Study on the Application Value of Liver Function and Serological Index Levels in the Diagnosis of Fatty Liver

Objective:To explore the application value of liver function and serological index detection in diagnosing fatty liver.Methods:Ninety patients with fatty liver disease(disease group)and ninety healthy subjects(healthy group)were selected as the subjects of this study.They all underwent liver function index testing and serological index testing.Test results were compared,and the diagnostic accuracy of single and combined tests was evaluated.Results:Liver function indicators of patients in the disease group were higher than those in the healthy group,with severe patients exhibiting higher levels than moderate patients and mild patients(P<0.05).Serological indicators in patients in the disease group were higher than those in the healthy group,with severe patients showing higher levels than moderate patients and mild patients(P<0.05).The diagnostic accuracy of liver function index testing was higher than that of serological index testing,and the accuracy of combined testing was higher than that of single testing(P<0.05).Conclusion:In diagnosing fatty liver,combining liver function testing and serological testing enables the initial diagnosis of the disease and facilitates the accurate assessment of its severity.

Investigation of the Clinical Diagnostic Significance of the T-Cell Test for Tuberculosis combined with Erythrocyte Sedimentation Test in Pulmonary Tuberculosis

Objective:To investigate the clinical diagnostic significance of peripheral blood T-cell test(T-spot test)for tuberculosis(TB)infection combined with erythrocyte sedimentation rate(ESR)in pulmonary TB.Methods:41 patients with a clinical diagnosis of TB during hospitalization from January 2020 to April 2023 in our hospital were selected as the experimental group,and 45 patients without TB(bronchopneumonia patients)were selected as the control group.The diagnostic specificity,sensitivity,and accuracy of the T-spot TB test,ESR test,and the combined test of the two were calculated respectively.Results:The sensitivity,specificity,and accuracy of the T-spot TB test combined with ESR for the diagnosis of TB in the experimental group were significantly higher than the individual results of the T-spot TB test and ESR test alone(P<0.05).Conclusion:The T-spot TB test combined with the ESR test for TB diagnosis has greater clinical value than carrying out the tests individually.

Applications of artificial intelligence in, early detection of cancer, clinical diagnosis and personalized medicine

Artificial intelligence(AI)refers to the simulation of human intelligence in machines programmed to convert raw input data into decision-making actions,like humans.AI programs are designed to make decisions,often using deep learning and computer-guided programs that analyze and process raw data into clinical decision making for effective treatment.New techniques for predicting cancer at an early stage are needed as conventional methods have poor accuracy and are not applicable to personalized medicine.AI has the potential to use smart,intelligent computer systems for image interpretation and early diagnosis of cancer.AI has been changing almost all the areas of the medical field by integrating with new emerging technologies.AI has revolutionized the entire health care system through innovative digital diagnostics with greater precision and accuracy.AI is capable of detecting cancer at an early stage with accurate diagnosis and improved survival outcomes.AI is an innovative technology of the future that can be used for early prediction,diagnosis and treatment of cancer.

PERFORMANCE COMPARISON OF ECG COMPRESSION ALGORITHMS BASED ON CLINICAL DIAGNOSIS

This paper reviewed the recent progress in the field of electrocardiogram (ECG) compression and compared the efficiency of some compression algorithms. By experimenting on the 500 cases of ECG signals from the ECG database of China, it obtained the numeral indexes for each algorithm. Then by using the automatic diagnostic program developed by Shanghai Zhongshan Hospital, it also got the parameters of the reconstructed signals from linear approximation distance threshold (LADT), wavelet transform (WT), differential pulse code modulation (DPCM) and discrete cosine transform (DCT) algorithm. The results show that when the index of percent of root mean square difference(PRD) is less than 2.5%, the diagnostic agreement ratio is more than 90%; the index of PRD cannot completely show the damage of significant clinical information; the performance of wavelet algorithm exceeds other methods in the same compression ratio (CR). For the statistical result of the parameters of various methods and the clinical diagnostic results, it is of certain value and originality in the field of ECG compression research.

