Extraction frequent patterns in trauma dataset based on automatic generation of minimum support and feature weighting.

PURPOSE: Data mining has been used to help discover Frequent patterns in health data. it is widely used to diagnose and prevent various diseases and to obtain the causes and factors affecting diseases. Therefore, the aim of the present study is to discover frequent patterns in the data of the Kashan Trauma Registry based on a new method. METHODS: We utilized real data from the Kashan Trauma Registry. After pre-processing, frequent patterns and rules were extracted based on the classical Apriori algorithm and the new method. The new method based on the weight of variables and the harmonic mean was presented for the automatic calculation of minimum support with the Python. RESULTS: The results showed that the minimum support generation based on the weighting features is done dynamically and level by level, while in the classic Apriori algorithm considering that only one value is considered for the minimum support manually by the user. Also, the performance of the new method was better compared to the classical Apriori method based on the amount of memory consumption, execution time, the number of frequent patterns found and the generated rules. CONCLUSIONS: This study found that manually determining the minimal support increases execution time and memory usage, which is not cost-effective, especially when the user does not know the dataset's content. In trauma registries and massive healthcare datasets, its ability to uncover common item groups and association rules provides valuable insights. Also, based on the patterns produced in the trauma data, the care of the elderly by their families, education to the general public about encountering patients who have an accident and how to transport them to the hospital, education to motorcyclists to observe safety points in Recommended when using a motorcycle.

The effect of melatonin on prevention of postoperative delirium after lower limb fracture surgery in elderly patients: a randomized double blind clinical trial.

BACKGROUND: Postoperative delirium is a common complication with a high morbidity rate. This study was designed to consider the effectiveness of melatonin in prevention and treatment of postoperative delirium. METHODS: Seventy-two patients aged >60 years old with Abbreviated Mental Test (AMT) >8 scheduled for orthopedic surgery under spinal anesthesia, were randomly distributed equally to melatonin or placebo groups. In the melatonin group, the patients were given 5 mg melatonin capsules orally the night before surgery, the night of the operation, and two nights after the surgical operation at 9 pm. Likewise, in the placebo group, the patients received placebo in the same times. For diagnosis of postoperative delirium, the AMT test was used before the operation and three days after that. The Generalized estimating equations model (GEE) with logit link to Multivariate analysis was used in the study and P<0.05 was considered statistically significant. RESULTS: In total, 72 patients completed the study. Thirty-three patients (45.8%) were male with a mean (SD) age 71.4 (3.6) years. On the first day after the surgery, the incidence of delirium was significantly lower in the melatonin group compared to the placebo group (22.2% vs. 44.4%, P=0.046). On the second and third days after the surgery, the level of delirium in the melatonin group was also significantly lower than that in the placebo one. The GEE model showed a significant interaction between time and treatment groups. CONCLUSION: The findings of the study showed that melatonin prevented delirium after the orthopedic surgeries in the elderly patients and could be useful for the patients as such.

Epidemiological Features and the Incidence Trend of Brain Cancers in Iran (2004-2008).

Background: The objective of this research is to consider the incidence of brain cancers in Iran during the years 2004-2008 to improve reporting, distribution of the disease. Methods: In this cross-section study, the study population was all brain cancer cases diagnosed in Iran between 2004 and 2008. Age-standardized rate (ASR) per 100,000 persons and crude rate were calculated using direct standardization. Data were analyzed using Statistical Package for the Social Sciences (SPSS version 16) and Microsoft Office Excel 2010. Results: During the period 2004-2008, the ASR and crude rate of brain cancers among males were 2.37, 2.46, 2.77, 2.84, 4.16 and 2.13, 2.11, 2.40, 2.49, 3.61, respectively, and among females the ASR and crude rates were (1.64, 1.67, 2.04, 2.17, 3.09) and (1.45, 1.45, 1.76, 1.84, 2.62), respectively. Conclusions: According to the study results, a significant increase in the incidence of brain cancer was observed over a 4-year period in Iran. Hence, screening and early detection programs for this type of cancer are highly recommended.

