Purpose/Significance The paper discusses the application of artificial intelligence technology to the key entity recognition ofunstructured text data in the electronic medical records of lymphedema patients.Method/Process It expounds the solution of model fine-tuning training under the background of sample scarcity,a total of 594 patients admitted to the department of lymphatic surgery of Beijing Shijitan Hospital,Capital Medical University are selected as the research objects.The prediction layer of the GlobalPointer model is fine-tuned according to 15 key entity categories labeled by clinicians,nested and non-nested key entities are identified with its glob-al pointer.The accuracy of the experimental results and the feasibility of clinical application are analyzed.Result/Conclusion After fine-tuning,the average accuracy rate,recall rate and Macro_F1 ofthe model are 0.795,0.641 and 0.697,respectively,which lay a foundation for accurate mining of lymphedema EMR data.

Objective:To investigate the early clinical characteristics of elderly patients with severe burns and the risk factors on prognosis.Methods:This study was a retrospective case series study. Clinical data of 124 elderly patients with severe burns who met the inclusion criteria and were admitted to the 12 hospitals from January 2015 to December 2020 were collected, including 4 patients from the Fourth People's Hospital of Dalian, 5 patients from Fujian Medical University Union Hospital, 22 patients from Guangzhou Red Cross Hospital of Jinan University, 5 patients from Heilongjiang Provincial Hospital, 27 patients from the First Affiliated Hospital of Naval Medical University, 9 patients from the First Affiliated Hospital of Nanchang University, 10 patients from Affiliated Hospital of Nantong University, 9 patients from Tongren Hospital of Wuhan University & Wuhan Third Hospital, 12 patients from the 924 th Hospital of PLA, 6 patients from Zhangjiagang First People's Hospital, 4 patients from Taizhou Hospital of Zhejiang Province, and 11 patients from Zhengzhou First People's Hospital. The patients' overall clinical characteristics, such as gender, age, body mass index, total burn area, full-thickness burn area, inhalation injury, causative factors, whether combined with underlying medical diseases, and admission time after injury were recorded. According to the survival outcome within 28 days after injury, the patients were divided into survival group (89 cases) and death group (35 cases). The following data of patients were compared between the two groups, including the basic data and injuries (the same as the overall clinical characteristics ahead); the coagulation indexes within the first 24 hours of injury such as prothrombin time (PT), activated partial thromboplastin time (APTT), thrombin time, D-dimer, fibrinogen degradation product (FDP), international normalized ratio (INR), and fibrinogen; the blood routine indexes within the first 24 hours of injury such as white blood cell count, platelet count, neutrophil-to-lymphocyte ratio, monocyte count, red blood cell count, hemoglobin, and hematocrit; the organ function indexes within the first 24 hours of injury such as direct bilirubin, total bilirubin, urea, serum creatinine, aspartate aminotransferase, alanine aminotransferase, total protein, albumin, globulin, blood glucose, triglyceride, total cholesterol, alkaline phosphatase, creatine kinase, electrolyte indexes (potassium, sodium, chlorine, calcium, magnesium, and phosphorus in blood), uric acid, myoglobin, and brain natriuretic peptide; the infection and blood gas indexes within the first 24 hours of injury such as procalcitonin, C-reactive protein, pH value, oxygenation index, base excess, and lactate; treatment such as whether conducted with mechanical ventilation, whether conducted with continuous renal replacement therapy, whether conducted with anticoagulation therapy, whether applied with vasoactive drugs, and fluid resuscitation. The analysis was conducted to screen the independent risk factors for the mortality within 28 days after injury in elderly patients with severe burns. Results:Among 124 patients, there were 82 males and 42 females, aged 60-97 years, with body mass index of 23.44 (21.09, 25.95) kg/m 2, total burn area of 54.00% (42.00%, 75.00%) total body