1.Survey on natural language processing in medical image analysis.
Zhengliang LIU ; Mengshen HE ; Zuowei JIANG ; Zihao WU ; Haixing DAI ; Lian ZHANG ; Siyi LUO ; Tianle HAN ; Xiang LI ; Xi JIANG ; Dajiang ZHU ; Xiaoyan CAI ; Bao GE ; Wei LIU ; Jun LIU ; Dinggang SHEN ; Tianming LIU
Journal of Central South University(Medical Sciences) 2022;47(8):981-993
Recent advancement in natural language processing (NLP) and medical imaging empowers the wide applicability of deep learning models. These developments have increased not only data understanding, but also knowledge of state-of-the-art architectures and their real-world potentials. Medical imaging researchers have recognized the limitations of only targeting images, as well as the importance of integrating multimodal inputs into medical image analysis. The lack of comprehensive surveys of the current literature, however, impedes the progress of this domain. Existing research perspectives, as well as the architectures, tasks, datasets, and performance measures examined in the present literature, are reviewed in this work, and we also provide a brief description of possible future directions in the field, aiming to provide researchers and healthcare professionals with a detailed summary of existing academic research and to provide rational insights to facilitate future research.
Humans
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Natural Language Processing
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Surveys and Questionnaires
2.Study on the effect of peer support education on family function of breast reconstruction patients after breast cancer surgery
Cuie PENG ; Zan LI ; Bo ZHOU ; Chunliu LYU ; Huangxing MAO ; Peng WU ; Dajiang SONG ; Qingxia WANG ; Wen PENG ; Xin CAI
Chinese Journal of Practical Nursing 2021;37(6):410-416
Objective:To investigate the effect of peer support education on family function of breast cancer patients with breast reconstruction.Methods:Totally 146 patients who received surgical treatment in the department of plastic surgery for breast cancer from June 2017 to June 2019 were randomly divided into the experimental group and the control group by the method of random number table, 73 cases each. The control group received routine education. Patients in the observation group received regular education and peer support education. The intervention time was from admission to 6 months after discharge, and the control group received routine nursing care. Quality of life questionnaire was used to evaluate the quality of life of the patients at six months after operation, family care index questionnaire was used to evaluate the family function of the patients, and comprehend social support scale was used to evaluate the level of social support, then various indicators of the two groups of patients were compared.Results:6 months after operation, the scores of quality of life function and symptom dimension of the intervention group were 6.43±1.54. 5.83±1.47, while control group were 6.02±1.59; 6.39±1.63. There were statistically significant differences between the two groups ( t values were 4.30, 5.01, P < 0.05); family care scores of the two groups were compared, the intervention group was 8.78±2.04. The control group was 8.43±2.05. There were statistically significant differences between the two groups ( t value was 2.02, P < 0.05); the comprehension support score of the two groups was compared, and that of the intervention group was 62.24±14.81. The control group was 55.74±13.58. There were statistically significant differences between the two groups ( t value was 4.26, P < 0.05). Conclusion:Peer support education can improve the quality of life and family care of breast cancer patients with breast reconstruction.
3.Clinical efficacy of combined transverse upper gracilis flap and adductor magnus perforator flap in breast reconstruction
Dajiang SONG ; Zan LI ; Xiao ZHOU ; Yixin ZHANG ; Xiaowei PENG ; Bo ZHOU ; Chunliu LYU ; Peng WU ; Yuanyuan TANG
Chinese Journal of Medical Aesthetics and Cosmetology 2021;27(1):29-33
Objective:To explore the necessity of combined transverse upper gracilis flap and adductor magnus perforator flap in breast reconstruction.Methods:From December 2016 to February 2019, 16 female breast cancer patients, aged 27-59 years, with an average of 40.3 years, were treated in the Department of Oncoplastic Surgery, Hunan Cancer Hospital. The tumors were unilateral in 9 cases on the left side and 7 cases on the right side, with a diameter of 1.5-4.5 (2.9±0.3) cm, and all of them were stage I. Pathological diagnosis included 9 cases of invasive ductal carcinoma and 7 cases of invasive lobular carcinoma. After the modified radical mastectomy, the medial thigh perforator flap was used to reconstruct the breast. Patients were randomly divided into group A and group B. In group A, the gracilis myocutaneous flap combined with the adductor magnus perforator flap was elevated. In group B, the adductor magnus perforator flap with large size reaching the front edge of gracilis muscle was directly harvested. After all the flaps were harvested with only one major adductor perforator as vascular pedicle, ICG fluorescence imaging technology was used to verify the blood supply of the flaps.Results:Eight cases of gracilis myocutaneous flap combined with adductor magnus perforator flap and 8 cases of adductor magnus perforator flap were transplanted, The length, width and thickness of the flaps were (27.5±0.4) cm, (7.1±0.5) cm and (3.8±0.4) cm, (7.4±0.3) cm and (10.8±0.5) cm respectively. The average weight of the flap was 255 g (195 g-315 g). The mean ischemia time was 75 min (55-90 min). In 16 cases, the proximal and distal ends of internal mammary vessels were used as the recipient vessels. Only anastomosing the adductor magnus perforator vessels could ensure the reliable blood supply of the flap. All flaps survived successfully in one stage. The appearance of reconstructed breast was good and there was no obvious flap contracture and deformation. 16 cases were followed up for an average of 12.5 months, and the patients' self perception and appearance were satisfactory. Only hidden linear scar was left on the donor site of the medial thigh flap, and the function of hip joint and leg was not affected.Conclusions:Large size of medial thigh perforator flap pedicled with the perforator of adductor magnus can be safely and reliably cut with no needing additional harvest of gracilis muscle vascular pedicle.