Epidemiology and trends of gastrointestinal cancer in Iran (2004-2008).

AIM: Gastrointestinal (GI) cancer is among the most common cancers in Iran. The main purpose of this study was to evaluate changes in the time trends of stomach, colon and rectum, and esophageal cancer during the past decade in Iran. MATERIALS AND METHODS: In this cross-sectional study, the study population was all cases of GI cancers diagnosed in Iran between 2004 and 2008. Cancer incidence data for the years 2004-2008 were obtained from the cancer registry system of the Ministry of Health. All incidence rates were directly age standardized to the world standard population. Age-Satndardized incidence rate (ASR)per 105 persons was calculated using direct standardization and the world standard population. The crude rate was calculated in this study. Data were analyzed using SPSS (version 17) and Microsoft Office Excel 2007. RESULTS: During the 2004-2008 period, the ASR and crude rates of GI cancers, including esophagus, stomach, colon and rectum, among males were 5.05, 15.02, and 8.29 and 4.01, 11.81, and 6.4, respectively, and among females were 6.52, 7.055, and 7.75 and 4.40, 4.85, and 5.49, respectively. The most common cancers in women were colon and rectum, and stomach cancer had the highest incidence in males. In this study, most cases of stomach cancer were adenocarcinoma adenocarcinoma (Nos) in both women and men. The most common type of colorectal cancer was adenocarcinoma, which was greater in men than women. The most common type of esophageal cancer was squamous cell carcinoma in both sexes. The north and northwestern regions of Iran have the highest risk of GI cancer. CONCLUSION: According to this study, a significant increase was observed in the incidence of cancers in the north and western regions of Iran. Hence, screening and early detection programs are highly recommended in these high-risk areas.

Incidence and related factors of surface eye disorders in traumatic intensive care unit patients in Iran.

BACKGROUND: Intensive care unit (ICU) patients are exposed to several surface eye disorders ranged from minor complications like corneal dryness to more serious ones such as corneal perforation and blindness. This study is then to assess the incidence of the ocular complications and related factors. MATERIALS AND METHODS: During a prospective cross sectional study in a general adult ICU, ocular complications of the patients were assessed by an ophthalmologist. Data were analyzed using descriptive analysis. A P-value of ≤0.05 was considered significant. RESULTS: Out of 155 patients, 130 cases (260 eyes) were covered during the study period, 2016-2017. The most common complications among the patients included dry eye and corneal abrasion (25.8%) followed by conjunctivitis (25%). The mean time of occurrence for dryness and corneal abrasion was 4±2.93 days after admission to the ICU. Lower Glasgow coma scale (GCS) and longer hospital stay were significantly associated with ocular complications in the ICU (P<0.05). CONCLUSION: Eye surface complications are commonplace in critically ill patients admitted in the ICU. Dry eye, corneal abrasion, and conjunctivitis have been revealed as the most prevalent complications in this study. Lower GCS and longer stay in the ICU predisposed the cases to these complications. Efficient eye care protocol and training the ICU staff are both recommended to reduce complication rates as such.

Registry Data Coordinator (RDC): a Proper Accessible Strategy for Improving Road Traffic Injury (RTI) Hospital Based Trauma Registry Systems in Developing Countries and Low Income Countries.

