Int.J.Curr.Microbiol.App.Sci (2017) 6(11):

Similar documents
Bacterial Pathogens in Urinary Tract Infection and Antibiotic Susceptibility Pattern from a Teaching Hospital, Bengaluru, India

Aerobic bacteriological profile of urinary tract infections in a tertiary care hospital

EUCAST recommended strains for internal quality control

Isolation of Urinary Tract Pathogens and Study of their Drug Susceptibility Patterns

Detection of ESBL Producing Gram Negative Uropathogens and their Antibiotic Resistance Pattern from a Tertiary Care Centre, Bengaluru, India

Isolation, identification and antimicrobial susceptibility pattern of uropathogens isolated at a tertiary care centre

Key words: Urinary tract infection, Antibiotic resistance, E.coli.

European Committee on Antimicrobial Susceptibility Testing

a. 379 laboratories provided quantitative results, e.g (DD method) to 35.4% (MIC method) of all participants; see Table 2.

Antimicrobial Susceptibility Testing: The Basics

Antimicrobial Susceptibility Testing: Advanced Course

2016 Antibiotic Susceptibility Report

Routine internal quality control as recommended by EUCAST Version 3.1, valid from

Prevalence of Extended Spectrum Beta- Lactamase Producers among Various Clinical Samples in a Tertiary Care Hospital: Kurnool District, India

Concise Antibiogram Toolkit Background

Mercy Medical Center Des Moines, Iowa Department of Pathology. Microbiology Department Antibiotic Susceptibility January December 2016

2015 Antibiotic Susceptibility Report

1. The preferred treatment option for an initial UTI episode in a 22-year-old female patient

Bacteriological Study of Catheter Associated Urinary Tract Infection in a Tertiary Care Hospital

Research Article. Antimicrobial sensitivity profile of nosocomial uropathogens in a tertiary care hospital of South India

Aerobic Bacterial Profile and Antimicrobial Susceptibility Pattern of Pus Isolates in a Tertiary Care Hospital in Hadoti Region

Bacteriological Profile and Antimicrobial Sensitivity of DJ Stents

Antibiotic Susceptibility of Common Bacterial Pathogens in Canine Urinary Tract Infections

The Basics: Using CLSI Antimicrobial Susceptibility Testing Standards

Urinary Tract Infection: Study of Microbiological Profile and its Antibiotic Susceptibility Pattern

Help with moving disc diffusion methods from BSAC to EUCAST. Media BSAC EUCAST

2012 ANTIBIOGRAM. Central Zone Former DTHR Sites. Department of Pathology and Laboratory Medicine

European Committee on Antimicrobial Susceptibility Testing

January 2014 Vol. 34 No. 1

High Antibiotic Resistance Pattern Observed in Bacterial Isolates from a Tertiary Hospital in South East Nigeria

A Study on Urinary Tract Infection Pathogen Profile and Their In Vitro Susceptibility to Antimicrobial Agents

جداول میکروارگانیسم های بیماریزای اولویت دار و آنتی بیوتیک های تعیین شده برای آزمایش تعیین حساسیت ضد میکروبی در برنامه مهار مقاومت میکروبی

Aberdeen Hospital. Antibiotic Susceptibility Patterns For Commonly Isolated Organisms For 2015

Understanding the Hospital Antibiogram

Study of Bacteriological Profile of Corneal Ulcers in Patients Attending VIMS, Ballari, India

Int.J.Curr.Microbiol.App.Sci (2017) 6(3):

January 2014 Vol. 34 No. 1

GENERAL NOTES: 2016 site of infection type of organism location of the patient

Detection of Inducible AmpC β-lactamase-producing Gram-Negative Bacteria in a Teaching Tertiary Care Hospital in North India

Background and Plan of Analysis

Indian Journal of Basic and Applied Medical Research; June 2016: Vol.-5, Issue- 3, P

A retrospective analysis of urine culture results issued by the microbiology department, Teaching Hospital, Karapitiya

2 0 hr. 2 hr. 4 hr. 8 hr. 10 hr. 12 hr.14 hr. 16 hr. 18 hr. 20 hr. 22 hr. 24 hr. (time)

Antibiotic Susceptibility Patterns of Community-Acquired Urinary Tract Infection Isolates from Female Patients on the US (Texas)- Mexico Border

Suggestions for appropriate agents to include in routine antimicrobial susceptibility testing

2017 Antibiogram. Central Zone. Alberta Health Services. including. Red Deer Regional Hospital. St. Mary s Hospital, Camrose

Antimicrobial Susceptibility Patterns

Intrinsic, implied and default resistance

Indian Journal of Basic and Applied Medical Research; March 2016: Vol.-5, Issue- 2, P

What s new in EUCAST methods?