4.Deep inferior epigastric artery perforator flap transferred for breast reconstruction salvage after failed tissue expander implantation
Dajiang SONG ; Zan LI ; Xiao ZHOU ; Yixin ZHANG ; Xiaowei PENG ; Bo ZHOU ; Chunliu LYU ; Peng WU ; Yuanyuan TANG
Chinese Journal of Plastic Surgery 2021;37(7):719-725
Objective:To present the authors’experience using a deep inferior epigastric artery perforator (DIEP) flap for the salvage of tissue expander implantation failed breast reconstruction.Methods:A retrospective study was conducted of all patients who underwent breast reconstruction salvaged by means of a DIEP flap because of failed tissue expander implantation in the Department of Oncology Plastic Surgery of Hunan Province Cancer Hospital from July 2016 to January 2019. Flap survival, breast shape, wound healing and abdominal wall function were reviewed.Results:A total of 13 patients, female, 28 to 53 years old, were included in this study. All the patients had undergone modified mastectomy and failed tissue expander implantation before, and the expanders were removed because of infection in 3 cases, the capsule contracture and displacement in 4 cases and patients feeling uncomfortable and refused prosthesis implantation in 6 cases. Unilateral reconstruction was performed in all cases, 8 cases of left breast and 5 cases of the right. Thirteen free DIEP flaps were harvested. The length, width and thickness of DIEP flap were (25.5 ± 0.6) cm, (12.6 ± 0.4) cm and (5.9 ± 0.7) cm respectively, and the length of vascular pedicle was (11.3 ± 0.4) cm. The average weight of the flap was 435 g (390-510 g). The average operation time was 440 min (390-560 min). The proximal end of internal mammary vessels were used as the recipient vessels in 6 cases, the proximal and distal end of internal mammary vessels were used as the recipient vessels in 4 cases, the thoracodorsal vessels in 2 cases and combined the thoracodorsal vessels and the proximal end of internal mammary vessels in 1 case. All flaps survived successfully. The average follow-up period was 16.5 months (range, 12-39 months). The appearance and texture of reconstructed breast were good, and there was no flap contracture and deformation. Only concealed linear scar was left in the donor site. The motor function of abdominal wall was not limited.Conclusions:Salvaging failed tissue expander implantation breast reconstruction using DIEP flap is safe and efficient, with satisfying breast appearance and low complication rate.
