1.Construction and evaluation of automatic measurement model of panoramic ultrasound biomicroscopy images based on deep learning
Jian ZHU ; Yulin YAN ; Weiyan JIANG ; Shaowei ZHANG ; Xiaoguang NIU ; Xiao HU ; Biqing ZHENG ; Yanning YANG
Chinese Journal of Experimental Ophthalmology 2025;43(6):513-521
Objective:To develop and evaluate a deep learning-based automatic measurement model for panoramic ultrasound biomicroscopy (UBM) images.Methods:A diagnostic test study was conducted.Preoperative UBM examination results of 372 patients who underwent implantable collamer lens (ICL) implantation were collected at the Eye Center of Renmin Hospital of Wuhan University between February 2021 and March 2023.A total of 1 368 panoramic UBM images were obtained to establish an image database.The dataset was divided into a training set (760 images), a validation set (86 images) and an internal test set (522 images).An expert panel consisting of three ophthalmologists annotated the images.The UNet+ + network was used to automatically segment anterior segment tissues, such as the cornea, lens and iris.In addition, image processing techniques and geometric localization algorithms were developed to automatically identify the anatomical landmarks of pupil diameter (PD), anterior chamber depth (ACD), angle-to-angle distance (ATA) and sulcus-to-sulcus distance (STS) to complete the measurement of these parameters.Additionally, 480 panoramic UBM images of 135 patients (240 eyes) from Aier Eye Hospital of Wuhan University were used as an external test set to further evaluate the performance of the model in different centers.The consistency between the measurements from the model and expert panel, the Pentacam system was assessed.Finally, 150 images were randomly selected from the external test set for a human-machine comparison to further evaluate the model's performance.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of Renmin Hospital of Wuhan University (No.WDRY-2022-K109) and Aier eye Hospital of Wuhan University (No.2023IRBKY120903).Written informed consent was obtained from each subject.Results:In the internal test dataset and external test dataset, with manual labeling as the reference standard, the model achieved a mean Dice coefficient of not less than 0.882.At least 95.65% of the anatomical landmark localization results had Euclidean distance differences within 250 μm.The intraclass correlation coefficients (ICCs) for the measurements of PD, ACD, angle-to-angle ATA, and STS were at least 0.958, with mean relative errors not exceeding 2.407%.With the Pentacam measurements as the reference standard, the ICCs for PD in the internal and external test sets were 0.540 and 0.466, respectively, while the ICCs for ACD were 0.946 and 0.908, respectively.In the human-machine comparison, the ICCs between the model's measurements and those of senior experts were all not lower than 0.969.Conclusions:The deep learning-based model can automatically measure anterior segment parameters from preoperative panoramic UBM images of patients undergoing ICL surgery.The model demonstrates a consistency comparable to that of senior experts, while providing higher efficiency.In terms of ACD measurement, the model shows good agreement between the measurements obtained from the model and Pentacam system.
2.Construction and evaluation of automatic measurement model of panoramic ultrasound biomicroscopy images based on deep learning
Jian ZHU ; Yulin YAN ; Weiyan JIANG ; Shaowei ZHANG ; Xiaoguang NIU ; Xiao HU ; Biqing ZHENG ; Yanning YANG
Chinese Journal of Experimental Ophthalmology 2025;43(6):513-521
Objective:To develop and evaluate a deep learning-based automatic measurement model for panoramic ultrasound biomicroscopy (UBM) images.Methods:A diagnostic test study was conducted.Preoperative UBM examination results of 372 patients who underwent implantable collamer lens (ICL) implantation were collected at the Eye Center of Renmin Hospital of Wuhan University between February 2021 and March 2023.A total of 1 368 panoramic UBM images were obtained to establish an image database.The dataset was divided into a training set (760 images), a validation set (86 images) and an internal test set (522 images).An expert panel consisting of three ophthalmologists annotated the images.The UNet+ + network was