1.Deep learning algorithm for pathological grading of renal cell carcinoma based on multi-phase enhanced CT.
Haozhong CHEN ; Jun LIU ; Kai DENG ; Xilong MEI ; Dehong PENG ; Enhua XIAO
Journal of Central South University(Medical Sciences) 2025;50(4):651-663
OBJECTIVES:
Renal cell carcinoma (RCC) is a malignant renal tumor that poses a significant threat to patient health. Accurate preoperative pathological grading plays a crucial role in determining the appropriate treatment for this disease. Currently, deep learning technology has become an important method for pathological grading of RCC. However, existing methods primarily rely on single-phase computed tomography (CT) imaging for analysis and prediction, which has limitations such as missing small lesions, one-sided evaluation, and local focusing issues. Therefore, this study proposes a multi-modal deep learning algorithm that integrates multi-phase enhanced CT images with clinical variable data, aiming to provide a basis for predicting the pathological grading of RCC.
METHODS:
First, the algorithm took four-phase enhanced CT images from the plain scan, arterial phase, venous phase, and delayed phase, along with clinical variables, as inputs. Then, an embedding encoding module was used to extract heterogeneous information from the clinical variables, and a 3-dimensional (3D) ResNet50 model was employed to capture spatial information from the multi-phase enhanced CT image data. Finally, a Fusion module deeply integrated the feature information from clinical variables and each phase's CT image features, further utilizing a cross-self-attention mechanism to achieve multi-phase feature fusion. This approach comprehensively captures the deep semantic information from the patient data, fully leveraging the complementary advantages of multi-modal and multi-phase data. To validate the effectiveness of the proposed method, a total of 1 229 RCC patients were approved by ethics review were included to train the model.
RESULTS:
Experimental results demonstrated superior performance compared to traditional radiomics and state-of-the-art deep learning methods, achieving an accuracy of 83.87%, a recall rate of 95.04%, and an F1-score of 82.23%.
CONCLUSIONS
The proposed algorithm exhibits strong stability and sensitivity, significantly enhancing the predictive performance of RCC pathological grading. It offers a novel approach for accurate RCC diagnosis and personalized treatment planning.
Humans
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Carcinoma, Renal Cell/pathology*
;
Deep Learning
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Kidney Neoplasms/diagnostic imaging*
;
Tomography, X-Ray Computed/methods*
;
Algorithms
;
Neoplasm Grading
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Male
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Female
;
Middle Aged
2.Clinical application of adjustable traction skin stretchers in repair of wounds at the lower leg, foot and ankle
Wenchao SONG ; Xuejian WU ; Juyu TANG ; Jianli WANG ; Bo LIU ; Peng XIAO ; Chong MENG ; Jianzhong GUAN ; Tao SONG ; Guohua NI ; Dehong ZHANG ; Weihong ZHANG
Chinese Journal of Orthopaedic Trauma 2023;25(3):226-232
Objective:To evaluate the clinical effects of adjustable traction skin stretchers used in repair of wounds at the lower leg, foot and ankle.Methods:A retrospective study was performed to analyze the clinical data of 56 patients who had been treated for skin defects at the lower leg, foot and ankle from August 2016 to September 2022 at The First Affiliated Hospital of Zhengzhou University, Honghui Hospital, Affiliated to Xi'an Jiaotong University Medical College, The First Affiliated Hospital of Henan Polytechnic University, and Yunnan Zhongde Orthopedic Hospital. There were 35 males and 21 females, aged (39.9±18.7) years. There were 43 traumatic wounds, 3 burns, 6 inflammatory wounds, 3 relief incisions due to osteofascial compartment syndrome, and 1 scar. The areas of skin defect ranged from 2.5 cm × 2.0 cm to 20.0 cm × 10.0 cm. The duration of wounds was (8.6±7.8) d. All the wounds were repaired with adjustable traction skin stretchers. The row-hook type of skin stretchers was used in 28 cases, the single-rod type in 20 cases, the single-rod type combined with an external fixator in 5 cases, and a combination of the row-hook type and the single-rod type in 3 cases.The time for wound traction closure, color of wound skin margin, skin swelling around the wound, functional recovery of affected limb and complications were recorded.Results:The time from skin stretching to wound closure was (7.8±3.8) d in the 56 patients. The color of wound skin edge after stretching was normal in 16 cases, dark red in 38 cases, and dark in 2 cases; the skin swelling around the wound was degree 1 in 21 cases, degree 2 in 33 cases, and degree 3 in 2 cases. The 56 patients were followed up for (8.9±4.1) months. Primary wound closure was achieved in 48 patients, and secondary wound closure in 8 patients after repair with an autologous skin graft. Partial skin necrosis occurred due to tension blisters after skin stretching in 2 patients, one of whom was repaired with an autologous skin graft and the other of whom by dressing change. Deep bone infection recurred in 2 patients whose wounds healed after their bone defects were repaired using Ilizarov technique of bone transfer. In the 56 patients, the muscle strength of the lower extremity beyond the wound was recovered to normal, and the range of motion of the joints adjacent to the wound also recovered to normal.Conclusion:In repair of wounds at the lower leg, foot and ankle, adjustable traction skin stretchers can lead to fine clinical effects and limited complications, because the stretchers can control the tension of skin digitally and precisely.