Prevalence of Urinary Tract Infections and Susceptibily Pattern of Uropathogens in Women of Reproductive age Group from North India

BACTERIAL SUSCEPTIBILITY REPORT: 2016 (January 2016 December 2016)

Mili Rani Saha and Sanya Tahmina Jhora. Department of Microbiology, Sir Salimullah Medical College, Mitford, Dhaka, Bangladesh

ADC 2016 Report on Bacterial Resistance in Cultures from SEHOS and General Practitioners in Curaçao

Evaluation of a computerized antimicrobial susceptibility system with bacteria isolated from animals

Compliance of manufacturers of AST materials and devices with EUCAST guidelines

MICRONAUT MICRONAUT-S Detection of Resistance Mechanisms. Innovation with Integrity BMD MIC

Prevalence of urinary tract infection in both outpatient department and in patient department at a medical college setting of Bangladesh

Lab Exercise: Antibiotics- Evaluation using Kirby Bauer method.

Microbial Profile and Antimicrobial Susceptibility Pattern of Uropathogens Isolated From Catheter Associated Urinary Tract Infection (CAUTI)

56 Clinical and Laboratory Standards Institute. All rights reserved.

Isolation and Antibiogram of Enterococci from Patients with Urinary Tract Infection in a Tertiary Care Hospital

SCREENING OF URINARY ISOLATES FOR THE PREVALENCE AND ANTIMICROBIAL SUSCEPTIBILITY OF ENTEROBACTERIA OTHER THAN ESCHERICHIA COLI.

Community-Acquired Urinary Tract Infection. (Etiology and Bacterial Susceptibility)

Performance Information. Vet use only

Clinico-Microbiological Profile of Urinary Tract Infection in Tertiary Care Hospital in Ahmedabad, Gujarat, India

Childrens Hospital Antibiogram for 2012 (Based on data from 2011)

Cipro for gram positive cocci in urine

J of Evolution of Med and Dent Sci/ eissn , pissn / Vol. 4/ Issue 37/ May 07, 2015 Page 6443

Helen Heffernan and Rosemary Woodhouse Antibiotic Reference Laboratory

Int.J.Curr.Microbiol.App.Sci (2017) 6(11):

JMSCR Vol 04 Issue 04 Page April 2016

BACTERIOLOGICAL PROFILE AND ANTIMICROBIAL SUSCEPTIBILITY PATTERN OF ISOLATES OF NEONATAL SEPTICEMIA IN A TERTIARY CARE HOSPITAL

Antibiogram of Pathogenic Urinary E.coli Isolates from Tertiary Care Hospital in Kerala, India

QUICK REFERENCE. Pseudomonas aeruginosa. (Pseudomonas sp. Xantomonas maltophilia, Acinetobacter sp. & Flavomonas sp.)

Available online at ISSN No:

Antibiotics susceptibility patterns of uropathogenic E. coli with special reference to fluoroquinolones in different age and gender groups

21 st Expert Committee on Selection and Use of Essential Medicines Peer Review Report Antibiotics Review

RCH antibiotic susceptibility data

2016 Antibiogram. Central Zone. Alberta Health Services. including. Red Deer Regional Hospital. St. Mary s Hospital, Camrose

ANTIBIOTIC RESISTANCE OF FLUOROQUINOLONES AMONG THE GRAM NEGATIVE BACTERIAL UROPATHOGENS AT A TERITIARY CARE CENTRE. R.Sujatha 1, Nidhi Pal 2

Antimicrobial susceptibility

Antibiotic Updates: Part II

2015 Antibiogram. Red Deer Regional Hospital. Central Zone. Alberta Health Services

BACTERIOLOGICAL PROFILE OF OSTEOMYELITIS IN A TERTIARY CARE HOSPITAL AT VISAKHAPATNAM, ANDHRA PRADESH

CONTAGIOUS COMMENTS Department of Epidemiology

Compliance of manufacturers of AST materials and devices with EUCAST guidelines

BSAC standardized disc susceptibility testing method (version 8)

INFECTIOUS DISEASES DIAGNOSTIC LABORATORY NEWSLETTER

Prevalence of Pseudomonas aeruginosa in Surgical Site Infection in a Tertiary Care Centre

Antimicrobial Stewardship Strategy: Antibiograms

Table 1. Commonly encountered or important organisms and their usual antimicrobial susceptibilities.