5.Deep inferior epigastric artery perforator flap transferred for breast reconstruction salvage after failed tissue expander implantation
Dajiang SONG ; Zan LI ; Xiao ZHOU ; Yixin ZHANG ; Xiaowei PENG ; Bo ZHOU ; Chunliu LYU ; Peng WU ; Yuanyuan TANG
Chinese Journal of Plastic Surgery 2021;37(7):719-725
Objective:To present the authors’experience using a deep inferior epigastric artery perforator (DIEP) flap for the salvage of tissue expander implantation failed breast reconstruction.Methods:A retrospective study was conducted of all patients who underwent breast reconstruction salvaged by means of a DIEP flap because of failed tissue expander implantation in the Department of Oncology Plastic Surgery of Hunan Province Cancer Hospital from July 2016 to January 2019. Flap survival, breast shape, wound healing and abdominal wall function were reviewed.Results:A total of 13 patients, female, 28 to 53 years old, were included in this study. All the patients had undergone modified mastectomy and failed tissue expander implantation before, and the expanders were removed because of infection in 3 cases, the capsule contracture and displacement in 4 cases and patients feeling uncomfortable and refused prosthesis implantation in 6 cases. Unilateral reconstruction was performed in all cases, 8 cases of left breast and 5 cases of the right. Thirteen free DIEP flaps were harvested. The length, width and thickness of DIEP flap were (25.5 ± 0.6) cm, (12.6 ± 0.4) cm and (5.9 ± 0.7) cm respectively, and the length of vascular pedicle was (11.3 ± 0.4) cm. The average weight of the flap was 435 g (390-510 g). The average operation time was 440 min (390-560 min). The proximal end of internal mammary vessels were used as the recipient vessels in 6 cases, the proximal and distal end of internal mammary vessels were used as the recipient vessels in 4 cases, the thoracodorsal vessels in 2 cases and combined the thoracodorsal vessels and the proximal end of internal mammary vessels in 1 case. All flaps survived successfully. The average follow-up period was 16.5 months (range, 12-39 months). The appearance and texture of reconstructed breast were good, and there was no flap contracture and deformation. Only concealed linear scar was left in the donor site. The motor function of abdominal wall was not limited.Conclusions:Salvaging failed tissue expander implantation breast reconstruction using DIEP flap is safe and efficient, with satisfying breast appearance and low complication rate.
6.Conjoined bipedicle deep inferior epigastric perforator flap in reconstruction of unilateral breast
Dajiang SONG ; Zan LI ; Yixin ZHANG ; Xiaowei PENG ; Bo ZHOU ; Chunliu LYU ; Peng WU ; Yuanyuan TANG ; Liang YI ; Zhenhua LUO
Chinese Journal of Microsurgery 2020;43(5):441-445
Objective:To explore the clinical application of conjoined bipedicle deep inferior epigastric perforator flap (DIEP) in reconstruction of unilateral breast for patients with breast cancer.Methods:From August, 2007 to Feburary, 2017, 41 cases of breast cancer patients received conjoined bipedicle DIEP to reconstruct breasts at the same time of radial operation of mastocarcinoma or in the second phase. Their age ranged from 27 to 49 (34.5±2.7) years old. Twenty-two cases had one-staged and other 19 had two-staged breast reconstruction. All patients were in scheduled followed-up.Results:In this study, 41 conjoined bipedicle DIEP were harvested, including 12 of lateral branch type, 9 of medial branch type, and 20 of combined lateral and medial branch type. The length of flap was (24.5±0.5) cm, the width of flap was (10.8±2.8) cm, and the thickness of flap was(5.5±0.4) cm. The length of flap pedicle was (12.5±0.6) cm. The average weight of flap was 565 (ranged 365-1 050) g. The vascular combinations in the receiving area included: ①Eighteen cases of proximal and distal thoracic vessels. ②Eleven cases proximal ends of internal mammary vessels and lateral thoracic vessels. ③Eight cases of proximal ends of internal mammary vessels and thoracodorsal vessels. ④Four cases thoracodorsal vessels and lateral thoracic vessels. In 3 patients, in order to further promote the venous outflow of the flap, the superficial inferior epigastric vein of the flap was anastomosed with the thoracoacromial vein of the recipient area. All flaps were successful and completely survived without marginal necrosis or infection. The shape, texture and elasticity of the reconstructed breasts were good without flap contractive deformity. There were only linear scars left in the donor sites, and function of abdomen was not affected. All 41 patients were followed-up for 12 to 50 months, with an average of 15.8 months with satisfied results. No local recurrence happened. Only linear scar was left in the donor site of abdomen, and the function of abdominal wall was not affected. In all cases bilateral rectus abdominis muscle strength was level 5.Conclusion:The conjoined bipedicle DIEP could be a safe and valuable option as an alternative method for autologous breast reconstruction.