used to automatically segment anterior segment tissues, such as the cornea, lens and iris.In addition, image processing techniques and geometric localization algorithms were developed to automatically identify the anatomical landmarks of pupil diameter (PD), anterior chamber depth (ACD), angle-to-angle distance (ATA) and sulcus-to-sulcus distance (STS) to complete the measurement of these parameters.Additionally, 480 panoramic UBM images of 135 patients (240 eyes) from Aier Eye Hospital of Wuhan University were used as an external test set to further evaluate the performance of the model in different centers.The consistency between the measurements from the model and expert panel, the Pentacam system was assessed.Finally, 150 images were randomly selected from the external test set for a human-machine comparison to further evaluate the model's performance.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of Renmin Hospital of Wuhan University (No.WDRY-2022-K109) and Aier eye Hospital of Wuhan University (No.2023IRBKY120903).Written informed consent was obtained from each subject.Results:In the internal test dataset and external test dataset, with manual labeling as the reference standard, the model achieved a mean Dice coefficient of not less than 0.882.At least 95.65% of the anatomical landmark localization results had Euclidean distance differences within 250 μm.The intraclass correlation coefficients (ICCs) for the measurements of PD, ACD, angle-to-angle ATA, and STS were at least 0.958, with mean relative errors not exceeding 2.407%.With the Pentacam measurements as the reference standard, the ICCs for PD in the internal and external test sets were 0.540 and 0.466, respectively, while the ICCs for ACD were 0.946 and 0.908, respectively.In the human-machine comparison, the ICCs between the model's measurements and those of senior experts were all not lower than 0.969.Conclusions:The deep learning-based model can automatically measure anterior segment parameters from preoperative panoramic UBM images of patients undergoing ICL surgery.The model demonstrates a consistency comparable to that of senior experts, while providing higher efficiency.In terms of ACD measurement, the model shows good agreement between the measurements obtained from the model and Pentacam system.
3.Knowledge, attitude and practices of adult vaccine among the staff of vaccination units in Shandong Province
Sulan HU ; Yang YU ; Weiyan ZHANG ; Yingjie ZHANG ; Renpeng LI ; Aiqiang XU ; Zhenghui YANG
Chinese Journal of Preventive Medicine 2024;58(8):1252-1255
In order to understand the knowledge, attitude and practice (KAP) of vaccination against influenza, pneumonia, human papillomavirus (HPV), herpes zoster (HZ), COVID-19, and hepatitis B among staff of vaccination units in Shandong Province, a sample survey was conducted among 797 staffs of adult vaccination units in 12 counties (cities and districts) of Shandong Province from August to September 2022. The results showed that the respondents had the highest total score of knowledge and attitude for the COVID-19 vaccine, with the M ( Q1, Q3) of 23 (20, 25) and 10 (10, 10), respectively, and had the lowest score of knowledge and attitude for the herpes zoster vaccine, with the M ( Q1, Q3) of 19 (15, 22) and 8 (8, 10), respectively. The vaccine-related knowledge point"vaccine applicable population"had the highest score, with the M (Q1, Q3) of 26 (23, 30). The "contraindications/adverse reactions" and "adverse reaction management" had the lowest score, with the M (Q1, Q3) of 24 (20, 29) and 24 (20, 28), respectively. About 89.71% of respondents received one adult vaccine within two years at least. The principal driver for vaccination of 53.58% of recipients was their understanding of vaccines, which was"it was necessary to receive the vaccine". About 66.00% of respondents who had not received any adult vaccine in the past two years had insufficient awareness of the necessity of vaccination and believed that they were in good health and did not need to receive it. In summary, the staff of adult vaccination units in Shandong Province have a poor understanding of the herpes zoster vaccine in terms of vaccines and a relatively poor understanding of"contraindications/adverse reaction and management"in adult vaccination knowledge points.