surface area (TBSA), and full-thickness burn area of 25.00% (10.00%, 40.00%) TBSA. The patients were mainly combined with moderate to severe inhalation injury and caused by flame burns. There were 43 cases with underlying medical diseases. The majority of patients were admitted to the hospital within 8 hours after injury. There were statistically significant differences between patients in the 2 groups in terms of age, total burn area, full-thickness burn area, and inhalation injury, and PT, APTT, D-dimer, FDP, INR, white blood cell count, platelet count, urea, serum creatinine, blood glucose, blood sodium, uric acid, myoglobin, and urine volume within the first 24 hours of injury (with Z values of 2.37, 5.49, 5.26, 5.97, 2.18, 1.95, 2.68, 2.68, 2.51, 2.82, 2.14, 3.40, 5.31, 3.41, 2.35, 3.81, 2.16, and -3.82, respectively, P<0.05); there were statistically significant differences between two groups of patients in whether conducted with mechanical ventilation and whether applied with vasoactive drugs (with χ2 values of 9.44 and 28.50, respectively, P<0.05). Age, total burn area, full-thickness burn area, serum creatinine within the first 24 hours of injury, and APTT within the first 24 hours of injury were the independent risk factors for the mortality within 28 days after injury in elderly patients with severe burns (with odds ratios of 1.17, 1.10, 1.10, 1.09, and 1.27, 95% confidence intervals of 1.03-1.40, 1.04-1.21, 1.05-1.19, 1.05-1.17, and 1.07-1.69, respectively, P<0.05). Conclusions:The elderly patients with severe burns had the injuries mainly from flame burns, often accompanied by moderate to severe inhalation injury and enhanced inflammatory response, elevated blood glucose levels, activated fibrinolysis, and impaired organ function in the early stage, which are associated with their prognosis. Age, total burn area, full-thickness burn area, and serum creatinine and APTT within the first 24 hours of injury are the independent risk factors for death within 28 days after injury in this population.

Objective:To investigate the clinical features of primary intestinal lymphangiectasia (PIL).Methods:This study was a retrospective case series study. Fifty consecutive patients diagnosed with PIL in Department of Lymphatic Surgery, Beijing Shijitan Hospital, Capital Medical University from March 2019 to March 2021 were included and their clinical data was retrospectively reviewed. There were 20 males and 30 females included, with an age of ( M(IQR)) 14 (40) years (range:0 to 67 years). No patient had the family history. There were 26 children, including 9 males and 17 females, aged 0 (7) years (range:0 to 14 years). There were 24 adults, including 11 males and 13 females, aged 40 (26) years (range:20 to 67 years). The clinical manifestations and the results of laboratory examinations, gastrointestinal endoscopy, 99Tc m-labeled human albumin ( 99Tc m-HSA) scintigraphy, 99Tc m-DX scintigraphy, direct lymphangiography (DLG), histopathology, diet treatment, surgical intervention, and clinical symptom remission at discharge were collected. Comparisons between groups were performed using independent samples t-test, Mann-Whitney U test, or χ2 test. Results:Among the 50 cases of PIL, the main manifestations were edema (86.0%), diarrhea (76.0%), and abdominal effusion (48.0%). Lymphedema (36.0%) and chylous ascites (18.0%) were not rare in PIL patients. In 99Tc m-HAS scintigraphy, 95.9% (47/49) cases showed signs of intestinal protein loss, and 91.7% (44/48) ceses showed positive findings in 99Tc m-DX scintigraphy. In DLG, 97.8% (45/46) cases showed signs of thoracic duct obstruction, 82.6% (38/46) cases showed retroperitoneal lymphatic hyperplasia, and 23.9% (11/46) cases showed backflow of contrast agent into intestine. No significant difference was seen in gender, course of disease, clinical manifestation, serum level of albumin or globulin, lymphocyte count, positive rate of fecal occult blood and prevalence of lymphedema between adults and children (all P>0.05). Conclusions:The clinical presentations of PIL between children and adults had no significant difference. The diagnosis of PIL should be made according to clinical manifestation, 99Tc m-HAS scintigraphy, 99Tc m-DX scintigraphy, DLG, gastrointestinal endoscopy and pathological findings.