Relationship between fever and early clinical diagnosis and treatment in mild COVID-2019 patients

Objective:To investigate the relationship between clinical manifestations,blood testing,chest CT,treatment and fever of 457mild cases of COVID-19.Methods:A tatal of 457cases of mild COVID-19 diagnosed in Wuhan Jianghan module Hospital from February 6,2020 to February 26,2020 were gathered,and the cases with/without fever were retrospectively analyzed in epidemiology,clinical manifestation,blood routing,hypersensitive C-reactive protein(hs-CRP),pathogens serological testing,chest CT and drugs treatment.Results:For 312 fever cases,the average age was(47.6±10.9)years old,male was 128 cases(41%),the mean peak fever was 38(36.8,38.6)℃,fever lasting was 2(0,3)days,131cases(28.7%)had Huanan seafood market exposure history,90 cases(28.8%)had closely contact with COVID-19 patients,20cases(6.4%)had hypertension history,10 cases(3.2%)had diabetes,5cases(1.6%)had coronary heart disease.Main symptoms of fever group including dry cough of 260cases(83.3%),of 104cases(33.3%),blood sputum of 9cases(2.9%),chest tightness 20cases(19.6%),shortness of breath of 87cases(27.9%),weak of 105cases(33.7%),diarrhea of 43cases(13.8%),sleep disorders of 61cases(19.6%),among fever cases with sputum and shortness of breath more rather without fever,and two groups were statistically significantly difference(P<0.05).In fever group,WBC(109/L)[4.34(3.69,5.26)than 5.11(4.22,6.22),P<0.001],NEUT(109/L)[2.67(2.1,3.49)than 2.88(2.37,3.9),P<0.05],LYM(109/L)[0.9(0.8,1.1)than 1.36(1.03,1.85),P<0.001),PLT(109/L)/(106,188)134-189(132,224),P<0.001)were lower than normal group,while WBC<4.0×109/L[108(34.6%)than 24(16.6%),P<0.001)],LYM<1.0×109/L[189(60.6%)than 31(21.4%),P<0.001)],PLT<100×109/L[45(14.4%)than in 2(1.4%),P<0.001)and hs-CRP(mg/L)[14(6.83,32)than 3.4(0.96,10.75),P<0.001)were higher than normal group,and pathogens serological examination of 36cases shown influenzaⅠ/Ⅱvirus IgM antibody positive in 3cases(8.3%),respiratory syncytial virus IgM antibody positive in 2 cases(5.6%),mycoplasma pneumoniae IgM antibody positive(11.1%),4 cases of adenovirus IgM antibody positive(11.1%),but 4 pathogens of fever group and normal group were no statistical difference(P>0.05).According to early onset of chest CT examination,there were no change of 11cases(2.4%),unilateral lung lesions of 93cases(20.4%),bilateral lung lesions of 353 cases(77.2%),ground glass shadow of 228 cases(73.1%),high density shadow patch of 65 cases(20.8%),consolidation shadow of 6 cases(1.9%),while fever group compared with normal group,there were no statistically significant difference(P>0.05).Logistic regression analysis showed that LYM(OR=0.24,95%CI=0.139~0.415,P<0.001),LYM<1.0 x 109/L(OR=5.12,95%CI=3.07~8.65,P<0.001),PLT<100×109/L(OR=6.1,95%CI=1.36~27.33,P<0.05),and the hs-CRP(OR=1.03,95%CI=1.02~1.05,P<0.001)were fever independent impact factors in mild COVID-19.Aiming at COVID-19 treatment,Chinese medicine usage had 416cases(91%),antiviral drugs had 328cases(71.8%),and antibiotics had 172cases(37.6%),furthermore,fever group using antiviral and antibiotic drugs was higher than normal group(P<0.05),and compared to low fever group,high fever group used more antibiotic drugs(P<0.05).Conclusions:Mild COVID-19 patients with early onset had epidemiological characteristics,and fever,dry cough,expectoration and shortness of breath were main symptoms,and chest CT often involved bilateral lung lesions,ground glass shadow and patch density shadow.The fever patients in WBC,LYM,PLT,hs-CRP index changed significantly and could affect on anti-infective therapy selection.

