JMSCR Vol 05 Issue 05 Page May 2017

Similar documents
Antimicrobial Susceptibility Patterns of Salmonella Typhi From Kigali,

Antimicrobial Susceptibility Pattern of Salmonella Isolates at Tertiary Care Hospital, Ahmedabad, India

Original article: Current pattern of Salmonella Typhi antimicrobial susceptibility in the era of antibiotic abuse

Study of antibiotic sensitivity pattern of salmonella typhi in tertiary care centre

Palpasa Kansakar, Geeta Shakya, Nisha Rijal, Basudha Shrestha

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

Trends in the Antibiotic Resistance Patterns of Enteric Fever Isolates a Three Year Report from a Tertiary Care Centre

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

Antibiotic Susceptibility Pattern of Vibrio cholerae Causing Diarrohea Outbreaks in Bidar, North Karnataka, India

Sania et al., IJPSR, 2016; Vol. 7(9): E-ISSN: ; P-ISSN:

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

Typhoid fever - priorities for research and development of new treatments

International Journal of Health Sciences and Research ISSN:

GeNei TM. Antibiotic Sensitivity. Teaching Kit Manual KT Revision No.: Bangalore Genei, 2007 Bangalore Genei, 2007

Antimicrobial susceptibility of Salmonella, 2016

Please distribute a copy of this information to each provider in your organization.

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

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

Antimicrobial susceptibility of Salmonella, 2015

ANTIMICROBIAL RESISTANCE IN KENYA; What Surveillance tells us

RELIABLE AND REALISTIC APPROACH TO SENSITIVITY TESTING

ANTIBIOTIC SENSITIVITY PATTERN OF YERSINIA ENTEROCOLITICA ISOLATED FROM MILK AND DAIRY PRODUCTS*

April Indian 2006 Journal of Medical Microbiology, (2006) 24 (2):101-6

The Menace of Typhoid / Paratyphoid Fever The Abuja Experience: A 5 Year Retrospective Study

Biofilm eradication studies on uropathogenic E. coli using ciprofloxacin and nitrofurantoin

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

Antibiotic Resistance in Pseudomonas aeruginosa Strains Isolated from Various Clinical Specimens

International Journal of Advances in Pharmacy and Biotechnology Vol.3, Issue-2, 2017, 1-7 Research Article Open Access.

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

Antibiotic Susceptibility of Common Bacterial Pathogens in Canine Urinary Tract Infections

International Journal of Research in Pharmacology & Pharmacotherapeutics

Study of First Line Antibiotics in Lower Respiratory Tract Infections in Children

Evaluation of antimicrobial activity of Salmonella species from various antibiotic

6.0 ANTIBACTERIAL ACTIVITY OF CAROTENOID FROM HALOMONAS SPECIES AGAINST CHOSEN HUMAN BACTERIAL PATHOGENS

International Journal of Health Sciences and Research ISSN:

DANMAP Danish Integrated Antimicrobial Resistance Monitoring and Research Programme

Changing trends in drug resistance among typhoid salmonellae in Rawalpindi, Pakistan

International Journal of Pharma and Bio Sciences ANTIMICROBIAL SUSCEPTIBILITY PATTERN OF ESBL PRODUCING GRAM NEGATIVE BACILLI ABSTRACT

Re-emergence of the susceptibility of the Salmonella spp. isolated from blood samples to conventional first line antibiotics

Sensitivity Pattern of Salmonella serotypes in Northern India

Bacteriological Profile and Antimicrobial Sensitivity of Wound Infections

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

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

Prevalence of Salmonella serotypes and antibiogram of Salmonella typhi in a Tertiary Care Hospital in NCR Region, India

Typhoid fever in Dhulikhel hospital, Nepal

Multidrug-Resistant Salmonella enterica in the Democratic Republic of the Congo (DRC)

Study of Microbiological Profile and their Antibiogram in Patients with Chronic Suppurative Otitis Media

Antibacterial Agents & Conditions. Stijn van der Veen

Antimicrobial resistance at different levels of health-care services in Nepal

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

Isolation of antibiotic producing Actinomycetes from soil of Kathmandu valley and assessment of their antimicrobial activities

Antibiotics in vitro : Which properties do we need to consider for optimizing our therapeutic choice?