3.Development and application syndromic surveillance and early warning system in border area in Yunnan Province.
Xiao Xiao SONG ; Le CAI ; Wei LIU ; Wen Long CUI ; Xia PENG ; Qiong Fen LI ; Yi DONG ; Ming Dong YANG ; Bo Qian WU ; Tao Ke YUE ; Jian Hua FAN ; Yuan Yuan LI ; Yan LI
Chinese Journal of Epidemiology 2023;44(5):845-850
Objective: To establish a dynamic syndromic surveillance system in the border areas of Yunnan Province based on information technology, evaluate its effectiveness and timeliness in the response to common communicable disease epidemics and improve the communicable disease prevention and control in border areas. Methods: Three border counties were selected for full coverage as study areas, and dynamic surveillance for 14 symptoms and 6 syndromes were conducted in medical institutions, the daily collection of information about students' school absence in primary schools and febrile illness in inbound people at border ports were conducted in these counties from January 2016 to February 2018 to establish an early warning system based on mobile phone and computer platform for a field experimental study. Results: With syndromes of rash, influenza-like illness and the numbers of primary school absence, the most common communicable disease events, such as hand foot and mouth disease, influenza and chickenpox, can be identified 1-5 days in advance by using EARS-3C and Kulldorff time-space scanning models with high sensitivity and specificity. The system is easy to use with strong security and feasibility. All the information and the warning alerts are released in the form of interactive charts and visual maps, which can facilitate the timely response. Conclusions: This system is highly effective and easy to operate in the detection of possible outbreaks of common communicable diseases in border areas in real time, so the timely and effective intervention can be conducted to reduce the risk of local and cross-border communicable disease outbreaks. It has practical application value.