INTRODUCTION: Evidence suggested that a significant level of trauma mortality can be prevented using registry system. AIM: This study aimed to improve Kashan Hospital Based Trauma Registry System (KHBTRS) for Road Traffic Injury (RTI). MATERIAL AND METHODS: After conducting focus group discussion absence of minimum data set (MDS) and poor data collection process (DCP) were identified as main problems for KHBTRS- RTI. Proposed MDS were surveyed by 20 experts of trauma research center of throughout the Iran. Then approved MDS applied for trauma registry system data base in form of SQL. DCP were reform from prospective data collection (review of medical record) to concurrent (through the interview) approach. RESULTS: Most of participants for MDS approval belonged to clinical group 13(65%). 146 MDS in eighteen main categories were proposed for RTI. The maximum score for each MDS main categories were attributed to body parts injured 220 (100%) and patient vital signs 139 (99.29%) respectively. Pilot testing of KHBTRS- RTI database of 50 (50%) riders indicated fully completeness 50 (100%) for concurrent approach. It was concluded that based on experts' viewpoints MDS relating to injury nature and place of occurrence have more priority in comparisons to MDS relating to causes of injury. It may attribute to health care providers focus on clinical care and treatment. CONCLUSION: It was concluded that based on experts' viewpoints MDS relating to injury nature and place of occurrence have more priority in comparisons to MDS relating to RTI prevention; it may attribute to health care providers focus on clinical care and treatment. To develop injury interventions based on given data, recruitment of professionals as registry data coordinator with specific job description to collect and advocacy of injury external causes data seems imperative.

Road traffic deaths in Kashan region, Iran: An eight-year study (2006-2013).

PURPOSE: The aim of this study was to analyze the trend of road traffic fatalities in Kashan Region, Iran, in a period of eight years. METHODS: Through a cross-sectional study, all road traffic deaths classified under the V01V99 codes according to ICD-10 in Kashan region, central Iran, from March 2006 to March 2013 and population data were collected from the registration system of Kashan University of Medical Sciences. Years of lost life (YLL) and mortality rates were calculated regarding age, gender and year of the accident. Generalized linear model (GLM) with Poisson log-linear link was used to evaluate the effects of the mentioned variables on mortality rate. RESULTS: During the period of the study (8 years), 928 people (767 men) died due to road traffic injuries (RTIs). The total YLL was 20,818. The mortality rate due to RTIs has been declined constantly from 43.1 in March 2006 to 21.1 per 100,000 in March 2013. The highest mortality rate was found in the age group of over 60 years old and the lowest in the age group of 0-14 years old. Both mortality rate and YLL was greater in men than in women. Poisson regression showed that age, gender and year of the accidents had a significant effect on mortality rate (p < 0.001). CONCLUSION: Although there has been a constant decline of mortality rate in Kashan area within the study period, the value remains higher than the mean level of Eastern Mediterranean region and the global average, which is a notable fact for policymakers and authorities.

Epidemiological Profile of Extremity Fractures and Dislocations in Road Traffic Accidents in Kashan, Iran: a Glance at the Related Disabilities.

BACKGROUND: Apart from the mortality, road traffic injuries are associated with significant morbidities. This study has aimed to examine the pattern of traffic accident-related extremity fractures/dislocations and their related disabilities. METHODS: A retrospective hospital-based study was conducted to assess the characteristics of limb fractures/dislocations among road traffic accident victims registered in Trauma Research Center registry of Kashan University of Medical Sciences, Kashan, Iran, during 2012-2013. Age and sex distribution, cause of injury, and site of fractures/dislocations were recorded. Years lived with disability (YLD) was calculated as a scale to measure the disability. One-way ANOVA and chi-square tests were used for data analysis. RESULTS: From a total of 962 subjects, 812 (84.4%) were males (the male/female sex ratio: 5.4:1). The mean age of victims was 32.7±17.9. Leg (37%) and forearm (19%) fractures were the most frequent fractures. Shoulder dislocations were among the most affected joints accounting for 36.6% of the cases. The total calculated YLD was 135.6 (34.4 for temporal and 101.2 for lifelong disabilities, and totally 117.3 and 18.3 for males and females, respectively). The highest YLD was for motorcyclists (104) and while the most YLD was for 15-29 years (68.2). CONCLUSION: Young men motorcyclist accidents are a major problem in Kashan region. Generally, they have been accounted for the highest YLD due to fractures/dislocations, especially in lower extremity. Although the calculated YLD will be decreased with increasing age, the elder people also had the high rate of traffic-related limb injuries.