4.Effects of Jiaohong Pills and Its Prescription on Scopolamine-induced Alzheimer's Disease Mice
Lijinchan DONG ; Weiyan CAI ; Li FENG ; Qing YANG ; Mengting LI ; Yanli WANG ; Hong ZHANG ; Qi LI ; Xiaogang WENG ; Yajie WANG ; Xiaoxin ZHU ; Xiaoru HU ; Ying CHEN
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(2):37-45
ObjectiveTo investigate the effects of Jiaohong pills (JHP) and its prescription, Pericarpium Zanthoxyli (PZ) and Rehmanniae Radix (RR) cognitive dysfunction in scopolamine-induced Alzheimer's disease (AD) mice and its mechanism through pharmacodynamic and metabolomics study. MethodThe animal model of AD induced by scopolamine was established and treated with PZ, RG and JHP, respectively. The effects of JHP and its formulations were investigated by open field test, water maze test, object recognition test, avoidance test, cholinergic system and oxidative stress related biochemical test. Untargeted metabolomics analysis of cerebral cortex was performed by ultra-performance liquid chromatography-Quadrupole/Orbitrap high resolution mass spectrometry (UPLC Q-Exactive Orbitrap MS). ResultThe behavioral data showed that, compared with the model group, the discrimination indexes of the high dose of JHP, PZ and RR groups was significantly increased (P<0.05). The staging rate of Morris water maze test in the PZ, RR, high and low dose groups of JHP was significantly increased (P<0.05, P<0.01), the crossing numbers in the PZ, JHP high and low dose groups were significantly increased (P<0.05, P<0.01); the number of errors in the avoidance test were significantly reduced in the PZ and high-dose JHP groups (P<0.01), and the error latencies were significantly increased in the JHP and its prescription drug groups (P<0.01). Compared with the model group, the activities of acetylcholinesterase in the cerebral cortex of the two doses of JHP group and the PZ group were significantly increased (P<0.05, P<0.01), and the activity of acetylcholinesterase in the high-dose JHP group was significantly decreased (P<0.05), and the level of acetylcholine was significantly increased (P<0.01). At the same time, the contents of malondialdehyde in the serum of the two dose groups of JHP decreased significantly (P<0.05, P<0.01). The results of metabolomics study of cerebral cortex showed that 149 differential metabolites were identified between the JHP group and the model group, which were involved in neurotransmitter metabolism, energy metabolism, oxidative stress and amino acid metabolism. ConclusionJHP and its prescription can antagonize scopolamine-induced cognitive dysfunction, regulate cholinergic system, and reduce oxidative stress damage. The mechanism of its therapeutic effect on AD is related to the regulation of neurotransmitter, energy, amino acid metabolism, and improvement of oxidative stress.
5.Knowledge, attitude and practices of adult vaccine among the staff of vaccination units in Shandong Province
Sulan HU ; Yang YU ; Weiyan ZHANG ; Yingjie ZHANG ; Renpeng LI ; Aiqiang XU ; Zhenghui YANG
Chinese Journal of Preventive Medicine 2024;58(8):1252-1255
In order to understand the knowledge, attitude and practice (KAP) of vaccination against influenza, pneumonia, human papillomavirus (HPV), herpes zoster (HZ), COVID-19, and hepatitis B among staff of vaccination units in Shandong Province, a sample survey was conducted among 797 staffs of adult vaccination units in 12 counties (cities and districts) of Shandong Province from August to September 2022. The results showed that the respondents had the highest total score of knowledge and attitude for the COVID-19 vaccine, with the M ( Q1, Q3) of 23 (20, 25) and 10 (10, 10), respectively, and had the lowest score of knowledge and attitude for the herpes zoster vaccine, with the M ( Q1, Q3) of 19 (15, 22) and 8 (8, 10), respectively. The vaccine-related knowledge point"vaccine applicable population"had the highest score, with the M (Q1, Q3) of 26 (23, 30). The "contraindications/adverse reactions" and "adverse reaction management" had the lowest score, with the M (Q1, Q3) of 24 (20, 29) and 24 (20, 28), respectively. About 89.71% of respondents received one adult vaccine within two years at least. The principal driver for vaccination of 53.58% of recipients was their understanding of vaccines, which was"it was necessary to receive the vaccine". About 66.00% of respondents who had not received any adult vaccine in the past two years had insufficient awareness of the necessity of vaccination and believed that they were in good health and did not need to receive it. In summary, the staff of adult vaccination units in Shandong Province have a poor understanding of the herpes zoster vaccine in terms of vaccines and a relatively poor understanding of"contraindications/adverse reaction and management"in adult vaccination knowledge points.
