Multivariate time series problems widely exist in production and life in the society. Anomaly detection has provided people with a lot of valuable information in financial, hydrological, meteorological fields, and the research areas of earthquake, video surveillance, medicine and others. In order to quickly and efficiently find exceptions in time sequence so that it can be presented in front of people in an intuitive way, we in this study combined the Riemannian manifold with statistical process control charts, based on sliding window, with a description of the covariance matrix as the time sequence, to achieve the multivariate time series of anomaly detection and its visualization. We made MA analog data flow and abnormal electrocardiogram data from MIT-BIH as experimental objects, and verified the anomaly detection method. The results showed that the method was reasonable and effective.
Data Interpretation, Statistical ; Electrocardiography ; Humans ; Image Interpretation, Computer-Assisted ; Pattern Recognition, Automated

Objective:To investigate the gross motor function, manual ability and language communication of children with cerebral palsy (CP) and their correlation.Methods:A total of 318 children with CP (132 with spastic diplegia, 27 with spastic quadriplegia, 32 with spastic hemiplegia, 54 with dyskinesia, 41 with ataxia and 32 children with multiple difficulties) aged 4 to 12 years were classified according to the Gross Motor Function Classification System (GMFCS), the Manual Ability Classification System (MACS), and the Communication Function Classification System (CFCS). Spearman correlation coefficients were used to analyze the correlation among the three ratings.Results:Only 125 of the 318 children (39%) had the same classification level according to all three scales, showing moderate correlation and different levels for patients with different types of disability. The GMFCS and MACS levels of the subjects with spastic quadriplegia and those with dyskinesia were highly correlated. The GMFCS and CFCS levels of the hemiplegic children and those with spastic quadriplegia were also highly correlated. The MACS and CFCS levels were strongly correlated for children with spastic quadriplegia and multiple disabilities.Conclusions:The functioning of children with CP differs with their CP subtype. Correlations among the three functional assessments also differ for children with different subtypes. Combining the three classification systems provides a more comprehensive picture of the children′s ability to function in daily life.

AIM: To observe the changes of morphology, the activity of myeloperoxidase (MPO) and membrane pump activities of spleen tissue in acute renal failure (ARF) rabbits, and to inquire into the role of spleen on pathogenesis of immune function disorders during ARF. METHODS: 42 rabbits were divided into control group, HgCl_2 group and glycerinum group. The ARF model was established by hypodermic injection of 1% HgCl_2 at dose of 1.3 mL/kg in HgCl_2 group, intramuscularly injection of 50% glycerinum at dose of 10 mL/kg in glycerinum group, respectively, and the animals were divided into the 12 h, 24 h, 48 h secondary groups (6 rabbits each group). At different time points, the rabbits were cannulated to facilitate the collection of blood sample to examine the biochemical indexes of renal function. The spleen microscopic sections were prepared for observing the morphology. The spleen homogenate was made for determining the activities of MPO and membrane pumping. RESULTS: Pathological sections of spleen showed that the different degree of congestion was found and spleen trabecula was increased in two model groups at multiple-time points. The MPO activity of spleen homogenate in HgCl_2 group and glycerinum group at all time points were obviously higher than that in control group, and at 24 h, the MPO activitie in two model groups was significantly increased than that in the same group at 12 h and 48 h. The activities of Na~+-K~+-ATPase, Ca~(2+)-ATPase, Mg~(2+)-ATPase, Ca~(2+)-Mg~(2+)-ATPase of spleen homogenate in two model groups at multiple time points were significantly lower than those in control group. Following ARF development, the ATPase activitie in two model groups at 48 h was lower than that at 12 h except the Mg~(2+)-ATPase in glycerinum group. CONCLUSION: Spleen as an immune organ has histological damage, arrest of polymorphonuclear neutrophils and dysfunction of membrane pump during the development of ARF in rabbits, leading to immune disorders.