Epidemiology of Urban Traffic Accident Victims Hospitalized More Than 24 Hours in a Level III Trauma Center, Kashan County, Iran, During 2012-2013.

BACKGROUND: Urban traffic accidents are an extensively significant problem in small and busy towns in Iran. This study tried to explore the epidemiological pattern of urban traffic accidents in Kashan and Aran-Bidgol cities, Iran. OBJECTIVES: This study aimed to assess various epidemiological factors affecting victims of trauma admitted to a main trauma center in Iran. PATIENTS AND METHODS: During a retrospective study, data including age, sex, injury type and pattern, outcome, hospital stay and treatment expenditures regarding urban Road Traffic Accidents (RTAs) for one year (March 2012-March 2013) were obtained from the registry of trauma research center, emergency medical services and deputy of health of Kashan University of Medical Sciences. One-way ANOVA and chi-square tests were used to analyze data using SPSS version 16.0. P value < 0.05 was considered significant. RESULTS: A total of 1723 victims (82.6% male, sex ratio of almost 5:1) were considered in this study. Mortality rate in trauma cases hospitalized more than 24 hours during our study was 0.8%. Young motorcyclist men with the rate of more than 103 per 10000 were the most vulnerable group. The most common injury was head injury (73.6%) followed by lower limb injury (33.2%). A significant association was found between mechanism of injury and head, lower limb, multiple injuries and high risk age group. CONCLUSIONS: Urban RTAs are one of the most important problems in Kashan and Aran-Bidgol cities, which impose a great economic burden on health system. Motorcyclists are the most vulnerable victims and multiple trauma and head injury are seen among them extensively.

Prediction of mortality in hip fracture patients: role of routine blood tests.

BACKGROUND: To assess the mortality predictive value of routine blood tests in patients with hip fracture. METHODS: In a retrospective descriptive study, medical records of 204 hip fractured patients with the age of 60 or older who were admitted to the Department of Orthopedics was considered regarding routine laboratory tests. Predictive values of these tests were assessed using receiver operating characteristic curve (ROC). RESULTS: The incidence of death due to hip fracture was 24%. The mortality rate was significantly increased with age > 65 (OR= 15). There was no significant difference between mortality in regards to gender. High plasma BUN (more than 20 mg/dl) and creatinine (more than 1.3 mg/dl) significantly increased the chance of mortality. [OR= 3.0 and OR=2.5 for BUN and creatinine, respectively]. Patients' mortality did not show any correlation with sodium and potassium plasma levels and blood hemoglobin. CONCLUSIONS: There is direct correlation between plasma levels of BUN and creatinine and 3-month mortality after hip fractures. Patients with high plasma levels of BUN were three times more likely to die than those with normal BUN. Also, patients with high plasma creatinine levels were 2.5 times more likely to die than those who had normal values. Mortality was also associated with increasing age but did not vary with gender. Patients aging more than 65 were 15 times more likely to die following a hip fracture than those with younger age.

Cerebral state index versus Glasgow coma scale as a predictor for in-hospital mortality in brain-injured patients.

OBJECTIVE: To compare the value of Glasgow coma scale (GCS) and cerebral state index (CSI) on predicting hospital discharge status of acute brain-injured patients. METHODS: In 60 brain-injured patients who did not receive sedatives, GCS and CSI were measured daily during the first 10 days of hospitalization. The outcome of prognostic cut-off points was calculated by GCS and CSI using receiver operating characteristic (ROC) curve regarding the time of admission and third day of hospitalization. Sensitivity, specificity and other predictive values for both indices were calculated. RESULTS: Of the 60 assessed patients, 14 patients had mild, 13 patients had moderate and 33 patients had severe injuries. During the course of the study, 17 patients (28.3%) deteriorated in their situation and died. The mean GCS and CSI in patients who deceased during hospitalization was significantly lower than those who were discharged from the hospital. GCS<4.5 and CSI<64.5 at the time of admission was associated with higher mortality risk in traumatic brain injury patients and GCS was more sensitive than CSI to predict in-hospital death in these patients. For the first day of hospitalization, the area under ROC curve was 0.947 for GCS and 0.732 for CSI. CONCLUSION: GCS score at ICU admission is a good predictor of in-hospital mortality. GCS<4.5 and CSI<64.5 at the time of admission is associated with higher mortality risk in traumatic brain injury patients and GCS is more sensitive than CSI in predicting death in these patients.