6.Impact of unidentified injectable fillers on nasal dorsal soft tissue and rhinoplasty
Zhengchao LI ; Chen ZHANG ; Weiyan CHEN ; Bo HU ; Jieqing WANG ; Xiaowei SU
Chinese Journal of Medical Aesthetics and Cosmetology 2024;30(3):256-261
Objective:To explore the impact of unidentified injectable fillers on the soft tissue of nasal dorsum and rhinoplasty.Methods:The Plastic Surgery Information System of Xinhua Hospital Affiliated with Dalian University was utilized to conduct an analysis of 62 rhinoplasty patients between 2018 and 2019. Specifically, this included 28 patients with an unidentified history of injectable filler rhinoplasty, encompassing 1 male and 27 females with ages ranging from 19 to 53 years and a mean age of 28.8 years. Additionally, 34 patients underwent primary rhinoplasty, all of whom were female with ages ranging from 19 to 46 years and a mean age of 26.8 years. This study examined the effects of unidentified injectable fillers on the soft tissue of the nasal dorsum by analyzing the excised nasal dorsum under a microscope. Subsequently, statistical methods were performed to assess differences in gender, age, preoperative tip protrusion/nose length, postoperative tip protrusion/nose length, dorsal augmentation modality, and satisfaction, and to investigate the effect of unidentified injectables on the rate of dissatisfaction after rhinoplasty.Results:The histopathological analysis of unidentified injectable fillers removed from the nasal dorsum revealed the presence of mainly gel and granular fillers. The gel fillers, characterized by its pink jelly-like texture, contained unidentified injectable fillers, colorless glue, and were observed to flow out upon cutting. The granular filler, on the other hand, appeared as tough, irregularly shaped tissue similar to caviar. Additionally, evidence of muscle tissue in 5 pathologic sections indicated that the unidentified injectable fillers were injected into or near the dorsal nasal muscles, leading to varying degrees of muscle injuries upon excision. A comparison of 28 rhinoplasty patients with unidentified injectable fillers for nasal dorsal augmentation and 34 patients with primary rhinoplasty showed that 11 females in the former group and 4 females in the latter group were dissatisfied with the results. Statistical analysis demonstrated no significant differences between the two groups in terms of gender ( P=0.452), age ( P=0.219), preoperative tip projection/nasal length ( P=0.681), postoperative tip projection/nasal length ( P=0.105), and nasal dorsum augmentation methods ( P=0.413). However, the initial rhinoplasty group had a lower dissatisfactory rate (4 cases, 11.76%) and the unidentified injectables group had a higher dissatisfactory rate (11 cases, 39.29%), which was statistically significant between the two groups (χ 2=6.341, P=0.012). Conclusions:The presence of unidentified nasal injectable fillers can significantly decrease postoperative satisfactory rates, increase the incidence of dissatisfaction, and have adverse effects on the soft tissues of the nasal dorsum and the overall outcome of the rhinoplasty procedure.
7.Study on the influence of buried thread nasal augmentation on dorsal soft tissue of nose and revision rhinoplasty.
Fenfen WANG ; Liang CHEN ; Shengyuan JIN ; Bo HU ; Weiyan CHEN ; Jieqing WANG ; Chen ZHANG
Chinese Journal of Reparative and Reconstructive Surgery 2023;37(9):1127-1132
OBJECTIVE:
To investigate the influence of buried thread nasal augmentation on dorsal soft tissue of nose and revision rhinoplasty.
METHODS:
A clinical data of 29 patients requesting revision rhinoplasty after buried thread nasal augmentation, who were admitted between July 2017 and July 2019 and met the selection criteria, was retrospectively analyzed. All patients were female with an average age of 26.8 years (range, 18-43 years). The patiens were admitted to the hospital at 3-48 months after buried thread nasal augmentation (median, 15 months). Among them, there were 18 cases of insufficient nasal tip projection, 22 cases of insufficient nasal root projection, 7 cases of threads ectasia, 5 cases of threads exposure, 3 cases of infection, and 10 cases with two or more conditions. There were 9 cases of combined short nose deformity, 1 case of spherical hypertrophy of the nasal tip, 3 cases of deviation of the nasal columella, 3 cases of excessive width of the nasal base, and 1 case of nasal hump. Three infected patients only underwent threads removal and debridement. The rest patients underwent revision rhinoplasty, and the dorsum of the nose was made with polytetrafluoroethylene expansion; the tip of the nose was reshaped by taking autologous rib cartilage and alar cartilage in 16 cases, and by taking autologous septal cartilage and alar cartilage in another 10 cases. The threads and surrounding tissue specimens removed during operation were subjected to histologic observation. Nasal length and nasal tip projection were measured after revision rhinoplasty and the ratio was calculated to evaluate the nasal morphology; patient satisfaction was evaluated using the Likert 5-grade scale.