Emergence of multi-drug resistant strains among bacterial isolates in burn wound swabs in a tertiary care centre, Nanded, Maharashtra, India

Antibacterial Resistance In Wales

Research Article Antibiotic Susceptibility Patterns of Bacterial Isolates from Pus Samples in a Tertiary Care Hospital of Punjab, India

Associated Urinary Tract Infection in a SICU of a Tertiary Care Rural Hospital of India

Prevalence of Metallo-Beta-Lactamase Producing Pseudomonas aeruginosa and its antibiogram in a tertiary care centre

National Clinical Guideline Centre Pneumonia Diagnosis and management of community- and hospital-acquired pneumonia in adults

Antibiotic Susceptibility Pattern of Urinary Isolates from a Tertiary Care Hospital in Kathmandu

Study of drug resistance pattern of principal ESBL producing urinary isolates in an urban hospital setting in Eastern India

Transcription:

International Journal of Current Microbiology and Applied Sciences ISSN: 2319-7706 Volume 6 Number 11 (2017) pp. 2293-2299 Journal homepage: http://www.ijcmas.com Original Research Article https://doi.org/10.20546/ijcmas.2017.611.272 Prevalence of Uropathogens Causing Urinary Tract Infection and their Antimicrobial Susceptibility among the Reproductive Age Group in Theni District, India S. Lallitha 1*, M. Lucy Nirmal Madona 2, R. Sekhar 1, S. Swarna 1, K.M. Mythreyee 1 and Devisri 1 1 Department of Microbiology, Govt. Theni Medical College, Theni 625512, Tamilnadu, India 2 Department of Microbiology, Govt. Thoothukudi Medical College, Thoothukudi628008, Tamilnadu, India *Corresponding author A B S T R A C T K e y w o r d s Urinary tract infection, Uropathogens, Antibiotic susceptibility. Article Info Accepted: 17 September 2017 Available Online: 10 November 2017 Urinary Tract Infection (UTI) is one of the most common infections especially among the population in reproductive age group. This study was designed to isolate, characterize and to determine the antimicrobial susceptibility of uropathogens causing UTI, within the age group of 25-40 yrs attending Govt. Theni Medical College Hospital. The study identified Escherichia coli as the most common cause of UTI with 28% proportion among the positive cultures and most isolates of them were found susceptible to colistin (92.3%), tigecycline (84.3%), meropenam (79.8%) and gentamicin (79.4%). Introduction Urinary Tract Infection is the presence of symptoms like increased urinary frequency, urinary urgency and pain during urination which is the most common bacterial infection, accounts for about 25% of all infections. UTI may occur in any population with any age group; however, the infection is most common in women of reproductive age group (Karki et al., 2004). Although the Escherichia coli is being observed as a most common cause of UTI in all populations from different geographic regions its susceptibility pattern varied with reports (Gupta et al., 1999, Moges et al., 2002). It is important to note that the prevalence of antibiotic resistance among uropathogens is increasing worldwide (Bashir et al., 2008). The empirical selection of antibiotic should cover the likely pathogen with its likely susceptibility based on the recent records and local epidemiological information. Therefore, this study is aimed to determine the prevalence of uropathogens and their susceptibility pattern, which will help the clinician in choosing appropriate empirical therapy for UTI. 2293