The Clinical Value of NLR, D-D and CRP/ALB Ratio in the Diagnosis of Pulmonary Thromboembolism

Objective: To evaluate the clinical diagnostic value of C-reactive protein/albumin ratio (CAR), neutrophil/lymphocyte ratio (NLR) and D-dimer (D-D) in patients with pulmonary thromboembolism (PTE). Methods: We conducted a retrospective analysis comparing hematology and coagulation in 362 PTCA-confirmed PTE patients with the control group and analyzing their relationships with CAR, NLR, and D-D. Receiver operating characteristic curve (ROC) was used to analyze the diagnostic threshold, area under the curve (AUC), diagnostic sensitivity and specificity of CAR, NLR and D-D for PTE. Results: 1) CAR, NLR and D-D levels in PTE patients were 2.13 ± 2.08, 8.96 ± 1.94 and 9.69 ± 8.61 respectively, significantly higher than those in control group (CAR = 0.03 ± 0.01, t = 20.7736, P < 0.01;NLR = 1.76 ± 0.53, t = 2.4281, P < 0.05 and PTE = 0.20 ± 0.11, t = 3.0066, P < 0.01 respectively). 2) NLR was positively correlated with CAR (r = 0.2111, t = 4.0971, P < 0.01) and D-D (r = 0.1065, t = 2.0481, P < 0.05), but CAR was not correlated with D-D (r = 0.0975, P > 0.05). 3) The levels of HB, LY, PLT and AT in PTE patients were significantly lower than those in control group, while WBC, NE and FB were significantly higher than those in control group. 4) CAR was negatively correlated with Hb and AT (P all < 0.01), but positively correlated with WBC, NE, MO and FB (P all < 0.01). NLR was negatively correlated with LY and AT (P all < 0.01), but positively correlated with WBC, NE and FB (P all < 0.01). DD was negatively correlated with Hb and PLT (P all < 0.05), but positively correlated with WBC, NE and MO (P all < 0.01). Conclusion: The levels of Hb, LY, PLT and AT were significantly decreased in PTE patients, while WBC, NE and FB were significantly increased. CAR, NLR and D-D were highly expressed in PTE patients, and were closely correlated with Hb, AT and FB. Combined detection of CAR, NLR and D-D can improve the diagnostic value of PTE.

CLINICAL EVALUATION OF MONOCLONAL ANTIBODIES AGAINST ALDOLASE-A IN THE DIAGNOSIS OF HEPATO-CELLULAR CARCINOMA

Serum ALD-A of 57 patients with HCC and 43 of other diseases were measured by ALD-A-McAb linked with 425I-staphylococcus A protein. The results showed that the ALD-A in patient with HCC was significantly elevated as compared with controls and that in patients with cholangiocarcinoma, gastrointestinal cancer without hepatic metastasis, cirrhosis. CAH and benign GI diseases. There was no statistical difference between ALD-A in patients with HCC and that in cases of cirrhosis with liver failure and that in cases of metastatic liver carcinoma. It was noted that diagnostic sensitivity of ALD-A in AFP (+) HCC was 73.9% and that in AFP (-) HCC was 81.8% 1-6 patients with HCC were treated by hepatic arterial embolization combined with chemotherapy. ALD-A in patients after the treatment decreased significantly than that before treatment, furthermore, advantages of the method are discussed.

Accuracy between clinical and radiological diagnoses compared to surgical orbital biopsies

AIM:To assess the concordance between diagnosing orbital lesions by clinical examination,orbital imaging,and histological evaluation,in order to help guide future research and clinical practice.METHODS:A retrospective analysis was undertaken at a large regional tertiary referral centre of all surgical orbital biopsies performed over a 5-year period,from 1st January 2015 until 31st December 2019.Accuracy and concordance between clinical,radiological and histological diagnoses are reported as percentage sensitivity and positive predictive value.RESULTS:A total of 128 operations involving 111 patients were identified.Overall,sensitivities of 47.7%for clinical and 37.3%for radiological diagnoses were found when compared to the histological gold standard.Vascular lesions that have characteristic clinical and radiological features had the highest sensitivity at 71.4%and 57.1%,respectively.Inflammatory conditions showed the lowest sensitivity in both clinical(30.3%)and radiological(18.2%)diagnoses.The PPV for inflammatory conditions were 47.6%for clinical and 30.0%for radiological diagnoses.CONCLUSION:Accurate diagnoses are difficult to reach by relying on clinical examination and imaging alone.Surgical orbital biopsy with histological diagnosis should remain the gold standard approach for definitively identifying orbital lesions.Although larger scale prospective studies would help further refine concordance and guide future research avenues.

