coating was usually thin white or white;slippery pulse,wiry pulse,deep pulse and thin pulse were the common pulses.The diseases-location syndrome elements mainly involved spleen,stomach,small intestine and liver,and the disease-nature syndrome elements mainly involved qi stagnation,dampness,qi deficiency and yang deficiency.(2)The results of association rule analysis showed that the combination of abdominal distension and diarrhea had the highest support(accounting for 70.00%)associated with TCM syndromes,the combination of spleen and stomach had the highest support(accounting for 80.00%)associated with diseases-location syndrome elements,the two combinations of dampness and qi stagnation,qi deficiency and qi stagnation had the highest support(both accounting for 36.00%)associated with disease-nature syndrome elements.(3)The results of cluster analysis showed that TCM syndromes in the overlapping group were clustered into four categories of syndrome manifestations,namely spleen deficiency and dampness stagnation syndrome,spleen deficiency and qi stagnation syndrome,spleen yang deficiency syndrome and spleen qi deficiency syndrome;the combinations of syndromes and syndrome elements were clustered into five categories,namely manifestations of liver depression and spleen deficiency syndrome combined with intestinal dampness stagnation syndrome,manifestations of food stagnation in the stomach syndrome,manifestations of spleen deficiency and qi stagnation syndrome,manifestation of greasy coating,and manifestations of stomach qi failing to descend and rebellious stomach qi syndrome.Conclusion IBS-D overlapping FD usually affects the spleen,and is closely related to the disorders of the stomach,liver and small intestine.The main syndromes of IBS-D overlapping FD are spleen deficiency and dampness stagnation syndrome,and liver stagnation and spleen deficiency combined with intestinal dampness stagnation syndrome.Qi stagnation and dampness stagnation contribute to the key pathogenesis of IBS-D overlapping FD.IBS-D overlapping FD is characterized by the mixture of deficiency and excess,with the presence of pathological products such as phlegm-dampness,food accumulation and blood stasis in the later stage.
8.Comparison of therapeutic effects between retrograde island flap of innate artery and dorsal perforator island flap for repairing skin defects at the distal phalanx of fingers
Peng ZHOU ; Hao HU ; Xu HUANG ; Shengdong MENG ; Yankun DAI
Journal of Clinical Surgery 2024;32(11):1185-1189
Objective Comparison of therapeutic effects between retrograde island flap of the intrinsic artery and dorsal perforator island flap for repairing skin defects at the distal phalanx of the finger.Methods A total of 128 patients with skin defects at the distal phalanx of the finger were enrolled from August 2020 to September 2022 at Huai'an Second People's Hospital.These patients had 128 affected fingers.Using a random number table,they were divided into two groups:collateral group(64 case)and dorsal branch group(64 case).The collateral group underwent retrograde island flap surgery using the intrinsic artery,while the dorsal branch group underwent repair surgery using the dorsal perforator island flap of the intrinsic artery.Surgical time and intraoperative blood loss were recorded.Follow-up was conducted for 12 months postoperatively,evaluating graft survival rate,finger joint function,sensory function of the transplanted flap at the distal phalanx,degree of wound scar,and postoperative complications.Results The surgical time for the collateral branch group and the dorsalis branch group was(50.03±12.41)minutes and(54.78±15.65)minutes,respectively.The intraoperative blood loss was(22.65±10.03)ml in the collateral branch group and(26.52±12.61)ml in the dorsalis branch group.There was no statistically significant difference in surgical time or intraoperative blood loss between the two groups(P>0.05).At the 12-month follow-up,all patients in both groups had normal healing of the distal defect,and the success rate of flap transplantation was 100.00%in both groups.There was no statistically significant difference between the groups in terms of flap transplantation success rate(P>0.05).At the 12-month postoperative period,the Vancouver Scar Scale(VSS)score was(3.15±0.69)in the collateral branch group and(3.17±0.62)in the dorsalis branch group,with no statistically significant difference between the two groups(P>0.05).The Tangibility,Appearance,and Mobility(TAM)score was(9.71±0.65)in the collateral branch group and(10.93±0.71)in the dorsalis branch group.The TAM score was significantly lower in the collateral branch group compared to the dorsalis branch group(P<0.05).The two-point discrimination of the flaps was(8.93±2.05)mm in the collateral branch group and(7.51±1.64)mm in the dorsalis branch group.The two-point discrimination was significantly higher in the collateral branch group compared to the dorsalis branch group(P<0.05).There were 2 cases of venous reflux disorder and 1 case of cold intolerance in the collateral branch group,while no complications occurred in the dorsalis branch group.There was no statistically significant difference in complications between the two groups(P>0.05).Conclusion Compared to the reverse island flap repair using the intrinsic arterial system,the dorsal island flap repair using the intrinsic arterial system for treating distal skin defects of the finger provides better postoperative functional recovery of the finger and relatively lower risk of venous congestion.
