A survey on define daily dose of watch- and access-category antibiotics in two Indonesian hospitals following the implementation of digital antimicrobial stewardship tool.
Ronald Irwanto Natadidjaja ab, Aziza Ariyani a, Hadianti Adlani ac, Raymond Adianto a, Iin Indah Pertiwi a, Grace Nerry Legoh a, Alvin Lekonardo Rantung a, Hadi Sumarsono a
a. RASPRO Indonesia Study Group, Indonesia
b. Faculty of Medicine, Universitas Trisakti, Jakarta, Indonesia
c. Faculty of Medicine, Syarif Hidayatullah State Islamic University, Banten, Indonesia
Received 21 April 2024, Revised 25 November 2024, Accepted 16 December 2024, Available online 25 December 2024, Version of Record 28 December 2024.
In 2023, the World Health Organization (WHO) began targeting a shift in antibiotic prescribing trends from Watch to Access category. The expected target is including 60% of antibiotic prescribing in the Access category.
Method
This survey was a preliminary study, in which our study group designed a digital model of antimicrobial stewardship and the model was known as e-RASPRO. It was an initial review on the implementation of e-RASPRO tool prior to its wider use in future hospitals. The survey on the use of antibiotic Define Daily Dose / 100 patient days (DDD) was carried out in two hospitals in Indonesia at 3 months and 9 months of use, respectively. Hospital 1 as a primary hospital, Hospital 2 as a referral hospital. Data was retrieved retrospectively at the inpatient wards of both hospitals.
Result
Three months before and after the implementation of e-RASPRO in Hospital 1, we found an increase in DDD of prophylactic antibiotic Cefazolin by 167.18 %. In hospital 2, it could not be described because Cefazolin had been used since the hospital applied the manual RASPRO concept. DDD of Watch category antibiotics within 9 months following the implementation of e-RASPRO tool in hospital 1 showed a decrease of 49.01 %. Meanwhile, the implementation of e-RASPRO for 3 months in Hospital 2 still showed an increase in Watch category antibiotics by 20.18 %; however, there was a decrease in DDD of Cephalosporin and Glycopeptide antibiotics by 7.63 % and 49.30 %, respectively. In the meantime, as a way of saving antibiotic use and shifting antibiotic prescribing to the Access category, we found a decrease in DDD of Access category antibiotics in Hospital 1 by 3.64 % and an increase in Hospital 2 by 8.14 %
Conclusion
The survey may indicate that there are savings attempts in antibiotic use as well as an early change in DDD antibiotics from the Watch category to the Access category following the implementation of e-RASPRO tool in both hospitals. The time period of using the digital devices may still affect the results; however, this survey certainly has not illustrated a strong cause-and-effect correlation between the use of e-RASPRO tool and antibiotic DDD.
Keywords
Survey; DDD; Antibiotics; Antimicrobial stewardship; Digital; e-RASPRO Indonesia
Introduction
The World Health Organization (WHO) in 2023 began to set the target of prescribing Access antibiotics at 60 % of reach.1, 2 It certainly must be followed by supporting efforts in various sectors such as the hospital management sectors, human resources, knowledge of antibiotics and various other supporting devices. Some studies suggest that the use of antimicrobial stewardship tools can provide good results in terms of antimicrobial use and reducing antibiotic DDD; however, it may not be possible to determine what kind of digital model is good to use.3, 4.
WHO has categorized antibiotics into Access, Watch and Reserve (AWARE).5 The Access category includes antibiotics that are considered to have a lower potential for resistance compared to the Watch category.2 While Reserve category antibiotics are types of antibiotics that are only used if there are suspected infections caused by Multi-Drug Resistant (MDR) pathogens.2 Therefore, Reserve category antibiotics are antibiotics that the use must be restricted in accordance to the necessity.5 The WHO AWaRe became a reminder to stakeholders for promoting antimicrobial appropriate use and antimicrobial stewardship with consideration of local epidemiology and antimicrobial sensitivity data.6.