7.Effect of anteromedial thigh perforator flap on repair of defects caused by oral cancer surgery
Dajiang SONG ; Zan LI ; Yixin ZHANG ; Xiaowei PENG ; Guang FENG ; Bo ZHOU ; Chunliu LYU ; Peng WU ; Yuanyuan TANG ; Liang YI ; Zhenhua LUO
Chinese Journal of Medical Aesthetics and Cosmetology 2020;26(5):398-401
Objective:To introduce the advantages and clinical experience of relaying antero thigh flap in the resurfacing of the donor defect after anteromedial thigh (AMT) flap transfer for oral cancer defect reconstruction.Methods:The number, courses and location of antero thigh perforators were recorded in 6 adult specimens, (3 male and 3 female). Specimen was produced via femoral artery perfusion after joining lead oxide red setting, up to the inguinal ligament, down to the superior margin of patella, lateral to the lateral femoral intermuscular septum, medial near the lateral margin of adductor longus muscle. From February 2016 to December 2018 in Hunan Provincial Cancer Hospital, 13 cases (11 male and 2 female) with oral carcinoma (8 tongue carcinoma and 5 buccal cancer), leaving tongue or mouth defects which were reconstructed by free AMT perforator flaps.Results:All free AMT flaps were harvested smoothly, the flap size ranged from 7.5 cm×4.5 cm to 13.0 cm×7.5 cm, the donor sites were reconstructed with relaying ALT flaps in 10 cases, with relaying AMT flaps in 3 cases, the relaying ALT flap size ranged from 8.5 cm×5.0 cm to 18.0 cm×7.0 cm, the relaying AMT flap size ranged from 7.5 cm×4.0 cm to 15.0 cm×7.0 cm. All flaps survived uneventfully, no vascular crisis or wound dehiscence, infection occurred. All patients were followed up for 12~28 months, all flaps healed smoothly, only linear scar was left in the donor sites, the color, appearance and contour of flaps were natural, and the function of thighs were not affected.Conclusions:When it is difficult to elevate the free anterolateral thigh flap, the free anteromedial thigh flap can be used to repair the oral cancer defect. When the direct closure of the flap donor area is of big tension, the relaying antero flap can be used to reconstruct the donor site, minimize the operation time and improve the outcome.
8.Bilateral free posteromedial thigh perforator flaps for unilateral breast reconstruction
Dajiang SONG ; Zan LI ; Yixin ZHANG ; Xiaowei PENG ; Bo ZHOU ; Chunliu LYU ; Peng WU ; Yuanyuan TANG
Chinese Journal of Plastic Surgery 2020;36(3):263-269
Objective:To explore the clinical application of bilateral free posteromedial thigh perforator flaps for unilateral breast reconstruction.Methods:Retrospective analysis of bilateral free posteromedial thigh perforator flaps application in six breast cancer cases for immediate or two-staged breast reconstruction. The age of patients ranged from 31 to 47 years old. All cancer occurred in hemi-lateral, 3 cases on left and 3 cases on right. Pathological diagnosis included invasive ductal carcinoma in 3 cases and invasive lobular carcinoma in 3 cases. One or two-staged breast reconstruction using bilateral free posteomedial thigh perforator flaps was carried out in 6 breast cancer patients. In stage Ⅰ cases the breast tumor size ranged from 2.5 to 4.0 cm, (2.8±0.5) cm on average; 3 cases of breast cancer were in stage Ⅰ and 3 cases was in stage Ⅱ. Postoperative follow-up of recipient and donor sites were evaluated.Results:The length of flap was (24.4±0.5) cm, the width of flap was (8.3±0.5) cm, the thickness of flap was (3.4±0.5) cm. The length of pedicle was (8.9±0.4) cm, the outer diameter of pedicle artery was (1.5±0.4) mm, the outer diameter of pedicle vein was (1.9±0.3) mm. The average weight of flap was 235 g (ranged from 165 g to 345 g). Lymphatic leakage occurred in the donor site in 1 case 1 week postoperatively and healed with continuous negative pressure suction in 2 weeks. All flaps survived totally. The reconstructed breasts’ shape, texture and elasticity were good and no flap contracture deformation happened. Only linear scar left in the donor sites, the function of thighs was not affected. All 6 patients were followed up for 5-8 months (5.5 months on average) with satisfied result. No local recurrence happened.Conclusions:Bilateral free posteromedial thigh perforator flaps transferring is feasible to reconstruct unilateral breast.