9.Risk factors and prognosis of recurrence within 6 months after radical resection of intrahepatic cholangiocarcinoma
Zhenwei YANG ; Pengyu CHEN ; Hao YUAN ; Zuochao QI ; Guan HUANG ; Haofeng ZHANG ; Bo MENG ; Xianzhou ZHANG ; Haibo YU
Chinese Journal of General Surgery 2024;39(2):99-104
Objective:To explore the relevant risk factors and prognosis of patients with intrahepatic cholangiocarcinoma (ICC) who experienced recurrence within 6 months after surgeryMethods:This retrospective study included a total of 259 patients with ICC a treated at He'nan Provincial People's Hospital and He'nan Cancer Hospital from Jan 2018 to Jan 2020. The clinical and pathological data ,differences between the group with recurrence within 6 months and the group without recurrence within 6 months were compared using the chi-square test. Logistic regression analysis was used to determine the relevant risk factors for recurrence within 6 months. Kaplan-Meier method was used to construct survival and recurrence curves, and survival rates were calculated.Results:The overall survival and recurrence-free survival of patients in the group with recurrence within 6 months were significantly shorter. CA19-9, tumor longitudinal diameter, microvascular invasion, and neural invasion were identified as independent risk factors for recurrence within 6 months after ICC surgery ( P<0.001). Conclusion:The patient population experiencing recurrence within 6 months after ICC surgery has an extremely poor prognosis and possesses a specific tumor microenvironment. CA19-9, tumor longitudinal diameter, microvascular invasion, and neural invasion were identified as independent risk factors for recurrence within 6 months after ICC surgery.
10.Human resource efficiency and spatial distribution characterization of district-level center for disease control and prevention in city N of Jiangsu Province
Yang LI ; Yu-Meng WEI ; Yu-Qi YANG ; Wen-Jie XU ; Ming-Yao GU ; Zi-Fa HUANG ; Zhi-Hao ZHANG ; Fang WU
Chinese Journal of Health Policy 2024;17(10):52-58
Objective:To analyze the efficiency of human resource allocation and its spatial distribution characteristics of district-level Center for Disease Control and Prevention(CDC)in city N of Jiangsu Province in 2020,in order to provide a strong decision-making reference for optimizing and strengthening the CDC talent team.Methods:The efficiency of human resources of district-level CDC of City N in2020 was measured using the Super-Efficiency SBM model,and the spatial association pattern was analyzed using the natural break point classification method and Moran's index,with the visualization presented through LISA maps.Results:The overall level of human resource efficiency in district-level CDC of City N is relatively high.However,spatially,there are significant differences among the regions,showing a trend of high efficiency in the central areas and low efficiency at the ends.Moran's index and LISA maps indicate a negative spatial correlation in efficiency,with a low-high(L-H)cluster centered on Area L and a high-low(H-L)cluster centered on Area J.The high-high(H-H)cluster pattern has not yet formed,exhibiting a characteristic of interspersed high and low efficiency.Conclusions:There are regional differences in the human resource efficiency of the Disease Control Center in City N,and the spatial cluster pattern needs to be optimized.It is recommended to focus on efficiency improvement in Areas P and L,formulate appropriate policies,and promote coordinated regional development.

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