Objective:To investigate the characteristics, diagnosis and therapeutic effect of acquired lymphangiectasia of the vulva (ALV).Methods:A retrospective analysis of clinicopathological and follow-up data was conducted on the patients treated in Capital Medical University Affiliated Beijing Shijitan Hospital due to female ALV from July 2009 to July 2023. The patients who completed the staged operations [partial labiectomy and reconstruction + thoracic ductplasty and (or) perineal lymphovenous anastomosis] were included in the study and followed up. The improvement of perineal swelling, blister range, fluid leakage volume and frequency were evaluated through outpatient visits by the symptom rating scale of ALV (hereinafter referred to as the symptom rating scale) before and after surgery.Results:A total of 48 patients were treated due to ALV from July 2009 to July 2023, of which 98% (47/48) were postoperative pelvic malignant tumors and 94% (45/48) had a history of radiotherapy. A total of 10 patients with ALV who completed the staged operations were included in this study. (1) Clinical characteristics and diagnosis: 10 patients had a median age of 60 years old (50, 63 years old ). The median duration from cervical cancer surgery and radiation therapy to vulvar swelling was 1.5 years (0.0, 2.0 years), and the median duration from vulvar swelling to blister formation and leakage was 0.0 years (0.0, 4.8 years). Seven patients (7/10) had a history of recurrent erysipelas; 7 patients (7/10) had the most severe symptom (widespread blisters, persistent fluid leakage, and large amount of fluid leakage); noncontrast magnetic resonance lymphography (NCMRL) showed edema signals in the perineal region of all the patients, and increase of agent in the perineal region was observed in lymphoscintigram (LS). (2) Surgical treatment and postoperative pathological examination: of the 10 ALV patients who completed staged surgical treatment, 6 cases (6/10) were diagnosed with thoracic duct outlet obstruction and underwent thoracic ductplasty and partial labiectomy and reconstruction. Perineal lymphovenous anastomosis and partial labiectomy and reconstruction were performed in 4 cases (4/10) without thoracic duct outlet obstruction. Postoperative routine pathological examination of 10 patients (10/10) showed dermal papilla lymphangiectasia. Immunohistochemical tests were performed on 5 patients, all of which were positive for D2-40 and negative for CD 34. (3) Efficacy: 8 patients completed the postoperative follow-up, and the median follow-up time was 31.0 months (17.5, 78.3 months). The perineal swelling and the blister fluid leakage were all significantly improved after the staged operations. All indexes of the symptom rating scale, including the degree of perineal swelling, blister range, fluid leakage volume and frequency, were significantly improved in 8 follow-up patients, and 3 (3/8) of them were cured; the median symptom score decreased significantly from 11.0 before surgery to 3.0 after surgery ( P<0.001). The incidence of erysipelas was significantly reduced from 7/10 before surgery to 2/8 after surgery ( P=0.035). Conclusions:The main causes of female ALV are pelvic tumor surgery and radiotherapy. The clinical diagnosis is made from relevant medical history, clinical manifestations, LS and magnetic resonance imaging. The diagnosis is confirmed by histopathological findings. Pathological results show lymphangiectasia in the dermal papilla, and immunohistochemical staining show positive for D2-40 and negative for CD 34. The effect of staged surgery on ALV is remarkable and even cured, and could effectively reduce the incidence of erysipelas.