9.Correlation analysis of satisfaction and quality of life in patients with breast reconstruction after mastectomy
Huangxing MAO ; Zan LI ; Cuie PENG ; Chunliu LYU ; Dajiang SONG ; Xiaowei PENG ; Bo ZHOU ; Peng WU ; Yuanyuan TANG ; Wen PENG ; Zeyang LIU
Chinese Journal of Plastic Surgery 2020;36(11):1215-1223
Objective:To investigate the relationship between satisfaction and quality of life of patients with breast reconstruction after mastectomy, and analyze the influencing factors of satisfaction.Methods:In this study, 157 female breast reconstruction patients who were treated in Hunan Cancer Hospital from January 2016 to June 2019 were selected as the object of this study. The BRECON-31 and QLQ-BR23 were used to assess satisfaction and quality of life respectively, and the clinical and demographic data were collected, Pearson correlation test was applied to analyze the correlation between satisfaction and quality of life, univariate analysis and multiple linear regression analysis were performed to investigate the influence factors of satisfaction.Results:A total of 157 patients, whose age was (41.8±8.3) years and median follow-up time was 11 months were included and 147 valid questionnaires were collected. The satisfaction score was 74.44±6.29, which meant patients with breast reconstruction after mastectomy had high satisfaction. There was a significant correlation between intimacy and body image ( r=-0.183, P=0.043), sexual function ( r=0.201, P=0.026), sexual interest ( r=0.204, P=0.029), breast symptoms ( r=-0.247, P=0.006) and arm symptoms ( r=-0.246, P=0.006) in patients with breast reconstruction after mastectomy, the patient’s self-awareness was significantly influenced by factors such as body shape ( r=-0.228, P=0.006), sexual function ( r=-0.293, P<0.001), sexual interest ( r=-0.258, P=0.003), breast symptoms ( r=-0.183, P=0.029), hair loss-induced annoyance ( r=-0.187, P=0.027). The result of univariate analysis showed that age ( P=0.047), tumor stage ( P=0.004), reconstruction method ( P<0.001), chemoradiotherapy ( P=0.043) were the influencing factors of total satisfaction score, multiple linear regression result showed that the reconstruction method ( P<0.001) was an independent influence factor of satisfaction score. The total satisfaction score of patients with autologous tissue reconstruction (75.99±5.94) was better than that of patients with autologous tissue combined prosthesis (71.08±4.99) and patients with simple prosthesis implantation (70.81±8.54). Conclusions:Mutual impact was identified for life quality and satisfaction among patients with breast reconstruction after mastectomy. In addition, age, tumor stage, reconstruction method and chemoradiotherapy are the influence factor of satisfaction. Among them, the reconstruction method is independent influence factor, and the breast reconstruction with autologous tissue is a better choice.
10.Extending anatomical basis of pedicled gracilis musculocutaneous flaps in perineal reconstruction
Li WANG ; Dajiang SONG ; Zan LI ; Keqiang ZHANG ; Yixin ZHANG ; Xiaowei PENG ; Guang FENG ; Bo ZHOU ; Chunliu LYU ; Peng WU ; Yuanyuan TANG ; Liang YI ; Zhenhua LUO
Chinese Journal of Plastic Surgery 2020;36(12):1375-1379
Objective:To explore the extending design and anatomical basis of pedicled gracilis musculocutaneous flaps in perineal reconstruction.Methods:On six female cadavers (age ranged from 27 to 52 years old, 41.2 on average), bilateral gracilis flaps were designed, raised and transferred in the standard surgical manner and tunneled under the adductor longus muscle. Measured the distance from the tip of 12 flaps to the bilateral anterior superior iliac spine (ASIS). The myocutaneous flaps were then transferred and the distances from the tip of flaps to the ASIS were measured again. The paired sample t test (double tail) was used to compare the data measured by the two transfer method.Results:Cadaveric dissection revealed that in 6 corpses, bilateral profunda artery muscular branches all courses between the longus adductor and mangus adductor muscles, the pedicle length of 12 gracilis musculocutaneous flaps was(7.84±0.71) cm. In the standard surgical manner group, after transferring, the distance from the tip of flaps to the ipsilateral ASIS was (9.23±0.95) cm, ranged from 6.9 cm to 10.5 cm, the distance from the tip of flaps to the contralateral ASIS was(11.45±2.27) cm, ranged from 7.5 cm to 14.8 cm. In the tunnelled under the adductor longus muscle extension design group, after transferring, the distance from the tip of flaps to the ipsilateral ASIS was (4.52±1.18) cm, ranged from 2.7 cm to 6.5 cm, the distance from the tip of flaps to the contralateral ASIS was (8.92 ±1.82) cm, ranged from 4.8 cm to 11.7 cm. Compared with the standard surgical manner group, tunneling the flap under the adductor longus muscle to the ipsilateral side increased the reach by 3.5 cm to 7.3 cm, (4.71±1.14) cm, to contralateral side increased the reach by 0.9 cm to 4.1 cm, (2.53±0.89) cm. The distance to the ipsilateral anterior superior iliac spine measured by the two method , t=13.194, P<0.001, and the distance to the contralateral anterior superior iliac spine, t=9.057, P<0.001. The difference was statistically significant. The tunneled under the adductor longus muscle extension design group can increase the reach of reconstructive scope by 3.62 cm on average. The additional increasing length of tunneled under the adductor longus muscle method is 46.2%(3.62/7.84) of the average vascular pedicle length. Conclusions:Cadaveric dissection result have shown that tunneling of the gracilis musculocutaneous flap in a novel extension design way can enlengthen the pedicle length, increase its reach across the perineum.

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