Humans
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Influenza, Human
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Sentinel Surveillance
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Syndrome
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China
;
Cell Phone
4.Complex total knee arthroplasty assisted by a 3D printed patient-specific guider
Huikang ZHANG ; Xiao JIANG ; Chen LING ; Yufeng WANG ; Po ZHANG ; Dehong FENG ; Peng YUAN ; Liming WANG ; Qingqiang YAO
Chinese Journal of Orthopaedic Trauma 2020;22(10):867-875
Objective:To explore the application of a 3D printed patient-specific guider (3D-PSG) in complex total knee arthroplasty (TKA).Methods:A retrospective analysis was performed of the data of 44 patients who had received complex artificial TKA for articular and extra-articular deformities of the knee from January 2016 to October 2019 at Department of Orthopaedic Surgery, Nanjing First Hospital. According to whether a 3D-PSG had been applied, the patients were divided into 2 groups. In the 3D-PSG group of 23 patients, there were 11 males and 12 females, with an age of 63.7 years ± 10.2 years (from 53 to 81 years); in the conventional group of 21 cases, there were 10 males and 11 females, with an age of 64.2 years ±12.1 years (from 51 to 79 years). In the 3D-PSG group, the preoperative CT data were 3D reconstructed for measurement of a full lower limb and design of a 3D-PSG and TKA was assisted by a 3D-PSG which had been manufactured by a 3D printer using the STL files of the 3D-PSG imported. In the conventional group TKA was performed in a standard manner. In the 3D-PSG group, the TKA surgical parameters in the preoperative plan were compared with actual surgical measurements. The 2 groups were compared in terms of operation time, intraoperative blood loss, postoperative drainage volume, length of hospital stay, visual analogue scale (VAS), Knee Society Score (KSS), hip knee ankle (HKA), frontal femoral component (FFC), frontal tibial component (FTC), lateral femoral flexion (LFF) and lateral tibial component (LTC).Results:There were no significant differences between the 2 groups in the preoperative general data, showing comparability ( P>0.05). In the 3D-PSG group, no significant differences were found between preoperative parameters designed and actual intraoperative measurements in the prosthetic type of femoral condyle (3.4±1.1 versus 3.5±0.9) or of tibial plateau (3.1±0.9 versus 3.3±1.2), or in the filler thickness (10.6 mm ± 3.2 mm versus 10.9 mm ± 4.7 mm) ( P>0.05). The 44 patients were followed up for an average of 10.8 months (from 7 to 13 months). The 3D-PSG group had significantly less operation time (65.7 min ± 10.5 min), intraoperative blood loss (19.8 mL ±7.3 mL), postoperative drainage volume (124.6 mL ± 27.9 mL) and hospital stay (7.3 d ± 2.5 d) than the conventional group (82.4 min ± 11.7 min, 86.5 mL ± 35.7 mL, 154.6 mL ± 21.3 mL and 10.6 d ± 3.1 d) ( P<0.05). The VAS and KSS scores at postoperative day 1, week 1 and week 2 in the 3D-PSG group were significantly better than those in the conventional group ( P<0.05). Significantly more patients in the 3D-PSG group achieved approximately ideal values in HKA, FFC, FTC, LFF and LTC than those in the conventional group ( P<0.05). Conclusion:A 3D printed patient-specific guider may improve surgical accuracy, reduce operation time and achieve better surgical outcomes in complex total knee arthroplasty.
5.Meta-analysis of transperitoneal and retroperitoneal laparoscopic decortication in the treatment of simple renal cysts
Jinze LI ; Lei PENG ; Yunxiang LI ; Chunyang MENG ; Dehong CAO
International Journal of Surgery 2020;47(9):604-609,f3
Objective:To evaluate the clinical effects of transperitoneal and retroperitoneal laparoscopic decortication in the treatment of simple renal cysts.Methods:PubMed, EMBASE, Cochrane Library, CNKI, VIP and WanFang databases were searched, All studies about comparing transperitoneal and retroperitoneal laparoscopic decortication for simple renal cysts were included. The evaluation indicators included operative time, intraoperative blood loss, postoperative drainage time, postoperative hospital stay, and complication rate. Statistical analysis of the data using RevMan 5.3 software.Results:A total of 14 control studies were included, 409 cases in the transperitoneal group and 452 cases in the retroperitoneal group. Meta-analysis demonstrated that compared with the transperitoneal group, the retroperitoneal group had shorter operation time ( MD=8.81, 95% CI: 3.79-13.82, P<0.01), less intraoperative blood loss ( MD=4.89, 95% CI: 1.40-8.38, P<0.01), and shorter postoperative hospital stay ( MD=0.60, 95% CI: 0.24-0.96, P<0.01). However, there were not significant differences between the two approaches in postoperative drainage time ( MD=-0.12, 95% CI: -0.26-0.03, P=0.13) and complication rate ( OR=1.47, 95% CI: 0.48-4.47, P=0.05). Conclusions:Compared with the transperitoneal, the retroperitoneal laparoscopic decortication has the advantages of short operation time, less intraoperative blood loss and short postoperative hospital stay. Therefore, retroperitoneal laparoscopic decortication is expected to be the first choice for the treatment of simple renal cysts.