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

Version 1.01 (01/10/2016)

DECREASED SUSCEPTIBILITY TO ANTIMICROBIALS AMONG SHIGELLA FLEXNERI ISOLATES IN MANIPAL, SOUTH INDIA A 5 YEAR HOSPITAL BASED STUDY

Isolation & antimicrobial susceptibility of Shigella from patients with acute gastroenteritis in western Nepal

Detection and Quantitation of the Etiologic Agents of Ventilator Associated Pneumonia in Endotracheal Tube Aspirates From Patients in Iran

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

The Basics: Using CLSI Antimicrobial Susceptibility Testing Standards

Preserving efficacy of chloramphenicol against typhoid fever in a tertiary care hospital, India

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

Ophthalmology Research: An International Journal 2(6): , 2014, Article no. OR SCIENCEDOMAIN international

PILOT STUDY OF THE ANTIMICROBIAL SUSCEPTIBILITY OF SHIGELLA IN NEW ZEALAND IN 1996

Kathmandu University Medical Journal (2010), Vol. 8, No. 1, Issue 29, 40-44

Introduction to Pharmacokinetics and Pharmacodynamics

Burn Infection & Laboratory Diagnosis

Received: Accepted: Access this article online Website: Quick Response Code:

Correspondence should be addressed to Anjeela Bhetwal;

Quality Control Testing with the Disk Antibiotic Susceptibility Test of Bauer-Kirby-Sherris-Turck

Overnight identification of imipenem-resistant Acinetobacter baumannii carriage in hospitalized patients

Study of High Level Aminoglycoside Resistance among Enterococci in a Tertiary Care Centre, Navi Mumbai, India

JAC Bactericidal index: a new way to assess quinolone bactericidal activity in vitro

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

Bacteriological profile of blood stream infections at a Rural tertiary care teaching hospital of Western Uttar Pradesh

Antibiotic resistance and the human-animal interface: Public health concerns

Himani B. Pandya, Ph.D (medical microbiology) Tutor, S.B.K.S Medical College and Research Institute Gujarat, INDIA

Int.J.Curr.Microbiol.App.Sci (2018) 7(8):

Int.J.Curr.Microbiol.App.Sci (2018) 7(1):

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

Bacterial Isolates and their Antibiotic Sensitivity Pattern in Clinically Suspected Cases of Fever of Unknown Origin

National Surveillance of Antimicrobial Resistance

Prevalence, quantity and antibiotic resistance profiles of Salmonella enterica in response to antibiotic use early in the cattle feeding period

A Comparative Study Between Cefixime and Ofloxacin in The Treatment of Uncomplicated Typhoid Fever Attending A Tertiary Care Teaching Hospital

ANALYSIS OF ANTIMICROBIAL PRESCRIPTIONS IN PEDIATRIC PATIENTS IN A TEACHING HOSPITAL

Research Journal of Pharmaceutical, Biological and Chemical Sciences

International Journal of Pharma and Bio Sciences BACTERIOLOGICAL PROFILE OF BACTERIAL MENINGITIS AT TERTIARY CARE HOSPITAL IN NORTH KARNATAKA.

JMSCR Vol 05 Issue 03 Page March 2017

Detection of Methicillin Resistant Strains of Staphylococcus aureus Using Phenotypic and Genotypic Methods in a Tertiary Care Hospital

Lab Exercise: Antibiotics- Evaluation using Kirby Bauer method.

Available online at ISSN No:

Suggestions for appropriate agents to include in routine antimicrobial susceptibility testing

Prevalence of nontyphoidal Salmonella serotypes and the antimicrobial resistance in pediatric patients in Najran Region, Saudi Arabia

In vitro effect of some Indian honeys on Staphylococcus aureus from wounds

Prescribing patterns of antibiotics and sensitivity patterns of common microorganisms in the Surgery ward of a teaching hospital

3/9/15. Disclosures. Salmonella and Fluoroquinolones: Where are we now? Salmonella Current Taxonomy. Salmonella spp.