Clinical study and differential diagnosis of intracranial hemangiopericytomas

Objective Intracranial hemangiopericytomas (HPCs) were rare neoplasms with relatively high rates of recurrence and extracranial metastasis.The differential diagnoses from angiomatous meningiomas and solitary fibrous tumors(SFTs) are very important. This study aimes to reveal differences in the specific immunohistochemical features of HPCs,angiomatous meningiomas and SFTs by newly

A Robust N-Terminal Pro-Brain Natriuretic Peptide Assay for Clinical Diagnosis of Heart Failure in Elderly Patients

Heart failure(HF)is a clinical hallmark of cardiovascular syndrome leading to substantial morbidity,repeated hospitalization,and enormous healthcare expenditure.As elderly populations continue to increase,biomarker-guided diagnosis and treatment for age-related cardiac decline have become essential.Accumulating evidence demonstrates that N-terminal proBNP(NT-proBNP)can provide a unique window into the diagnosis and risk stratification with HF.Herein,a simple yet robust aptasensor is developed for on-site recognizing the NT-proBNP by its targeting aptamer,thus achieving the accurate diagnosis of HF.This aptasensing system is prepared by absorbing the fluorophore-labeled aptamer strand onto the graphene oxide(GO),leading to efficient quenching without possible off-site signal leakage.The aptamer strand can specifically identify target NT-proBNP molecules via a versatile conformational transformation,resulting in the desorption of the aptamer-NTproBNP complexes from GO and re-generation fluorescence signal,thus allowing sensitive detection of NT-proBNP in 37 clinical blood samples.Taking advantage of the high specificity of aptamer-guaranteed recognitions of NT-proBNP,this aptasensor system readily achieves better diagnostic performance for HF than commercially adopted chemiluminescence immunoassay(Siemens,CLIA)in hospitals in terms of accuracy(89.2%vs 83.8%),specificity(89.5%vs 84.2%),and positive predictive value(88.9%vs 83.3%).This work provides a stable option for the diagnosis and treatment of elderly HF-related diseases inclinics.

Pathogen Distribution and Laboratory Diagnosis of Acute Respiratory Infectious Diseases

Objective: To investigate the etiology distribution and laboratory diagnosis of acute respiratory infectious diseases. Methods: By searching, collecting and summarizing the etiology distribution and laboratory diagnosis of respiratory infectious diseases, the latest research progress of acute respiratory infectious diseases was studied in order to provide reference for clinical prevention and treatment. Results: In the relevant literature collected, it is considered that acute respiratory infectious diseases refer to infectious diseases caused by pathogens invading human body from the nasal cavity, throat, trachea and bronchus. The main acute respiratory infectious diseases are SARS (acute severe respiratory syndrome), MERS (Middle East respiratory syndrome), 2019-ncov infection (new coronavirus pneumonia), pulmonary plague, influenza, measles, diphtheria, pertussis, rubella, meningitis, mumps, tuberculosis, etc. Different types of infection have different diagnostic methods, and different treatments are given according to different diseases. Conclusion: The etiology distribution and laboratory diagnosis of acute respiratory tract infectious diseases are understood through reference, which can provide better reference for clinical practice. Acute respiratory infectious disease is the most common clinical disease, which seriously endangers people’s health.

Clinical Presentations of Lassa Fever in Non-Endemic Parts of the World: A Systematic Review

Background: Lassa fever cases outside Africa are seen as imported cases of Lassa fever. Timely diagnosis of imported Lassa fever is important for timely intervention necessary to reduce the morbidity and mortality associated with Lassa fever, and this requires the knowledge of the clinical manifestations of Lassa fever. Purpose: This review was done to see how clinical diagnosis of imported Lassa fever can be facilitated based on the clinical presentations of imported cases of Lassa fever in Lassa fever non-endemic region. Methods: The relevant articles for the review were obtained from the databases of PubMed and Google Scholar. Results: The clinical presentations of the imported Lassa fever cases consisted of multisystem involvement and were similar to those of Lassa fever patients who were treated in the Lassa fever endemic region. Conclusions: History of recent travel to, or residence in, Lassa fever endemic region is an important clue for clinical diagnosis of Lassa fever. The 2011 CDC surveillance case definition and the modified Khan case definition for Lassa fever may aid clinical diagnosis of Lassa fever. Any clinically suspected case of Lassa fever should have a laboratory confirmation.