6.Optimization of Extraction Technology of Total Polyphenols and Total Flavonoids in Gardenia jasminoides by Response Surface Method
Xiao HUANG ; Jing LIU ; Shuimei PENG ; Dehong LIU ; Xiaomei FU ; Jianguo PEI ; Zhigui WU
China Pharmacy 2017;28(28):3964-3968
OBJECTIVE:To optimize the extraction technology of total polyphenol and total flavonoid in Gardenia jasminoi-des. METHODS:Plackett-burman(PB)design was used to select the ethanol volume fraction,liquid-solid ratio,particle size,ex-traction time and extraction temperature to determine the key factor affecting the extraction of total polyphenol and total flavonoids in G. jasminoides. Then central composite design (CCD) was combined with response surface method to optimize the extraction technology,and verification test was conducted. RESULTS:The optimal extraction conditions of total polyphenol were 40% etha-nol,particle size of 0.20 mm,extraction temperature of 60 ℃,liquid-solid ratio of 20,and extraction time of 20 min;the optimal extraction conditions of total flavonoids were 40% ethanol,particle size of 0.20 mm,extraction temperature of 30 ℃,liquid-solid ratio of 20,and extraction time of 20 min. In verification test,the contents of total polyphenol and total flavonoids in G. jasminoi-des were 1.70%(RSD=1.43%,n=3),3.23%(RSD=3.72%,n=3),with relative error of 1.80%,8.75% with predicted val-ues,respectively. CONCLUSIONS:The response surface method based on PB and CCD is simple,reasonable and feasible to opti-mize the extraction technology of total polyphenol and total flavonoids in G. jasminoides. The method can provide reference for its industrial extraction.
7.Comparison of BRAVO Sequence and TRICKS Sequence on Cerebral Venous Sinus Thrombosis
Dehong LIU ; Juwei SHAO ; Shutian XIANG ; Chen LIU ; Peng WANG ; Yingwen LI
Journal of Kunming Medical University 2016;37(11):121-125
Objective To compare the advantages and disadvantages of 3D BRAVO and TRICKS for detecting cerebral venous sinus thrombosis (CVST) and to explore the MR scanning methods on CVST.Methods A retrospective analysis was conducted on 40 patients who were diagnosed with CVST in the Fourth Affiliated Hospital of Kunming Medical University from January 2011 to June,2014.All the patients underwent TRICKS scan and 3D BRAVO examination and were classified into 3 groups based on dural venous sinuses,deep cerebral vein and superficial cerebral vein.Detection rates of TRICKS and BRAVO were evaluated and the results were analyzed.Result Detection rates of dural venous sinuses by TRICKS and BRAVO were 98.0% and 100% respectively.Detection rates of deep cerebral vein were 92.9% and 100% respectively.No significant difference was found (P>0.05).Detection rates of superficial cerebral vein were 66.7% and 100% respectively.Significant difference was found between the two (P<0.05) Conclusion BRAVO technology can clearly demonstrate the details of CVST,especially in superficial cerebral vein.With the combination use of TRICKS sequences,it will be of higher diagnostic value.
8.CT angiography features of the involved arterial branches of the spontaneous isolated superior mesenteric artery dissection.
Kewen PENG ; Yan GAO ; Erwei CHU ; Bixian SHEN ; Dehong GAO ; Jiwu LUO
Chinese Journal of Gastrointestinal Surgery 2014;17(3):264-267
OBJECTIVETo explore the CT angiography features of the involved arterial branches of the spontaneous isolated superior mesentery artery dissection(SISMAD).
METHODSClinical and CT angiogram data of 6 patients with SISMAD confirmed by dual source energy CT angiography were analyzed retrospectively. The CT angiography features and prognosis of patients were investigated.
RESULTSAverage age of 6 patients was(45.83±5.60) years old. Ten branches of jejunoileal artery were involved in 4 patients. All the dissections of the superior mesenteric arteries(SMA) were extended from its proximal to its end. Intramural hematoma was found in all the involved branches, which showed eccentric target sign in the transverse section and sandwich sign in the longitudinal axial section. In 7 branches of 3 patients, the involved branches originated from the false lumina of the SMA. In one patient, the intramural hematoma of the jejunoileal arteries was found to be completely absorbed in a repeated CT angiography one year late.