Materials and Methods All participants attending the Govt. Theni Medical College Hospital as either outpatient or inpatient with the symptoms of UTI within the age group of 25-40 were included in this study. The study conducted over the period of two years from January 2015 to August 2017 among the population of Theni district (Tamil Nadu, India). Sample collection The physician clinically examined all patients and those who suffer with the symptoms of UTI were empirically treated with the existing strategy (3 rd generation cephalosporin or fluoroquinolone) in our hospital. Those who fail to respond to this empirical therapy were referred to the Microbiology Laboratory for Bacterial culture and susceptibility testing during their second visit. About 10-20 ml of mid-stream urine sample was collected in a sterile urine container from the study participants and the sample was immediately transported to the laboratory at room temperature. Culture and identification of organism All samples were immediately processed after receipt at the Microbiology laboratory by inoculating 10 µl of urine sample using calibrated inoculation loop on blood agar and MacConkey agar by following standard procedure. Then the culture plates were incubated at 35 C for overnight. After incubation, the culture plates were examined for the formation of significant number (> 30 CFU) of Colony Forming Units (CFU). Then the samples found to have significant bacteriuria (10 5 bacteria/ml) were further processed towards the identification of organism by Standard Biochemical Tests (Razak and Gurushantappa, 2012) and Antimicrobial Susceptibility Test by Kirby- Bauer disk diffusion method. Antimicrobial susceptibility testing Antimicrobial susceptibility testing was performed on Mueller Hinton agar (HiMedia, Mumbai) by the Kirby Bauer disk diffusion method according to Clinical and Laboratory Standards Institute (CLSI) guidelines [CLSI 2015] using E. coli ATCC 25922 and Staphylococcus aureus ATCC 25923 as quality control strains. Clinical isolates of E. coli or Klebsiella spp. were inoculated in saline and a direct colony suspension was prepared and adjusted to a 0.5 McFarland turbidity to contain 1.5 x 10 8 CFU/mL. The test strain was lawn cultured on a Mueller Hinton agar plate, then antibiotic disks were placed and the plate was incubated at 35 C for 16 18 h in ambient air. Following incubation, the diameter of the zone of inhibition was measured around each antibiotic disk and the data were stored in WHONET software v.5.6 (http://www.whonet.org). Cumulative antimicrobial susceptibility results were interpreted based on CLSI guidelines [CLSI, 2015]. Because of the non-availability of resistance criterion to colistin, a zone of inhibition of <11 mm was recognized as nonsusceptible and was considered as resistant for this study. Furthermore, for tigecycline the US Food and Drug Administration (FDA) susceptibility criterion was used since CLSI breakpoints are not yet established. Data analysis The cumulative antimicrobial susceptibility testing data were retrieved from the computerized database (WHONET software ver. 5.6) and the prevalence of antimicrobial resistance was analyzed for Gram-positive and Gram-negative organisms using WHONET software. All analyzed data were presented as a percentage because of the 2294

variability in the number of tests conducted with different antibiotics. Results and Discussion A total of 2190 patient samples including 575 male and 1615 female were processed during the study period. Among them 133 and 528 were identified to have significant bacteriuria by culture identification. The leading causes of UTI were identified as Escherichia coli, Coagulase Negative Staphylococci, Klebsiella spp. and Pseudomonas aeruginosa (Table 1; Figure 1). Notably, leading causes of UTI were unchanged between male and female. Further, significant deviation was not observed among all causes of UTI. Interestingly, enterococci, citrobacter and enterobacter were higher among male when compared with female (Figure 1). Interestingly, Proteus spp. and Candida spp. was not observed among male participants in this study. The causative organisms were grouped as Gram-positive and Gram-negative and its susceptibility pattern was grossly analyzed. The study observed linezolid, vancomycin, and doxycycline, were having superior activity against Gram-positive organisms than other antimicrobials tested. Similarly, colistin, doripenam, tigecyclin, meropenam, pipercillin-tazobactam, and amikacin were active against Gram-negative organisms. Although the fluoroquinolones were the common choice for the treatment of UTI, this study observed less than 50% efficacy against Gram-negative isolates. This could be owing to that the patients included in this study were empirically treated with the strategy in our hospital; those who fail to respond to this empirical therapy were investigated. Thus, this study observed high rate resistance not only to fluoroquinolones but also for all tested antimicrobials (Tables 2 and 3; Figs. 2 and 3). Table.1 Organisms isolated from significant bacteriuria Organism Female Male No. Percent No. Percent Escherichia coli 154 29.17% 35 26.32% Staphylococcus, coagulase negative 121 22.92% 30 22.56% Non-fermenting gram negative rods 67 12.69% 16 12.03% Klebsiella spp. 48 9.09% 14 10.53% Edwardsiella sp. 23 4.36% 4 3.01% Morganella sp. 22 4.17% 8 6.02% Pseudomonas aeruginosa 19 3.60% 7 5.26% Enterococcus sp. 18 3.41% 8 6.02% Candida sp. 15 2.84% 0 0.00% Citrobacter spp. 17 3.22% 6 4.51% Staphylococcus aureus 11 2.08% 2 1.50% Enterobacter spp. 4 0.76% 3 2.26% Proteus spp. 4 0.76% 0 0.00% Others 5 0.95% 0 0.00% Total 528 100 133 100 2295