CT Brain in Children: Evaluation of the Clinical and Radiological Findings

This study was done to the review and documentation of brain CT investigations in King Abdulaziz University Hospital (KAUH), Jeddah, Saudi Arabia in 2012 including CT findings for brain based on justifications for scan. The purpose of the study is to evaluate the situation of requesting CT brain versus the reporting findings. A retrospective study was carried out in the Department of Radiology, KAUH between 1 January and 31 December 2012. There were 417 children scanned by CT for brain, their data were reviewed and analyzed from radiology records to form the sample of the study. The study revealed that high percentages of radiological findings for CT brain did not confirm the clinical diagnosis. The percentages of such cases which observed in the three departments of emergency, inpatient and outpatient were 68.4%, 53.6% and 49.4% respectively. This result shows that a percentage of children were given unnecessary exposure to radiation among those who received CT brain from the radiology department in KAUH. From the study, it is concluded that most brain CT done for children were not justification as well as there were more brain CT findings not confirmed the clinical diagnosis, although the brain CT may be significant in most of the cases. Hence, there is a big concern about the increasing requests for unnecessary brain CT. Therefore, the paediatricians should be more careful in requesting of brain CT unless it is indispensible.

Value of Real-Time Bedside Ultrasonography in the Etiologic Diagnosis of Acute Dyspnea

Objective: To explore the value of real-time bedside ultrasonography in the etiologic diagnosis of acute dyspnea. Methods: Sixty-two patients with acute dyspnea who were treated in our hospital from January 2016 to December 2020 were randomly selected and their clinical data were retrospectively analyzed. All patients were randomly divided into a control group for routine examinations (n = 31) and an observation group for real-time beside ultrasonography (n = 31). The costs of medical examinations, examination duration, and diagnostic results of severe pneumonia, acute cardiogenic pulmonary edema, pulmonary embolism, chronic obstructive pulmonary disease, and pneumothorax (including sensitivity, specificity, positive predictive value, negative predictive value, and diagnostic accuracy) of the two groups of patients were compared and analyzed. Results: Compared with the control group, the observation group had significantly shorter examinations (P < 0.05). Although the cost of medical examinations of the observation group tended to be higher, the difference between groups was not significant (P > 0.05). Moreover, there were no significant differences in left ventricular ejection fraction, left ventricular end-diastolic diameter, or brain natriuretic peptide between the two groups (P > 0.05). Comparison of the etiologic diagnosis results between the two groups showed that the observation group had significantly higher diagnostic sensitivity, specificity, positive and negative predictive values, and diagnostic accuracy for various causes compared with the control group (P < 0.05). Conclusion: Real-time bedside ultrasonography for the etiologic diagnosis of patients with acute dyspnea was quicker and had higher diagnostic accuracy;thus providing accurate guidance for the disease treatment, and having a higher promotional value in clinical practice compared with routine examinations.

Is Pulmonary Auscultation Alone Sufficient for Clinical Practice?

Objective: The clinical examination is the basis for the diagnosis and rational choice of complementary tests. The aim of the study was to evaluate the performance of auscultation of the chest for screening of disease and for predicting the presence of abnormalities in the other domains of the chest examination. Methods: Patients with COPD, atelectasis, pleural effusion, pneumonia and controls were evaluated by two examiners in the absence of any clinical information, initially only with pulmonary auscultation, and then in the other domains of chest examination. Results: 192 physical examinations were performed in 104 patients. An abnormal pulmonary auscultation had a sensitivity of 85.2%, positive predictive value (PPV) of 84.1%, positive likelihood reason (LR) of 1.53 (95% CI;1.16 to 2.01) and negative LR of 0.33 (95% CI;0.2 to 0.56) to identify the presence of any disease, and also a positive LR of 2.23 (95% CI;1.02 to 4.9) and a negative LR of 0.3 (95% CI;0.17 to 0.51) to predict additional abnormalities. A normal auscultation showed low accuracy to identify healthy individuals, with sensitivity, specificity, NPV and PPV, respectively, of 44%, 43%, 41% and 46%. The agreement between the examiners considering normal versus abnormal findings showed kappa = 0.76 for any changes in the physical examination present (p < 0.0001). Conclusions: Auscultation of the chest alone, may not be a sufficient strategy to track diseases or establish whether continuity of the examination is necessary or not.