RASPRO Indonesia Study Group has tried to develop a digital device by integrating the AWARE antibiotic category based on what has been launched by WHO. The use of this tool is intended to guide clinicians in administering prophylactic, empiric and definitive antibiotics. Moreover, it also facilitates consultation with the hospital’s Antimicrobial Stewardship Team (PGA) in coordinating the approval of administering antibiotics of Watch and Reserve categories, helping hospitals to monitor, evaluate report and create action plans related to antibiotic use.
Method
This survey was the initial result of a review on the implementation of e-RASPRO tool prior to its wider use in future hospitals. The socialization on implementation of e-RASPRO tool along with a guideline on digital antimicrobial use was carried out at two hospitals in Indonesia. The e-RASPRO tool in Hospital 1 was an initial device (blueprint); while in Hospital 2 it was a full-version device. However, both of them had the same flow, only different on the screen display. These two hospitals were chosen because they have different status in service. Hospital 1, a primary hospital with 134 beds, 9 pharmacists, 115 nurses, and 37 specialist doctors. Hospital 2, a referral hospital with 254 beds, 39 pharmacists, 368 nurses, and 102 specialist doctors.
Digital antimicrobial usage guideline was made based on literature synthesis and observation of local microorganism pattern (in hospitals that already hold data on microorganism patterns) by entering antibiotic categories in accordance with the AWARE-WHO. The guideline on digital antimicrobial usage was then agreed by hospital management and the hospital’s Antimicrobial Resistance Control Committee / Komite Pengendalian Resistensi Antimikroba (KPRA), which was then included in the e-RASPRO tool.
The e-RASPRO was then implemented in both hospitals and used to guide clinicians in prescribing prophylactic, empiric and definitive antibiotics. At 9 months and 3 months following the implementation of e-RASPRO, the define daily dose (DDD) of antibiotics was calculated and evaluated whether there was a change in the pattern of antimicrobial use before and after the implementation of the e-RASPRO tool from the Watch category to the Access category.
Prescribing prophylactic antibiotics
When prescribing prophylactic antibiotics, clinicians were asked to fill out a digital prophylaxis form of e-RASPRO tool and they were then guided to select the type of prophylactic antibiotic according to the digital antimicrobial guidelines included in the device with the main target use was Cefazolin (Fig. 1).
Prescribing empiric antibiotic
When prescribing empiric antibiotic using e-RASPRO tool, clinicians were guided to determine the risk stratification of patients who were hospitalized in inpatient wards by filling out the Risk Stratification digital form. The digital form was created by considering the patients’ immune status, their severity of infection and medical history such as: history of previous antibiotic use, history of previous hospitalization and history of previous medical instrument use. The e-RASPRO tool categorized patients into 3 risk stratification groups for empiric antibiotic administration (Fig. 2).
Type I Risk Stratification Group was a group of patients that could receive empiric antibiotics for multi-sensitive microorganism coverage. This group was a group of immunocompetent patients or could also be a group of immunocompromised patients with the severity of bacterial infections that were not threatening or at risk of MDR and they were not included in Type II and III Risk Stratification Groups.7.
Type II Risk Stratification Group for non-severe infectious condition with ((Immunocompromised AND/OR uncontrolled diabetes mellitus) with (History of antibiotic administration within ≤ 90 days ago AND / OR History of having treatment in healthcare facilities of ≥ 48 h, ≤ 90 days ago, AND / OR History of medical instrument use of ≤ 90 days ago)). Type II Risk Stratification group was a group which was at risk of infection with Multi Drug Resistant (MDR) microorganisms − Extended Spectrum Beta-Lactamases (ESBLs).7, 8, 9, 10, 11, 12, 13, 14, 15.
Type III Risk Stratification Group was a group with threatening infectious condition AND / OR ((Immunocompromised AND / OR uncontrolled diabetes mellitus) with (History of antibiotic administration ≤ 30 days ago AND / OR History of having treatment in healthcare facilities of ≥ 48 h ≤ 30 days ago, AND / OR History of medical instrument use ≤ 30 days ago)). This group is at risk of infections by ESBLs and other Multi-Drug Resistant (MDR) microorganisms including MDR Pseudomonas sp and others.7, 16, 17, 18, 19, 20, 21.