JMSCR Vol 04 Issue 04 Page April 2016

Fluoroquinolones resistant Gram-positive cocci isolated from University of Calabar Teaching Hospital, Nigeria

JMSCR Vol 05 Issue 05 Page May 2017

ISSN X (Print) Research Article. *Corresponding author Miss Nazia Shams

Dr Nata Menabde Executive Director World Health Organization Office at the United Nations Global action plan on antimicrobial resistance

Transcription:

JMSCR Vol 05 Issue 05 Page 2205-22063 May 207 www.jmscr.igmpublication.org Impact Factor 5.84 Index Copernicus Value: 83.27 ISSN (e)-2347-76x ISSN (p) 2455-0450 DOI: https://dx.doi.org/0.8535/jmscr/v5i5.2 A Study on Antibiotic Sensitivity Pattern of Salmonella Typhi in Pediatric Age Group Authors Suresh.K., Balachandran C.S. 2, Yogavalli.S 3, Chidambaranathan.S 4,3 Postgraduate, 2 Professor, 4 Associate Professor Department of Pediatrics, Rajah Muthiah Medical College and Hospital, Annamalai University, Annamalai Nagar 608 002 ABSTRACT Multidrug resistance in Salmonella Typhi has emerged as a significant problem. Given the difference in the sensitivity patterns reported for Salmonella Typhi, this study aimed to evaluate antimicrobial susceptibility patterns of Salmonella Typhi in RMMCH, Chidambaram, India. Salmonella Typhi positive blood cultures from children up to 2 years of age, over a period of 22 months from November 204 to August 206 were analyzed. Kirby-Bauer disc diffusion method was used to evaluate antimicrobial susceptibility. Results: Of the total of 20 isolates studied, all the isolates were susceptible to ceftriaxone, Cefixime and Azithromycin. most were responsive to Ciprofloxacin, Nalidixic acid and Chloramphenicol. Maximum resistant noted against Ampicillin. In this study 0% of isolates were MDR. Key words: Antibiotic sensitivity, Salmonella typhi, multidrug resistant typhoid fever, Pediatric age group. Introduction Typhoid fever is a global health problem. It is a common infectious disease presenting as acute multisystem febrile illness caused by Salmonella typhi and Salmonella paratyphi 2. It is a major public health problem in India where patients report throughout the year with monsoon clustering patterns. Low standards of living are the main reasons behind the higher endemicity in India. The disease burden is compounded by explosive emergence of multidrug resistant salmonellae which are resistant to conventionally used drugs like chloramphenicol, ampicillin and cotrimoxazole. Growing drug resistance is an important factor in the morbidity and mortality of the typhoid fever. Blood cultures are the gold standard diagnostic method for diagnosis of enteric fever. 'The sensitivity of blood culture is highest in the first week of the illness and reduces with advancing illness 3. Overall sensitivity is around 50% but drops considerably with prior antibiotic therapy. Failure to isolate the organism may be caused by several factors which includes inadequate laboratory media, the volume of blood taken for culture, the presence of antibiotics and the time of collection. For blood culture it is essential to inoculate media at the time of drawing blood. Salmonella can be easily cultured in most microbiologic laboratories with use of routine culture media (Hartley's media, blood agar and MacConkey agar). Automated blood culture systems, such as BACTEC, certainly enhance the recovery rate. Sufficient amount of blood should be collected for culture as the median bacterial count in the peripheral blood is only 0.3 CFU/mL Suresh.K et al JMSCR Volume 05 Issue 05 May 207 Page 2205