Objective:To explore the effect of goals-activity-motor enrichment (GAME) intervention on the motor function of infants with a mild or moderate developmental disorder.Methods:Randomized, single-blind, controlled trials were applied. Totally 108 infants with mild-to-moderate developmental delay, aged 0 to 12 months, were randomly divided into an observation group and a control group, each of 54. Both groups were further divided into two subgroups, a less-than-6-month-old subgroup and a not-less-than-6-month-old subgroup. All of the children received 30 minutes of routine rehabilitation training five days a week and a 60-minute family intervention every day. In addition, the control group was given traditional neuro-developmental treatment (NDT) while the observation group was provided with an intervention based on the GAME program. Before and after 8 weeks of treatment, both groups were evaluated using the Alberta infant motor scale (AMIS).Results:After the intervention, both groups′ average total scores and average scores in the different positions were significantly better than before the intervention. The average AIMS scores of the observation group supine, prone and seated, as well as their average total score were significantly higher than those of the control group after the intervention. There were no significant differences in the AIMS score increases in the different positions between the two subgroups. However, the increase in average total AIMS score of the less-than-6-month-old subgroup was significantly greater than that of the older subgroup.Conclusion:The GAME protocol can improve the motor function of infants with mild to moderate developmental disorders more effectively than a traditional NDT program. The effect is greater with younger infants.

Objective:To explore the effects of goals-activity-motor enrichment(GAME) therapy on the function of gross and fine motion in infants at high risk of cerebral palsy.Methods:Prospective study.A total of 116 children at high risk of cerebral palsy who met the inclusion criteria and were admitted to the Rehabilitation Department of Qingdao Women and Children′s Hospital from November 2017 to November 2019 were selected in a randomized, single-blind, controlled trial, and randomly divided into control group (58 cases) and observation group (58 cases) according to the random number table method.The two groups were then divided into mild group, moderate group and severe group according to the gross motor quotient(GMQ) of Peabody Motor Development Scale-2 (PDMS-2). During treatment, 4 cases of shedding occurred in the control group and 8 cases in the observation group, respectively.Finally, 54 cases were included in the control group and 50 cases in the observation group.The control group was given regular early intervention rehabilitation, whereas the observation group was given GAME treatment.The Gross Motor Function Measure-88 (GMFM-88), the GMQ of PDMS-2 and the fine motor quotient (FMQ) of PDMS-2 were used to assess the motor function of children before intervention and after 12 weeks of treatment.The Chi- square test or Fisher′ s exact test was used to compare gender-specific data, while the t-test was used to compare age-specific data and rehabilitation evaluation indices. Results:The GMFM-88 scores, GMQ, and FMQ of children in both groups improved significantly after treatment, and the difference was statistically significant [control group GMFM-88: (63.52±10.06) scores vs.(47.02±8.19) scores, t=-19.770, GMQ: 83.02±15.52 vs.73.56±14.72, t=-18.180, FMQ: 81.19±14.88 vs.71.22±13.92, t=-18.413, all P<0.05; observation group GMFM-88: (68.06±10.82) scores vs.(46.16±8.73) scores, t=-32.856, GMQ: 89.98±18.10 vs.72.94±13.84, t=-17.089, FMQ: 88.34±18.08 vs.72.26±13.74, t=-15.370, all P<0.05], and the GMFM-88, GMQ, and FMQ scores of the observation group were significantly higher than those of the control group after treatment, with statistically significant differences(GMFM-88: t=-2.176, GMQ: t=-2.111, FMQ: t=-2.210, all P<0.05). In the observation group, the added value score and quotient of mild group and moderate group were significantly increased compared with that of severe group, and the differences were statistically significant [GMFM-88 added value: the mild group (24.11±3.36) scores and moderate group (22.91±3.46) scores were compared with the severe group (15.70±4.08) scores, t=5.881, 5.164, all P<0.05, GMQ added value: the mild group (19.61±6.83) and moderate group (18.27±6.61) were compared with the severe group (9.80±4.29), t=4.098, 3.915, all P<0.05, the added value of FMQ: mild group (18.72±7.11) and moderate group (17.36±6.10) were compared with severe group (8.50±5.82), t=3.873, 3.863, all P<0.05]. Conclusions:GAME treatment is more effective than early rehabilitation training at improving gross and fine motor function in infants at high risk of cerebral palsy.Its benefits on mild and moderate infants at high risk of cerebral palsy are superior.