Objective:To investigate the clinical features of primary intestinal lymphangiectasia (PIL).Methods:This study was a retrospective case series study. Fifty consecutive patients diagnosed with PIL in Department of Lymphatic Surgery, Beijing Shijitan Hospital, Capital Medical University from March 2019 to March 2021 were included and their clinical data was retrospectively reviewed. There were 20 males and 30 females included, with an age of ( M(IQR)) 14 (40) years (range:0 to 67 years). No patient had the family history. There were 26 children, including 9 males and 17 females, aged 0 (7) years (range:0 to 14 years). There were 24 adults, including 11 males and 13 females, aged 40 (26) years (range:20 to 67 years). The clinical manifestations and the results of laboratory examinations, gastrointestinal endoscopy, 99Tc m-labeled human albumin ( 99Tc m-HSA) scintigraphy, 99Tc m-DX scintigraphy, direct lymphangiography (DLG), histopathology, diet treatment, surgical intervention, and clinical symptom remission at discharge were collected. Comparisons between groups were performed using independent samples t-test, Mann-Whitney U test, or χ2 test. Results:Among the 50 cases of PIL, the main manifestations were edema (86.0%), diarrhea (76.0%), and abdominal effusion (48.0%). Lymphedema (36.0%) and chylous ascites (18.0%) were not rare in PIL patients. In 99Tc m-HAS scintigraphy, 95.9% (47/49) cases showed signs of intestinal protein loss, and 91.7% (44/48) ceses showed positive findings in 99Tc m-DX scintigraphy. In DLG, 97.8% (45/46) cases showed signs of thoracic duct obstruction, 82.6% (38/46) cases showed retroperitoneal lymphatic hyperplasia, and 23.9% (11/46) cases showed backflow of contrast agent into intestine. No significant difference was seen in gender, course of disease, clinical manifestation, serum level of albumin or globulin, lymphocyte count, positive rate of fecal occult blood and prevalence of lymphedema between adults and children (all P>0.05). Conclusions:The clinical presentations of PIL between children and adults had no significant difference. The diagnosis of PIL should be made according to clinical manifestation, 99Tc m-HAS scintigraphy, 99Tc m-DX scintigraphy, DLG, gastrointestinal endoscopy and pathological findings.

Objective:To explore the significance of multiple frequency bioelectrical impedance analysis (MFBIA) in the combined surgical treatment of breast cancer-related lymphedema (BCRL).Methods:A retrospective analysis was conducted on the clinical data of 30 patients with unilateral postoperative BCRL. The patients recieved staged liposuction and lymphaticovenular anastomosis (LVA) from April to October 2021 at the Department of Lymphatic Surgery in Beijing Shijitan Hospital, Capital Medical University. After LVA surgery, patients were followed-up by telephone and other means, and asked to come to the hospital at 1 year and 2 years, respectively. The circumference of each part of the upper limbs, the length of forearm and arm were measured, and the limb volume was calculated. MFBIA were also performed to record limb bioelectrical impedance, extracellular water(ECW), and extracellular water ratios (ECW/TBW). SPSS 21.0 was used for statistical analysis. Clinical data of the patients were analysed by One-way Repeated Measurement Anova to examine the changes in volume of the affected arms before and after surgery and the changes in values collected by MFBIA. Subsequently, differences in the volumes and values of MFBIA of the affected arms before and after surgery, and the ratios of the above were analysed by paired t-test to compare each pair, then followed by Pearson correlation test. P<0.05 was considered statistically significant. Results:After liposuction, the volume differences of affected and healthy arms were reduced from 1 147 ml ± 484 ml before surgery to 261 ml ± 304 ml after surgery, which achieved a significant reduction with statistical significance ( P<0.05). However, there were no significant changes in ECW or bioelectrical impedance at various frequencies (1-1 000 K) ( P>0.05). After LVA, the differences in volume of the affected and healthy arms further decreased to 17 ml±264 ml with statistical significance compared to that before surgery ( P<0.05), ECW decreased from 1.115 L ± 0.207 L to 0.937 L ± 0.164 L with statistical significance ( P<0.05), ECW/TBW decreased from 0.412 ± 0.008 to 0.405 ± 0.007 with statistical significance ( P<0.05), and the bioelectrical impedance at various frequencies was significantly increased with statistical significance ( P<0.05). After LVA, the difference in arm volume was positively correlated with the difference in ECW (correlation coefficient 0.602, P<0.05), positively correlated with the difference in Rate of ECW (correlation coefficient 0.560, P<0.05), and negatively correlated with the ratios of impedance at various frequencies (correlation coefficients 0.529-0.545, P<0.05). Conclusion:In the staged surgical treatment of BCRL, with the application of MFBIA, it is found that lymphatic liposuction removes the pathological adipose tissue of an arm, hence significantly reduces the volume of the affected arm. However, lymphatic stasis remains unrelieved, therefore without a significant reduction in arm oedema. After the second-stage LVA, the improvement of lymphatic return leads to the relief of arm oedema, and the volume of the affected arm approaches to that of the healthy side. MFBIA can be used for assessment of arm oedema.