JMSCR Vol 05 Issue 05 Page 2205-22063 May 207 (inter quartile range 0.-0; range 0.-3). At least 0 ml of blood in adults and 5ml in children should be collected. Dilution should be appropriate in order to adequately neutralize the bactericidal effect of serum and a ratio of :5-:0 of blood to broth is recommended 3. Clot cultures, wherein the inhibitory effect of serum is obviated, have not been found to be of superior sensitivity as compared to blood cultures in several clinical studies. In the laboratory blood culture bottles should be incubated at 37 0 C and checked for turbidity, gas formation and other evidence of growth, 2, 3 and 7 days. For day l, 2 and 3 only bottles showing signs of positive growth are cultured on agar plates. On day 7 all bottles should be subcultured before being discarded as negative. Advantage of blood culture is it is 00% specific and can find antibiotic sensitivity pattern which is important in this drug resistant era. Disadvantage of blood culture is not readily available at all center, time consuming and low sensitivity if antibiotic given earlier. Fluoroquinolones, third-generation cephalosporins (eg ceftriaxone and cefixime), and azithromycin are currently regarded as the antibiotics of choice for treating MDR strains 2. However, an issue of great concern is the emergence of strains of S. Typhi with reduced susceptibility to fluoroquinolones. The matter is further worsened by the fact that etiological diagnosis for cases of pyrexia is available in relatively few centers. This might lead to improper therapy and worsen the drug resistance among Salmonella isolates. Hence study about antibiotic sensitive pattern of Salmonella typhi is crucial in the proper management of typhoid fever, in prevention and control of disease and drug resistance. Materials and Methods A study to assess the antibiotic sensitivity pattern of enteric fever in children from to 2 years of age in RMMCH was conducted from November 204 to August 206.Clinically suspected cases of typhoid fever in to 2 years age among both sexes admitted in Pediatric Department, Rajah Muthiah Medical College and Hospital, Chidambaram using simple random method, constituted the study group. Children admitted with fever of 5 days or more in duration were screened for enteric fever based on Widal titers blood culture results. Diagnosed enteric fever were studied for laboratory profile and antibiotic sensitivity pattern of the organisms grown. All laboratory values and culture results recorded in proforma. Among culture positive children, antibiotic sensitivity pattern noted. Finally all the laboratory parameters consolidated and tabulated from which antibiotic sensitivity pattern formulated. Blood collection- Procedure The sterile gloves were worn and the venepuncture site on the patient s skin was disinfected by applying 70% isopropyl alcohol in water with % chlorhexidine for at least min and allowed to dry. Around 7 ml of blood from children younger than 2 years who were clinically suspected of typhoid fever was collected. Around 5 ml of blood was inoculated immediately into the culture media and transported to the laboratory. The remaining blood was kept for serum separation in a sterile test tube that was used for Widal. In this study, Brain-heart infusion biphasic medium (BHI agar + BHI broth) with liquid phase 50 ml stored between 2 C and 8 C was used for inoculation. The blood bottle was then incubated at 37 C for up to 7 days being tilted so that the liquid flowed over the solid medium and checked for turbidity, colony formation and other evidence of growth on day, 2, 3 and 7. The bottles showing signs of positive growth were subcultured on blood agar and MacConkey s agar and incubated overnight at 37 C. Non-lactose fermenting smooth colonies detected on the plates were picked up for further identification by biochemical and serological tests. Antibiotic sensitivity pattern was assessed by the Kirby-baeur disc diffusion method where discs Suresh.K et al JMSCR Volume 05 Issue 05 May 207 Page 22060