Objective To investigate the characteristics of epidemic and genotype/subtype distribution of hepatitis C virus (HCV) among entry travelers at Tengchong port,to provide references for HCV prophylaxis and treatment.Methods A total of 54 serum samples were collected from anti-HCV positive travelers at Tengchong port from June 2009 to June 2016.HCV NS5B gene was amplified using reverse transcription polyonerase chain reation (RT-PCR) and subsequently sequenced.Based on the obtained sequences and retrieved reference sequences,phylogenetic analysis was conducted to determine HCV genotype/subtype.Results HCV infection rate among entry travelers at Tengchong ports was 0.45 ％ (54/12 059).Forty five samples were successfully genotyped.Phylogenetically,HCV genotype 3b was revealed to be the predominant subtype (28.89 ％,13/45) in this population,followed by genotype 6n (20.0％,9/45),genotype 1b (17.78％,8/45),genotype 3a (13.33％,6/45),genotype 2a (11.11％,5/45),genotype 1a (2.22％,1/45) and genotype 6a (2.22％,1/45).The major genotype in Myanmar travelers was genotype 6,while in Chinese population,genotype 1 predominated.Genotype 6 in the population showed close phylogenetic relationship with strains prevalent in China and Southeast Asia.Genotype 3 was closely clustered with strains prevalent in China.Conclusions The distribution of HCV genotypes among entry travelers at Tengchong port is impacted by HCV epidemic strains both in Yunnan province and neighboring regions.This population serves as a transmitting media which may influence the epidemiological characteristics of HCV in Tengchong and neighboring areas.

Objective:To explore any effect of the single- and dual-task treadmill training on the functioning of children with bilateral spastic cerebral palsy.Methods:Fifty children with bilateral spastic cerebral palsy were randomly divided into a single-task treadmill training group (the control group, n=25) and a dual-task treadmill training group (the observation group, n=25). All of the children also received routine rehabilitation training, and the control and observation groups also conducted single- and dual-task treadmill training in addition to the routine rehabilitation training, respectively. Before and after 2 months of treatment, each child′s gross motor functioning was quantified using sections D (standing) and E (walking, running and jumping) of the Gross Motor Function Measurement-88 (GMFM-88) instrument. Balance was quantified using the Pediatric Balance Scale (PBS) and walking mobility was quantified using a 1 minute walking test (1MWT). Modified and dual task Timed Up and Go (mTUG) tests and dual-task effects (DTE) tests were also administered. Results:There were no significant differences in average test scores between the two groups before the treatment. After the treatment significant improvement was observed in both groups. There was no significant difference between the two groups in terms of average GMFM-88, PBS and 1MWT scores, but significantly greater improvement was observed in the average dual-task mTUG and DTE results of the observation group.Conclusion:Both single- and dual-task treadmill training are effective supplements to routine rehabilitation training for children with bilateral spastic cerebral palsy. Dual-task treadmill training is more effective than the single-task version.

Objective:To analyze the spatial distribution characteristics and spatial aggregation of the epidemic of severe fever with thrombocytopenia syndrome(SFTS) in Yantai City of Shandong Province, and to provide basis for formulating effective SFTS prevention and control measures.Methods:The epidemic data of SFTS confirmed cases in each township (street) in Yantai City, Shandong Province from 2015 to 2020 were collected from the "China Disease Prevention and Control Information System Infectious Disease Monitoring and Reporting System", and ArcGIS 10.2 software was used for spatial autocorrelation analysis.Results:From 2015 to 2020, a total of 839 SFTS cases were reported in Yantai City, including 124 deaths; with an average annual incidence rate of 2.14/100 000, and a total case fatality rate of 14.78%. Global spatial autocorrelation analysis showed that the distribution of SFTS cases in Yantai City from 2015 to 2020 showed a positive spatial correlation, with the highest spatial correlation in 2015 (Moran's I = 0.25, Z = 5.66, P < 0.001), and the lowest in 2018 (Moran's I = 0.16, Z = 3.69, P < 0.001). Local spatial autocorrelation and hotspot analysis showed that the epidemic areas of SFTS were mainly in some mountainous and hilly townships (streets) of Laizhou City, Penglai District, Qixia City, Zhaoyuan City, and Haiyang City. Conclusions:The distribution of SFTS epidemic in Yantai City has obvious regional clustering. Intervention measures such as publicity, education and monitoring should be strengthened in high-incidence areas to reduce the incidence of the disease.