Analysis on the Development Dilemma and Opportunity of Independent Clinical Laboratory Based on PEST-SWOT

Objective To study the current status of independent clinical laboratory(ICL)in China to offer some suggestions for further development of the industry because independent clinical testing is gradually occupying an important position in the medical market with the change of medical service mode.Methods The PEST-SWOT matrix model was constructed to sort out the strength and weakness,opportunities and threats of ICL and medical institutions.Results and Conclusion ICLs should enhance their social recognition by improving testing technology and industry operating standards.At the same time,it is also necessary to enhance their position in the clinical diagnosis industry and promote diversified competition in the field of clinical diagnosis so as to better help the development of national grading diagnosis and precision medicine.From the perspectives of SO,ST,WO,and WT,the development strategies of ICL are proposed,including personalized clinical diagnosis services and the construction of a database,and the family doctor system with community+ICL services.The remote diagnostic services should be implemented to help national graded diagnosis and treatment,and different operation schemes should be made to conform to market development.Besides,the access standards for ICL must be strictly required.Then,differentiated operations of enterprises should be valued for establishing industry brands and social awareness.Lastly,enterprises must focus on talents construction and management.

Targeting amyloid proteins for clinical diagnosis of neurodegenerative diseases

Abnormal aggregation and accumulation of pathological amyloid proteins such as amyloid-β,Tau,and𝛼α-synuclein play key pathological roles and serve as histological hallmarks in different neurodegenerative diseases(NDs)such as Alzheimer’s disease(AD)and Parkinson’s disease(PD).In addition,various post-translational modifications(PTMs)have been identified on pathological amyloid proteins and are subjected to change during disease progression.Given the central role of amyloid proteins in NDs,tremendous efforts have been made to develop amyloid-targeting strategies for clinical diagnosis and molecular classification of NDs.In this review,we summarize two major strategies for targeting amyloid aggregates,with a focus on the trials in AD diagnosis.The first strategy is a positron emission tomography(PET)scan of protein aggregation in the brain.We mainly focus on introducing the development of small-molecule PET tracers for specifically recognizing pathological amyloid fibrils.The second strategy is the detection of PTM biomarkers on amyloid proteins in cerebrospinal fluid and plasma.We discuss the pathological roles of different PTMs in diseases and how we can use the PTM profile of amyloid proteins for clinical diagnosis.Finally,we point out the potential technical challenges of these two strategies,and outline other potential strategies,as well as a combination of multiple strategies,for molecular diagnosis of NDs.

Consensus of clinical diagnosis and treatment for non-functional pancreatic neuroendocrine neoplasms with diameter<2 cm

In clinical practice,pancreatic neuroendocrine neoplasms(pNENs)with a diameter smaller than 2 cm are commonly referred to as small pNENs.Due to their generally favorable biological characteristics,the diagnosis and treatment of small pNENs differ from other pNENs and are somewhat controversial.In response to this,the Chinese Pancreatic Surgery Association,Chinese Society of Surgery,Chinese Medical Association have developed a consensus on the diagnosis and treatment of small pNENs,which is based on evidence-based medicine and expert opinions.This consensus covers various topics,including concepts,disease assessment,treatment selection,follow-up,and other relevant aspects.

A novel machine learning-assisted clinical diagnosis support model for early identification of pancreatic injuries in patients with blunt abdominal trauma:a cross-national study

Background:The recognition of pancreatic injury in blunt abdominal trauma is often severely delayed in clinical practice.The aim of this study was to develop a machine learning model to support clinical diagnosis for early detection of abdominal trauma.Methods:We retrospectively analyzed of a large intensive care unit database(Medical Information Mart for Intensive Care[MIMIC]-IV)for model development and internal validation of the model,and performed outer validation based on a cross-national data set.Logistic regres-sion was used to develop three models(PI-12,PI-12-2,and PI-24).Univariate and multivariate analyses were used to determine variables in each model.The primary outcome was early detection of a pancreatic injury of any grade in patients with blunt abdominal trauma in the first 24 hours after hospitalization.Results:The incidence of pancreatic injuries was 5.56%(n=18)and 6.06%(n=6)in the development(n=324)and internal validation(n=99)cohorts,respectively.Internal validation cohort showed good discrimination with an area under the receiver operator characteristic curve(AUC)value of 0.84(95%confidence interval[CI]:0.71–0.96)for PI-24.PI-24 had the best AUC,specificity,and positive predictive value(PPV)of all models,and thus it was chosen as the final model to support clinical diagnosis.PI-24 performed well in the outer validation cohort with an AUC value of 0.82(95%CI:0.65–0.98),specificity of 0.97(95%CI:0.91–1.00),and PPV of 0.67(95%CI:0.00–1.00).Conclusion:A novel machine learning-based model was developed to support clinical diagnosis to detect pancreatic injuries in patients with blunt abdominal trauma at an early stage.