JMSCR Vol 05 Issue 05 Page 2205-22063 May 207 containing antibiotics were placed onto an agar plate upon which bacteria were growing. If the bacteria is sensitive to the antibiotic a zone of inhibition is seen around the disc. Minimum inhibitory concentrations (MIC) of isolates resistant to chloramphenicol, ampicillin and nalidixic acid were determined by agar dilution test using purified antibiotic powders. Ampicillin (0 μg), Chloramphenicol (30 μg), Trimethoprim- Sulphamethoxazole (.25 & 23.75 μg), Nalidixic acid (30 μg), Ciprofloxacin (5 μg), Ceftriaxone (30 μg) used. Multi drug resistant (MDR) strain were defined as those resistant simultaneously to ampicillin, chloramphenicol and trimethoprimsulphamethoxazole. Data were evaluated using descriptive statistics. Results Table : Drug Sensitivity and Resistant pattern of S. Typhi Antibiotic Sensitive Resistant N % N % Ampicillin 4 70 6 30 Cotrimoxazole 6 80 4 20 Chloramphenicol 8 0 2 0 Nalidixic acid 8 0 2 0 Ciprofloxacin 5 5 Ceftriaxone 20 00 0 0 Cefixime 20 00 0 0 Azithromycin 20 00 0 0 Fig : Multi Drug Resistant Strain Isolated In This Study Non MDR 0% MDR 0% Among 40 children in study population, Twenty (4.3%) cases were positive for enteric fever by blood culture. Total of 20 cases of salmonella typhi isolates from blood culture were included for analysis. Out of these, 3 (65%) were males and 7(35%) were females. Of the 20 cases 6(20%) were between 5-2 years and 4(20%) cases were less than 5 years. Fever was noted in all the cases (00%). Average duration of symptoms before admission was 5.7 days. In the present study (table-), all the isolates were susceptible to ceftriaxone(00%),cefixime (00%) and Azithromycin (00%). Most were responsive to Ciprofloxacin (/20,5%), Nalidixic acid (8/20,0%), Chloramphenicol (8/20,0%).Cotrimoxazole sensitive in 6 (80%) children. Out of 20, only 4 cases were sensitive to Ampicillin (70%). Chloramphenicol sensitivity is 0% which is higher than ampicillin and cotrimoxazole. Among 20 culture positive children, 2 (0%) were multi drug resistant (figure ). No mortality in the study group. Mean defervescence time after initiation of antibiotic therapy in ceftriaxone treated group (6/20) was mean 4.6 days and ciprofloxacin (4/20) treated group was 5.4 days. Suresh.K et al JMSCR Volume 05 Issue 05 May 207 Page 2206

JMSCR Vol 05 Issue 05 Page 2205-22063 May 207 Discussion Table 2: Antibiotic Sensitivity Pattern among Salmonella Typhi Study series mpi o-tri hlor ali ipro Joshi BG et al 5 00 00 00 4 8 Riyazchungathu et al 7 0 0 2 8 S Udayakumar et al 8.5 0 7.4.3 0 Altafahmedtalpur et al 7.07 3.4 0.48 Nilesh D. Patel et al 0 6 0 3 RanjanaHawaldar et al.25 7.5 Anees Akhtar et al 6 3.30 3.30 3.30 3.30 Chandrashekar et al 4 0.3 3. 3.3 Sudharshan raj et al 2 0.7.6 5.8 00 Hetal N et al 3.04 5. 00 00 Present study 5 0 0 0 5 C eftri efix zith 00 00 2 00 3.5 3.5 00 2.68 5.60 6 6 8.73.37 00 3.30 00 8 7.5.7 00 00 00 00 7.04 00 00 00 Ampi- Ampicillin. Co-Tri Cotrimoxazole. Chlor- chloramphenicol. Nali- Nalidixic Acid. Cipro- Ciprofloxacin. Ceftri- Ceftriaxone. Cefix- Cefixime. Azith- Azithromycin. In this present study 20 isolates are positive for Salmonella typhi all are sensitive (00%) to Ceftriaxone, Cefixime and Ciprofloxacin. Which is comparable with Joshi BG et al, Sudharshan Raj et al and Hetal N et al. Ciprofloxacin have 4.4% sensitivity which is comparable with Nilesh D Patel et al. Ampicillin sensitivity is 5% which is comparable with Riyazchungathu et al and Hetal N et al. Multi drug Resistant is seen in 0%, which less than Anees Akhtar et al and more than Joshi BG et al as shown in table 2.There is re-emergence of strains with high sensitivity to first line antibiotics choramphenicol and cotrimoxazole noted in this study. Conclusion Blood culture is the gold standard for diagnosis of typhoid fever with high specificity. Sensitivity is higher in first week of illness, decline with the increase in the duration of illness and with prior antibiotic usage. Whenever feasible confirmation with blood culture is strongly encouraged especially with the appearance of drug resistance strains in the community. Appropriate diagnosis using blood cultures and using 3 rd generation cephalosporins as the first line of drug in treating children with enteric fever can reduce the duration of treatment, promote better compliance, reduce relapse rates, and may decrease multidrug resistant S.typhi/paratyphi strains in the community. MDR and Quinolone resistant strains are emerging. All the salmonella typhi isolates are fully susceptible to ceftriaxone, cefixime and azithromycin in this study. There is re-emergence of strains with high sensitivity to first line antibiotics choramphenicol and cotrimoxazole noted in this study. The fact that multi drug resistance is 0% in this study, which warrants rational prescription of antibiotics. References. Background document: The diagnosis, treatment and prevention of typhoid fever. Suresh.K et al JMSCR Volume 05 Issue 05 May 207 Page 22062