Objective:To investigate the characteristics and diagnostic methods for the patients with primary lymphedema and interstitial lung disease, as well as the efficacy of thoracic duct or right lymphatic duct plasty.Methods:A retrospective study was performed on 13 patients who were treated for primary lymphedema in the Department of Lymphatic Surgery, Beijing Shijitan Hospital, Capital Medical University, from January 2018 to December 2022. All patients were confirmed with interstitial lung disease by high-resolution CT (HRCT) and then underwent thoracic duct or right lymphatic duct plasty surgery. The 13 patients in this study were 7 males and 6 females aged 7.3 (0.7-30.0) years old. Primary lymphedema was the first manifestation in all patients, with an average morbidity age at 1.0 (0-11.0) years old. The average time from the onset of lymphedema to the confirmed interstitial lung disease was 6.3 (0.3-19.0) years. All patients underwent thoracic duct or right lymphatic duct plasty for improvement of the lymphatic flow. In addition, 9 cases (69.2%) received a direct lymphangiography (DLG). In which, 4 cases (44.4%) received further treatment of ligation of the reflux branches, and 1 (11.1%) had the treatment plans changed, because a chylous reflux into the lung through a bronchomediastinal trunk was found from DLG, therefore a ligation of the abnormal reflux branches was performed and a life-long strict low-fat diet was required. Postoperative follow-ups for evaluation of the improvements of lymphedema and pulmonary lymphatic flow were carried out by visit of outpatient clinic or via telephone interviews.Results:All patients recovered well after surgery with an average follow-up time of 47.5 (19.0-68.0) months. Lymphedema was stable in 2 cases (15.4%) and relieved in 11 cases (84.6%). Ten cases (76.9%) had completed the postoperative HRCT reviews and 9 (90.0%) were found with significant improvement in the interstitial lung disease.Conclusion:The interstitial lung disease found during the examination of patients with primary lymphedema can be explained with a lymphatic flow disorder. DLG can identify the cause and make to guide the treatment. Thoracic duct or right lymphatic duct plasty can effectively improve both of the symptom of lymphedema and interstitial lung disease.

Objective:To handle blood loss during liposuction for secondary lymphedema of lower extremities in patients with secondary lymphedema.Methods:The clinical data of 214 patients with secondary lymphedema of the lower extremities undergoing liposuction at Department of Lymphatic Surgery, Capital Medical University Affliated Beijing Shijitan Hospital from Sep 2018 to Jan 2020 were retrospectively analyzed.Results:There were 209 females and 5 males. The average fat aspiration was (2 934.58±1 114.83) ml, the average blood loss was (986.04±425.16) ml, 117 patients were transfused, including autologous transfusion in 90 patients, 15 patients received allogeneic blood, and 12 patients received autologous plus allogeneic blood. The disease phase, operative time and fat aspiration were positively correlated with blood loss, and were independent risk factors affecting blood loss.Conclusion:Liposuction for secondary lymphedema of the lower extremity is an important factor leading to anemia.