Objective:To understand the epidemic characteristics and influential factors of brucellosis patients in Laizhou, Shandong Province, and to provide scientific basis for prevention and control of brucellosis.Methods:Retrospective analysis was conducted to collect the surveillance data and epidemiological investigation results of confirmed cases of brucellosis in Laizhou from 2016 to 2019 through the "Infectious Disease Report Information Management System of the China Disease Prevention and Control Information System". The general situation, epidemiological characteristics, and clinical characteristics of brucellosis were analyzed by descriptive epidemiology. Using the case-control study method, 81 confirmed cases of brucellosis and 162 healthy people in the same area, same gender and same age as confirmed cases were selected to analyze the influential factors of brucellosis.Results:Totally 222 cases of brucellosis had been reported in Laizhou, with an average annual incidence of 6.57/100 000. The onset age of brucellosis was mainly from 45 to 59 years old, accounting for 46.40% (103/222); male-to-female ratio was 2.42 ∶ 1.00 (157 ∶ 65); the occupation distribution was mainly farmer, accounting for 95.95% (213/222). The onset time of brucellosis was mainly from March to July, accounting for 58.11% (129/222). Cases of brucellosis were reported in 17 townships (streets) of Laizhou, and the top five townships were Zhuqiao, Shahe, Tushan, Chengguo and Yidao towns in order of incidence. Among 222 cases of brucellosis, the shortest interval from onset to diagnosis was 5 d, the longest was 36 d, and the median was 11 d. The main clinical manifestations of the patients were fever (89.19%, 198/222), fatigue (80.63%, 179/222), joint muscle soreness (72.97%, 162/222), and a few accompanied by liver, spleen and testis enlargement. The logistic regression analysis showed that contact with urine, feces and other excrements of diseased animals [odds ratio ( OR) = 6.244, 95% confidence interval ( CI): 1.609 - 24.231] and family members suffering from brucellosis ( OR = 16.363, 95% CI: 2.250 - 119.023) were risk factors of brucellosis. Conclusions:The incidence of brucellosis is mainly among 45 - 59 middle-aged farmers in Laizhou and the incidence peaks in spring and summer. Direct contact with excrements of diseased animals and family members suffering from brucellosis are the risk factors of brucellosis. Health departments should carry out health education and behavioral intervention for farmers in the season and areas with high incidence of brucellosis, so as to improve personal awareness of protection.

【Objective】 To investigate the activity level of coagulation factor Ⅺ(FⅪ) in IVIG products, which would provide support for improving the safety and quality control of IVIG products in China. 【Methods】 A total of 71 batches of IVIG products(half of which were closed to expiry date) from 23 domestic manufacturers (brands) were submitted for inspection and assayed for procoagulant activity including FⅪa, FⅪ and NAPTT activity with a chromogenic assay, coagulation proenzymes levels using one stage clotting assays and non-activated partial thromboplastin time (NAPTT). 【Results】 FⅪa(mIU/mL): 32 lots of IVIGs from 15 manufacturers(brands) possessed activities below 0.1 or the detection limit of the assays, 24 IVIG lots from 12 manufacturers were between 0.1~1(0.39±0.20), the remaining 15 IVIG lots from 6 manufacturers had FⅪa activity greater than 1 up to 47(13.27±15.61). FⅪ(mIU/mL): there were no detectable activities of FⅪ in 58 lots from 21 manufacturers, the other 13 lots from 6 manufacturers had IVIGs between 13~309(69.0±98.1), which included in 15 lots of IVIG whose FⅪa activity were greater than 1mIU/mL. NAPTT(s): The coagulation times for aforementioned 15 IVIG lots were all above 150s in the NAPTT test. The NAPTT ratios varied between 0.67 and 0.94(0.83±0.07), and 7 of 15 IVIGs had NAPTT ratios below or equal to 0.8. 【Conclusion】 There are substantial differences in the FⅪ and FⅪa activities in the IVIG preparations from 23 different manufacturers. Most of them had a lower activities; certain lots from specific manufacturers had relatively higher FⅪa activities. Manufactures should evaluate the manufacturing processes and monitor IVIG preparations for the presence of factor Ⅺ-like activity in case of thrombotic risks.