Table.2 Antimicrobial susceptibility Gram positive cocci (isolates from both male and female; n= 190) Antibiotic name Number %R %S %R 95%C.I. Penicillin G 148 91.2 8.1 86.0-95.6 Ampicillin 156 90.4 9 85.1-94.8 Oxacillin 143 60.1 22.4 51.6-68.1 Cefazolin 125 59.2 36 50.0-67.8 Cefuroxime 99 56.6 32.3 46.3-66.4 Cefotaxime 159 61 32.7 53.5-69.1 Cefepime 156 63.5 32.7 55.4-70.9 Cefoxitin 119 70.6 28.6 61.4-78.4 Gentamicin 143 26.6 67.1 19.7-34.8 Ciprofloxacin 169 65.1 18.3 57.3-72.2 Levofloxacin 169 52.7 20.7 44.9-60.4 Norfloxacin 41 75.6 17.1 59.3-87.1 Trimethoprim/Sulfamethoxazole 161 55.9 31.7 47.9-63.6 Clindamycin 169 25.4 65.1 19.2-32.8 Erythromycin 164 31.7 32.3 24.8-39.5 Nitrofurantoin 28 14.3 85.7 4.7-33.6 Linezolid 168 1.2 98.8 0.2-4.7 Vancomycin 161 1.2 97.5 0.8-6.5 Doxycycline 166 18.1 77.1 12.7-25.0 Tetracycline 134 24.6 68.7 17.8-32.9 Table.3 Antimicrobial susceptibility Gram negative bacilli (isolates from both male and female; n= 455) Antibiotic name Number %R %S %R 95%C.I. Ampicillin 396 94.4 3 91.5-96.4 Piperacillin 314 76.1 10.8 70.9-80.6 Amoxicillin/Clavulanic acid 398 84.4 10.8 80.4-87.7 Piperacillin/Tazobactam 416 18.8 67.1 15.2-23.0 Cefazolin 339 86.4 8.8 82.2-89.8 Cefuroxime 248 76.6 17.7 70.7-81.6 Ceftazidime 347 63.1 26.8 57.8-68.1 Cefotaxime 372 75.3 20.4 70.5-79.5 Cefepime 372 39.8 47.8 34.8-45.0 Cefoxitin 336 46.7 47.3 41.3-52.2 Aztreonam 389 60.7 26.5 55.6-65.6 Doripenem 234 17.9 76.9 13.3-23.6 Ertapenem 386 29.3 65.5 24.9-34.2 Meropenem 367 16.1 79.8 12.6-20.4 Amikacin 428 15.7 79.4 12.5-19.6 Gentamicin 361 50.1 45.2 44.8-55.4 Nalidixic acid 346 83.8 8.1 79.4-87.4 Ciprofloxacin 399 65.7 29.3 60.8-70.3 Gemifloxacin 328 58.8 31.7 53.2-64.1 Levofloxacin 398 58 31.4 53.0-62.9 Norfloxacin 293 66.6 30 60.8-71.9 Ofloxacin 373 61.1 31.9 55.9-66.0 Trimethoprim/Sulfamethoxazole 394 63.7 32.7 58.7-68.4 Colistin 416 7.7 92.3 5.4-10.8 Nitrofurantoin 290 36.2 56.2 30.7-42.1 Doxycycline 401 29.4 55.4 25.0-34.2 Tetracycline 345 49.9 44.3 44.5-55.3 Tigecycline 337 11.3 84.3 8.2-15.3 2296

Fig.1 Significant bacteriuria: Organisms isolated - Female vs. Male Fig.2 Susceptibility pattern of Gram positive cocci (n=190) 2297