Agreement of cerebral state index and glasgow coma scale in brain-injured patients.

BACKGROUND: Variables derived from electroencephalogram like cerebral state index (CSI) have been used to monitor the anesthesia depth during general anesthesia. Observed evidences show such variables have also been used as a detector of brain death or outcome predictor in traumatic brain-injured (TBI) patients. OBJECTIVES: The current study was designed to determine the correlation between Glasgow coma score (GCS) and CSI among TBI patients. PATIENTS AND METHODS: In 60 brain-injured patients who did not need and receive sedatives, GCS and CSI were daily measured during the first ten days of their hospital stay. Correlation between GCS and CSI was studied using the Pearson's correlation test. The Gamma agreement coefficient was also calculated between the two variables for the first day of hospitalization. RESULTS: A significant correlation coefficient of 0.611-0.796 was observed between CSI and GCS in a ten-day period of the study (P < 0.001). Gamma agreement coefficient was 0.79 (P < 0.001) for CSI and GCS for the first day of hospitalization. An increased daily correlation was observed in both CSI and GCS values. However, this increase was less significant in CSI compared with the GCS. CONCLUSIONS: A statistically significant correlation and agreement was found between GCS and CSI in the brain-injured patients and GCS was also found to be more consistent and reliable compared with CSI.

Essential Thrombocytosis Following Multiple Psychic Traumas.

The associations between exposure to traumatic events and psychiatric disorders such as posttraumatic stress disorder (PTSD), depression, and anxiety have been established. It is important that clinicians notice to this phenomenon and avoid from inappropriate interpretations and additional laboratory tests. Here, a case of 45-year-old man with Essential thrombocytosis developed after multiple psychic traumas was introduced.

Closure or non-closure of peritoneum in cesarean section: outcomes of short-term complications.

BACKGROUND: Cesarean section (CS) is one of the most frequently performed surgical procedures worldwide. The complications following a CS include fever, wound infection, post-operative pain and bleeding which are not usually found in a normal vaginal delivery. Traditionally, suturing of peritoneal layers for CS patients has been done, but in some studies it has been shown that this procedure could be eliminated without affecting the rate of morbidity. OBJECTIVES: The objective of this study was to assess the short-term outcomes of two different cesarean delivery techniques. PATIENTS AND METHODS: A total of 100 cases who underwent CS were randomly assigned equally to either closure of both the visceral and parietal peritoneum or no peritoneum closure. Duration of operation, pain scores, analgesic requirements, alterations in hemoglobin levels and febrile morbidity were assessed accordingly. RESULTS: Pain scores, analgesic requirements assessed at 24 hours and operation duration were significantly lower in the non-closure group as compared to the closure group. Febrile conditions and changes in hemoglobin levels were similar in both groups. CONCLUSIONS: Non-closure of both visceral and the parietal peritoneum when performing a CS produces a significant reduction in pain, fewer analgesic requirements and a shorter operation duration without increasing the febrile morbidity and changes in hemoglobin levels as compared to the standard methods.

Misoprostol Abortion: Ultrasonography versus Beta-hCG Testing for Verification of Effectiveness.