RESULTS:
Patients were followed up 12-48 months (mean, 18 months). Inflammation was controlled in 3 patients with infections caused by buried thread nasal augmentation. The remaining 26 patients had satisfactory results immediately after revision rhinoplasty. Before revision rhinoplasty and at 7 days and 6 months after revision rhinoplasty, the nasal length was (4.11±0.34), (4.36±0.25), and (4.33±0.22) cm, respectively; the nasal tip projection was (2.34±0.25), (2.81±0.18), and (2.76±0.15) cm, respectively; and the nasal tip projection/nasal length ratio was 0.57±0.08, 0.65±0.05, and 0.64±0.04, respectively. There were significant differences in the nasal length and the nasal tip projection between time points ( P<0.05). There was a significant difference in the nasal tip projection/nasal length ratio between pre- and post-operation ( P<0.05), but there was no significant difference between 7 days and 6 months after operation ( P>0.05). The Likert score for satisfaction ranged from 1.5 to 5.0 (mean, 4.05). During follow-up period of 26 patients, no nasal prosthesis was exposed, and the shape of the nose was stable, and the nasal skin of 5 patients with exposed threads could be seen with different degrees of scarring; there was no infection, cartilage resorption, and no cartilage deformation, displacement, or exposure. Histological observation showed that absorbable threads were not only absorbed after implantation, but also with the prolongation of time, the inflammatory changes in the surrounding tissues caused by decomposition and absorption of the threads showed a gradual aggravation of the first, the heaviest inflammatory reaction in 6 to 12 months, and then gradually reduce the trend.
CONCLUSION
After implantation of the absorbable thread into the subcutaneous tissue of the nasal dorsum, the nature of the thread is different from the body's own tissue, which will affect the soft tissue compliance of the nasal dorsum. The degradation and absorption of the thread will stimulate the infiltration of inflammatory cells and the proliferation of fibroblasts in the surrounding tissue and then form scar tissue, which will affect the design and effect of revision rhinoplasty.
Humans
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Female
;
Adult
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Male
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Rhinoplasty
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Retrospective Studies
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Reoperation
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Nasal Cartilages
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Nasal Septum
;
Cicatrix
8.Reliability and validity of Chinese version of Medical Office Survey on Patient Safety Culture
Fen WU ; Weiyan ZENG ; Hongxiu CHEN ; Wenjie LI ; Li LIU ; Xiuying HU
Chinese Journal of Modern Nursing 2022;28(6):726-731
Objective:To translate the English version of the Medical Office Survey on Patient Safety Culture (MOSPSC) into Chinese, and conduct cross-cultural adjustment and reliability and validity tests.Methods:After obtaining the authorization and consent of the original questionnaire agency in May 2018, forward translation, synthesis, back translation and expert consultation of the English version of MOSPSC were carried out to form the Chinese version of MOSPSC. From December 2018 to January 2019, convenience sampling was used to select the outpatient staff working in five ClassⅢ general hospitals in Chengdu as the research object to evaluate the reliability and validity of the questionnaire.Results:A total of 420 questionnaires were distributed, 396 valid questionnaires were recovered. The Chinese version of MOSPSC included 10 dimensions, 38 items, and another 3 items to investigate and evaluate the status quo of outpatient quality and safety issues. The Cronbach's alpha coefficient of the questionnaire was 0.901 for the employee level and 0.978 for the management level. The split-half reliability of the questionnaire was 0.907 for the employee level, 0.971 for the management level, and 0.408 to 0.975 for each dimension. The test-retest reliability of the employee level of the questionnaire was 0.960, and the test-retest reliability of each dimension was from 0.438 to 0.943. The item-level content validity index of the questionnaire was from 0.66 to 1.00, and the average scale-level content validity index of the questionnaire was 0.91.Conclusions:The Chinese version of MOSPSC maintains good equivalence with the source questionnaire after strict cross-cultural adjustment, and has good content validity, internal consistency reliability and test-retest reliability, which is suitable for the investigation of patient safety culture in the outpatient setting of China.