Objective:To explore the blood loss during liposuction for secondary lymphedema of the lower extremities and to analyze the risk factors that influence the blood loss.Methods:Retrospective analysis of the clinical data of patients with secondary lymphedema of lower extremities at the Department of Lymphatic Surgery, Capital Medical University Affiliated Beijing Shijitan Hospital from January 2019 to December 2019. The following clinical indicators were correlated with the amount of blood loss, including age, body mass, body mass index (BMI), primary disease, hypertension, radiotherapy history, chemotherapy history, erysipelas history, affected extremity, duration of swelling, duration of primary disease, International Society of Lymphology(ISL) stage, time of operation, infiltration volume, fat aspiration, blood-tinged fluid solution, volume difference, preoperative hemoglobin. Pearson analysis was used for the univariate analysis of continuous variables, Spearman analysis was used for the univariate analysis of classified variables, multiple linear regression was used for multivariate analysis of continuous variables, and Logistic regression was used for the multivariate analysis of classified variables.Results:174 patients were enrolled, all females with a median age of 55 years. Univariate analysis showed that the age( r=0.17, P=0.026), the body mass( r=0.37, P<0.001), BMI( r=0.29, P<0.001), hypertension( r=0.25, P=0.001), the ISL stage( r=0.40, P<0.001), operative time( r=0.44, P<0.001), infiltration volume( r=0.53, P<0.001), fat aspiration( r=0.36, P<0.001), blood-tinged fluid solution( r=0.61, P<0.001) and volume difference( r=0.63, P<0.001) were associated with the blood loss. There was no correlation between primary disease, radiotherapy history, chemotherapy history, erysipelas history, affected extremity, duration of swelling, duration of primary disease, preoperative hemoglobin and blood loss( P>0.05). Multivariate analysis showed that hypertension ( r=0.14, P=0.012), operative time ( r=0.15, P=0.019) and volume difference ( r=0.30, P=0.001) were independent risk factors affecting blood loss. Conclusion:Hypertension, operative time and volume difference are the risk factors of blood loss during liposuction for secondary lymphedema of the lower extremities.

Objective:To explore the blood loss during liposuction for secondary lymphedema of the lower extremities and to analyze the risk factors that influence the blood loss.Methods:Retrospective analysis of the clinical data of patients with secondary lymphedema of lower extremities at the Department of Lymphatic Surgery, Capital Medical University Affiliated Beijing Shijitan Hospital from January 2019 to December 2019. The following clinical indicators were correlated with the amount of blood loss, including age, body mass, body mass index (BMI), primary disease, hypertension, radiotherapy history, chemotherapy history, erysipelas history, affected extremity, duration of swelling, duration of primary disease, International Society of Lymphology(ISL) stage, time of operation, infiltration volume, fat aspiration, blood-tinged fluid solution, volume difference, preoperative hemoglobin. Pearson analysis was used for the univariate analysis of continuous variables, Spearman analysis was used for the univariate analysis of classified variables, multiple linear regression was used for multivariate analysis of continuous variables, and Logistic regression was used for the multivariate analysis of classified variables.Results:174 patients were enrolled, all females with a median age of 55 years. Univariate analysis showed that the age( r=0.17, P=0.026), the body mass( r=0.37, P<0.001), BMI( r=0.29, P<0.001), hypertension( r=0.25, P=0.001), the ISL stage( r=0.40, P<0.001), operative time( r=0.44, P<0.001), infiltration volume( r=0.53, P<0.001), fat aspiration( r=0.36, P<0.001), blood-tinged fluid solution( r=0.61, P<0.001) and volume difference( r=0.63, P<0.001) were associated with the blood loss. There was no correlation between primary disease, radiotherapy history, chemotherapy history, erysipelas history, affected extremity, duration of swelling, duration of primary disease, preoperative hemoglobin and blood loss( P>0.05). Multivariate analysis showed that hypertension ( r=0.14, P=0.012), operative time ( r=0.15, P=0.019) and volume difference ( r=0.30, P=0.001) were independent risk factors affecting blood loss. Conclusion:Hypertension, operative time and volume difference are the risk factors of blood loss during liposuction for secondary lymphedema of the lower extremities.