BACKGROUND AND OBJECTIVE: Miscarriage is a common complication of early pregnancy with medical and psychological consequences. Dilation and Curettage are considered as two standard caring ways for early pregnancy failure. Alternatively misoprostol has been used as a single agent for termination of early pregnancy. Aim of the present study was to compare the usefulness of serum ß-hCG measurement and ultrasound examination to predict complete abortion after medical induction. METHODS: There were one hundred and thirty three patients experiencing missed abortion or blighted ovum. Ultrasound examination and serum ß-hCG test were performed before treatment and during follow-up in all these patients. RESULTS: Treatment was successful without any need for surgical intervention in 92.4% of the cases. Both methods could verify the complete abortion among all the patients at the end of the study (4(th) week). Kappa agreement coefficient for the two methods of diagnosis was 0.327 (P < 0.5). CONCLUSION: Based on our results, ß- hCG is as effective as ultrasound in confirming a successful medically induced abortion in early pregnancy, but it should be used as supplements to clinical assessments.

Demographic Profiles of Adult Trauma During a 5 Year Period (2007-2011) in Kashan, IR Iran.

BACKGROUND: Trauma, in addition to mortality and disability experienced by an individual, imposes direct and indirect economic and social costs on a community. Traditionally, trauma is a disease of young and middle age adults, an age group which is known to be the most dynamic and economically productive of the community. Increasing our knowledge concerning the etiology and patterns of trauma seems to be the most profitable and accessible way to prevent injuries of this nature. OBJECTIVES: This study was designed to evaluate the epidemiology of adult trauma in Kashan, Iran. PATIENTS AND METHODS: The current study used a retrospective cross-sectional approach, enrolling all trauma adults (20 - 60 y) admitted to the Shahid Beheshti Hospital, Kashan, between 2007 and 2011. Age, gender, place of residence, work status, educational level, urban/rural location of the accident, method of transportation to hospital, injured body areas of the victims and therapeutic interventions, were extracted from the data registry and analyzed through descriptive statistics using SPSS software. RESULTS: A total of 22 564 patients were included in this study. Mean age of the victims was 33.18 ± 10.90 years and the male/female ratio was 4:1. Most of the victims were manual workers (61%), and they had completed primary and junior high school level education (49.4%), they were also more likely to be residents of urban areas (88.6%). Regarding the place of injury, most accidents occurred on city streets (43.8%). Approximately 40% of the total victims were transferred to the hospital by emergency medical services (EMS). During the study period, 260 deaths were recorded and among these, 76% were related to traffic accidents. CONCLUSIONS: Regarding the high prevalence of trauma found in manual workers with low educational levels and motorbike users, the establishment of an integrated program aimed at improving public knowledge on the use of safety and protective measures in work environments should be implemented. The use of safety protective equipment by cyclists, motorbikers and car passengers should also be enforced.

Epidemiology of home-related injuries during a six-year period in kashan, iran.

BACKGROUND: Injury is one of the leading causes of morbidity and mortality in the world, and the home is one of the most common places for these types of injuries. OBJECTIVES: This study is designed to investigate the epidemiology of home-related injuries in Kashan, Iran. PATIENTS AND METHODS: This investigation is a retrospective cross-sectional study on existing data from the data bank of the Trauma Research Center at Kashan University of Medical Sciences during a six-year period. Demographic data such as; sex, age, place of residence, educational and occupational status, injury mechanism, injured organs and injury outcomes, were analyzed using a chi-squared test and P < 0.05 was considered significant. RESULTS: The number of home injuries was 10146 in total, that included about 25.2% of all injuries in Kashan City. Most of the injured people were men (58.3%), 87.4% lived in the city and 18.6% were aged more than 64 years. The majority (42.7%) had a primary or secondary school education and 27.2% were housewives. Falling from a height was the most common cause of injury (55.3%). Limbs were the most common body region that was injured (73.7%). Young men (under 15 years) and older women (over 65 years) had more injuries, especially from falls. There was a statistically significant difference between the sex and age of the injured people (P < 0.001), sex and injury mechanism (P < 0.001), and also between the injury mechanism and sex in the age groups (P < 0.001). CONCLUSIONS: The most common injury mechanism in regard to home accidents was falls; therefore fall-related injury prevention programs should be designed to make homes safer and education should focus on changes in lifestyle to reduce fall susceptibility.