CONCLUSIONSFor the SISMAD, the involvement of the branches of the SMA may be associated with the extension of the dissection of the SMA. The inflation of the false lumina of the branches is worse than that of the SMA. With the improvement of the dissection of the SMA, the intramural hematoma of the branches can be absorbed. The conservative treatment may be the first choice for SISMAD without emergency.
Angiography ; Humans ; Mesenteric Artery, Superior ; diagnostic imaging ; Middle Aged ; Prognosis ; Retrospective Studies ; Tomography, X-Ray Computed
9.Relationship between HbA1C and microvascular complications in high-risk populations of diabetes
Xianghang PENG ; Dehong CAI ; Rui YANG ; Xiaohe LU ; Min FU ; Yaqin AI ; Hong CHEN ; Hua ZHANG ; Rongping CHEN
Chinese Journal of Endocrinology and Metabolism 2011;27(5):381-385
Objective To explore the association of HbA1C with microvascular complications,and to evaluate the diagnostic value of HbA1C in diabetes mellitus in high-risk populations of Guangzhou.Methods HbA1C,blood glucose,fundus photography,and microalbuminuria were detected in 208 permanent residents with high-risk factors of diabetes.The receiver operating characteristiC(ROC)curves were used to estimate the area of HbA1C,fasting plasma glucose(FPG),postprandial 2 h plasma glucose(2hPG)under the curve for discriminating microvascular complications.Results There were 14.9% adults suffering from diabetic retinopathy and 12% microalbuminuria in high risk populations of diabetes.The optimal cutoff points of HbA1C,FPG,and 2hPG in detecting retinopathy were 5.8%,7.0 mmol/L,and 10.9 mmol/L respectively.The thresholds for increasing prevalence of microalbuminuria were5.8% for HbA1C,6.4 mmol/L for FPG,and 10.7 mmol/L for 2hPG.Conclusions The prevalence of diabetic microvascular complications increases dramatically at the concentration of HbA1C 5.8%.As a diagnostic value for microvascular complications,there is no significant difference between HbA1C and 2hPG.
10.Changes of sex hormone levels and sexual function in male patients after liver transplantation
Peng LI ; Hua FAN ; Dehong XIE
Chinese Journal of General Surgery 2011;26(10):811-813
ObjectiveTo investigate changes of sex hormone levels and sexual function in male patients after liver transplantation.MethodsBlood samples were taken from 69 male patients receiving liver transplantation pretransplantation and postoperative 3rd,7th,14th day,1st and 3rd month respectively.Serum estradiol and testosterone were measured by radioimmunoassay.Serum sex hormone binding globulin was measured by ELISA.Sixty-nine discharged adult male liver transplant recipients ( age ranging 24 -45 years) with a normally functioning allograft for at least 6 months were questioned on their pre-and post-operativesexualfunction compared with 23adulthealthy controls.ResultsPretransplantation serum estradiol and sex hormone binding globulin were significantly higher (87.56±31.21 vs.26.00 ±9.12,u=9.30,P<0.0001,134.50±30.68 vs.51.04 ±12.05,u=12.69,P < 0.0001,respectively),and testosterone was lower than normal controls (2.02 ± 1.28 vs.4.82 ± 1.48,u =-8.73,P <0.0001 ) and levels were correlated with MELD scores (r =0.80,P <0.0001,r =-0.77,P <0.0001,r =0.72,P <0.0001,respectively).Sex hormone levels were back to normal on postoperative 2nd week (serum estradiol) or 1st month (serum testosterone and sex hormone binding globulin).Compared with pretransplant status,sexual function improved significantly when evaluated on postoperative 6th month.ConclusionsLevels of serum sex hormone were correlated with MELD scores before liver transplant.After liver transplant,estradiol was back to normal level on postoperative 2nd week,testosterone and sex hormone binding globulin back to normal level on postoperative 1 st month.Sexual function significantly improves after liver transplantation.

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