9.Histopathological and MRI characteristics of facial unidentified filling objects
Lei DONG ; Li QUAN ; Wencai WENG ; Weiyan CHEN ; Jieqing WANG ; Wei YANG ; Xu HAN ; Bo HU ; Xiuxiu ZHANG ; Chen ZHANG
Chinese Journal of Medical Aesthetics and Cosmetology 2021;27(2):124-128
Objective:Unidentified filling objects (UFO) can cause adverse results including infections, overfilling, asymmetry, foreign body granulomas, dislocation or psychological panic. To remove UFO accurately, it is important to locate and identify the injected substances preoperatively. This study investigated the viability of using MRI to correctly locate and identify injected substances by relating MRI to gross and pathological microscopic examination.Methods:Eighty-two facial UFO patients from 2013 to 2017 were studied by the experts of the Department of Image, Xinhua Hospital of Dalian University. Five of the patients were male and seventy-seven were female. The age ranged from 17 to 58 years with average 29.4 years. They came to our hospital for removal of UFO after they had facial injective fillers in the illegal medial offices. The injected sites involved in the forehead, temple, malar, cheek, nose, nasolabial folds, and chin. All the patients' faces were examined with MRI preoperatively, using T1W, T2W and fat-suppressed sequences. Based on the guides of MRI, UFOs were removed with their capsules by open approach. Samples were recorded with digital pictures and then were fixed in 10% formalin solution for microscopic examination of HE stained slices.Results:Based on MRI, gross and microscopic examination, UFO were classified into 3 types, gel-like fillers, solid particles, and growth factors. Gel-like fillers appeared strongly hyperintense on T2 W and STIR sequences and hypointense on T1 W sequences. Grossly, they looked like gruel covered by altered soft tissue. Under the light microscope, many pieces of blue-stained material were dispersed in subcutaneous tissue infiltrated with a large number of mononuclear cells and foreign-body giant cells. Solid particles had low to intermediate signal intensity on T1 W and T2 W images. Grossly, they were like sand merging in soft tissue. The biopsy showed crowed bubbles surrounded by tissue filled with a large number of mononuclear cells and foreign-body giant cells. For growth factors affected tissue, it was hard to differentiate between normal and abnormal on MRI. The affected tissue appeared as somehow hypointense on T1 W sequences and hyperintense on T2 W fat suppressed sequences. During the operation, the affected region was easy bleeding and full of fibrofatty tissue. Under the microscope, there were increased small blood vessels and collagens.Conclusions:Based on MRI, gross and microscopic examination, UFO can be classified into 3 types, gel-like fillers, solid particles, and growth factors. MRI is very important for doctors to assess the patient's conditions and make the plan of operation. MRI is also useful for doctors to locate UFO and understand the relationship between UFO and their nearby organs.
10.Current situation of innovation ability of clinical nurses in Guizhou Province and its influencing factors
Xiaojiao ZHANG ; Ruixia WANG ; Daiqiong WANG ; Hu JANG ; Weiyan TIAN ; Jianghong YU ; Hengping PU
Chinese Journal of Modern Nursing 2020;26(7):888-894
Objective:To explore the current situation of innovation ability of clinical nurses in Guizhou Province and its influencing factors so as to provide a theoretical basis for nursing managers to evaluate and carry out training for innovation ability among nurses.Methods:In April 2019, this study selected totals of 24 Class Ⅲ hospitals, 50 Class Ⅱ hospitals and 60 ClassⅠ hospitals in Guizhou Province by stratified random sampling to carry out investigation with the method of cross-sectional survey. A total of 5 161 clinical nurses were randomly selected in each hospital according to the scale. Electronic questionnaire was designed, and WeChat link as well as two-dimensional code was developed by the Questioning Star software to investigation in the form of network. A total of 5 161 questions were collected and 5 145 of them were valid with 99.69% for the valid recovery rate. Excel was used to build the original database, SPSS 18.0 was used for analysis. Influencing factors were analyzed with the multiple linear regression.Results:Among 5 145 clinical nurses in Guizhou Province, the total score of innovation ability was (129.63±24.30) with the intermediate level. Simple correlation showed that there were statistical differences in the scores of innovation ability among clinical nurses with different hospital levels, departments, ages, working lives, marital status, educational levels, positional titles, posts, monthly incomes, satisfaction with work, support for work from family members, employment forms, whether teaching and participating in scientific research ( P<0.05) . Multiple linear regression analysis showed that the importantly influencing factors of innovation ability of clinical nurses included the satisfaction with work, support for work from family members, whether participating in scientific research, working lives, job title, hospital levels, whether teaching, monthly incomes with statistical differences ( P<0.05) . Conclusions:Clinical nurses of Guizhou Province have the intermediate level of innovation ability needed to be improved. Nursing managers should strengthen the innovation knowledge training and resource support for clinical nurses, encourage them positively to take part in continuing education so as to improve the innovation will and ability of clinical nurses in Guizhou Province.

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