JMSCR Vol 05 Issue 05 Page 2205-22063 May 207 world health organization.2003; WHO/V& B/ 03.07: -38 2. Zulfiqar Ahmed Bhutta. Nelson textbook of pediatrics. 20th ed. Philadelphia: Elsevier 206; 388-32. 3. Parthasarathy A, RitabrataKundu, Rohit Agarwal. Textbook of pediatric infectious diseases. Indian academy of pediatrics infectious disease chapter. New delhi. Jaypee brothers medical publishers pvt ltd. 203;48-423 4. Chandrashekar, Anil Kumar YC, KirandeepSodhi and Dalal S.S. A Study of clinical and laboratory profile of enteric fever in pediatric age group. International Journal of Basic and Applied Medical Sciences 203; 3(3): 6-23 5. Joshi BG, Keyal K, Pandey R, Shrestha BM. Clinical Profile and Sensitivity Pattern of Salmonella Serotypes in Children: A Hospital Based Study. Journal of Nepal Paediatric Society. 20;3(3): 80-83. 6. Akhtar, Indu Shukla, Fatima Khan and Anjumparwez., A Multi-drug Resistant Salmonella enterica Subspecies enterica Serotype Typhi: A Diagnostic and Therapeutic Challenge. International Journal of Current Microbiology and Applied Sciences. 205; Special Issue-: -25 7. Riyazchungathu, Jayavardhana A. Current pattern of Salmonella Typhi antimicrobial susceptibility in the era of antibiotic abuse. Indian Journal of Basic and Applied Medical Research. 205;5() :400-404. 8. Udayakumar, P M Swathi, K Pushpalatha, G S Ravi Current antibiogram pattern of Salmonella typhi and paratyphi isolates and response to treatment in a tertiary care center.indian Journal of Child Health. 206; 3(2): 20-24.. Altaf Ahmed Talpur, Nand Lal Kella, Abdul Rashid Surahio, Muhammad Javed, Akmal Jamal. Sensitivity pattern of salmonella Typhi in patients with typhoid small Bowel perforations. Quarterly medical channel.202; (2): 3-6. 0. Nilesh D. Patel, Rakesh M. Rajat, Rajesh S. Katara In-vitro antibiotic sensitivity pattern of salmonella typhi. International archives of integrated medicine.205; 2(5): -4. Ranjana Hawaldar, Sadhna Sodani, Hemlata Bhilware Antibiotic Sensitivity Pattern of Salmonella Typhi in a Stand Alone Lab in Central Madhya Pradesh. Indian J Microbiol Res 206;3():3-36. 2. Sudharshan Raj. Clinical profile and antibiotic sensitivity pattern of typhoid fever in Patients admitted to pediatric ward in a rural teaching hospital. International Journal of Medical Research & Health Sciences. 203; 3(2): 245-24. 3. Hetal N. Jeeyani, Baldev S. Prajapati, Afroz Bloch Enteric Fever in Children - Clinical Profile, Sensitivity Patterns and Response to Antimicrobials. GCSMC Journal of Medical Sciences.205; 4(): 40-43. Suresh.K et al JMSCR Volume 05 Issue 05 May 207 Page 22063