Fig.3 Susceptibility pattern of Gram negative bacilli (n= 455) Our study results on the prevalence of pathogens were corroborated well with the earlier reports from India (Prakasam et al., 2012) as well as from abroad (Moges et al., 2002). The susceptibility data shows high prevalence of resistance when compared with other countries especially in Gram-negative organisms (Uwaezuoke et al., 2014). However, when compared with reports from India, the prevalence of resistance was similar to earlier reports (Sekar et al., 2016). This study shows that the predominant pathogen of UTI is Escherichia coli. This organism has acquired resistance to most of the commonly used antimicrobials may be due to indiscriminate usage of antibiotics. Periodic surveillance should be done to assess the prevalence of antimicrobial resistance as well as the emergence of newer types/mechanisms of resistance. These cumulative antimicrobial susceptibility data would help clinician to choose appropriate empirical antimicrobial form time to time. The study observed E. coli and Coagulase Negative Staphylococci as the leading causes of UTI respectively among Gram-negative and Gram-positive organisms. The study observed nitrofurantoin or doxycycline could be used as empirical therapy for unresponsive cases with fluoroquinolones. Acknowledgement The authors are thankful to all staffs in the Department of Microbiology, Govt. Theni Medical College for their help in conducting this study and writing this manuscript. References Bashir, M.F., Qazi, J.I., Ahmad N Riaz, S. 2008. Diversity of urinary tract pathogens and drug resistant isolates of Escherichia coli in different age and gender groups of Pakistanis. Trop. J. Pharm. Res.7, 1025-103 2298

Collee, J.G., Miles, R.S., Watt, B. 2006. Tests for the identification of bacteria. In: Mackie and McCartney s Practical Medical Microbiology (Eds.)J.G. Collee, A.G. Fraser, B.P. Marmion, A. Simmons. 14 th ed. New York: Churchill Livingstone; 2006 Gupta KD, Scholes WE, Stamm. Increasing prevalence of antimicrobial resistance among uropathogens causing acute uncomplicated cystitis in women. Journal of the American Medical Association 1999; 281: 736-738 Karki, A., Tiwari, BR., Pradhan, S.B. 2004. Study of Bacteria Isolated from Urinary Tract Infections and Their Sensitivity Pattern. J. Nepal. Med. Assoc. 43, 200-2 Moges, A.F., Genetu, A., Mengistu, G. 2002. Antibiotic sensitivities of common bacterial pathogens in urinary tract infections at Gondar Hospital, Ethiopia. East Afr. Med. J. 79, 140-142. Prakasam, A.K.C., Kumar, K.G.D., Vijayan, M. 2012. A Cross sectional study on distribution of urinary tract infection and their antibiotic utilization pattern in Kerala. Int. J. Pharm. Tech. Res. 4, 1309-1316. Prakash, D and R. S. Saxena, Distribution and antimicrobial susceptibility pattern of bacterial pathogens causing urinary tract infection in Urban Community of Meerut City, India, ISRN Microbiology, vol. 2013 Razak, S, S.K., Gurushantappa, V. 2012. Bacteriology of urinary tract infection and antibiotic susceptibility pattern in a tertiary care hospital in South India. Int. J. Med. Sci. Public Health. 1, 109-112. Sekar, R., Mythreyee, M., Srivani, S., Amudhan, M. 2016. Prevalence of antimicrobial resistance in Escherichia coli and Klebsiella spp. in rural South India. J. Glob. Antimicrob. Resist. 5, 80-85 Tambekar D.H, D. V. Dhanorkar, S. R. Gulhane, V. K. Khandelwal, and M. N. Dudhane, Antibacterial susceptibility of some urinary tract pathogens to commonly used antibiotics, African Journal of Biotechnology, vol. 5, no. 17, pp. 1562 1565, 2006. Uwaezuoke J. C., and J. N. Ogbulie, Antibiotic sensitivity pattern of urinary tract pathogens in Port-Harcourt, Nigeria, Journal of Applied Sciences and Environmental Management, vol. 10, no. 3, pp. 103 107, 2006 How to cite this article: Lallitha, S., M. Lucy Nirmal Madona, R. Sekhar, S. Swarna, K.M. Mythreyee and Devisri. 2017. Prevalence of Uropathogens Causing Urinary Tract Infection and their Antimicrobial Susceptibility among the Reproductive Age Group in Theni District. Int.J.Curr.Microbiol.App.Sci. 6(11): 2293-2299. doi: https://doi.org/10.20546/ijcmas.2017.611.272 2299