The group of patients with Healthcare Associated Infections (HAIs) was also included in the Type III Risk Stratification group. The group categorized as HAIs was a group with a period of infection occurrence at ≥ 48 h treatment in a healthcare facility, even at 90 days following a surgery.22, 23, 24, 25 Moreover, a research with a limited scope of study demonstrated that patients included in the Type III Risk Stratification in the RASPRO system were also the group that was at risk for sepsis.26.
The digital guidelines on the use of empiric antimicrobial agents in both hospitals were developed similiarly. Patients who were digitally categorized as those with Type I Risk Stratification on the e-RASPRO tool, were given a choice of antibiotics listed in the digital guidelines on Access-categorized Single or Combination antimicrobial agents (e.g. Ampicillin, Ampicillin Sulbactam, Amikacin dan Gentamycin).5 Meanwhile, for the group of patients with Type II Risk Stratification on the e-RASPRO tool, the choice of empiric antibiotics was anti-ESBL antibiotics with a choice of antibiotics included in the Access-Watch category on the digital guidelines of antimicrobial agents or also with a consideration on the use of Carbapenem Sparing Regimen (e.g. Piperacillin Tazobactam or Amoxicillin Clavulanate / Ampicillin Sulbactam + Aminoglycosides combination). The use of Quinolone only for patients who were allergic to Penicillin or with other considerations).5 The group of patients with Type III Risk Stratificationon the e-RASPRO tool had a choice of antibiotics of those that were able to eradicate ESBLs or other MDR bacteria with the majority of antibiotic choices listed on the digital guidelines of antimicrobial agents including those of Access, Watch to Reserve category (e.g. Meropenem with or without combination with Aminoglycosides to Polymixin and Tygecycline).5 The digital guidelines on empiric antimicrobial use, which had been developed on the device, included a guideline on using antimicrobial agents, particularly using the third generation of Cephalosporin as minimum as possible. It was correlated to the developing issues in both hospitals on the high incidence of using the third generation of Cephalosporin. Escalation and de-escalation, as well as step up and step down empiric antibiotics were also carried out by filling out the digital form of digital guidelines on antibiotics that could provide guidance for clinicians. In addition, the dose of antibiotics that had been administered, the presence or absence of adjustment dose would also be documented on the device.
Prescribing definitive antibiotics
To de-escalate antibiotics treatment according to culture results (definitive antibiotics), the e-RASPRO tool had also included a digital form for administering definitive antibiotics that must be filled out by the clinician. The digital form would indicate the time when antibiotic de-escalation had been carried out, how long it took to perform antibiotic de-escalation from empiric to definitive antibiotics, the type and the dose of definitive antibiotics used (Fig. 3).
When prophylactic and empiric antibiotics were not given in accordance with the digital antimicrobial guideline as well as the guideline on the use of Watch and Reserve category antibiotics, it would be consulted by the pharmacist to the hospital PGA team in order to determine whether or not the antibiotic was allowed bo be used. Prescribing definitive antibiotics categorized as Watch and Reserve must also be done by consulting the PGA team that could be facilitated by the system. Regarding prolonged antibiotic administration, clinician must complete an electronic form on prolonged antibiotic use (Fig. 4). If the form had not been completed or if there was no appropriate reason, the pharmacist could perform Automatic Stop Order (ASO). In difficult cases and when experiencing a change of antibiotics, either empirically or there was an antibiotic escalation, a special electronic form was provided so that it could become an integrated discussion among the clinician, the PGA and even hospital management team (Fig. 5).
By implementing the e-RASPRO tool, initial data was retrieved within the first 3 months of using e-RASPRO device to evaluate the suitability on the type of prophylactic antibiotics. The survey was then continued with data collection on DDD of antibiotics at 9 months before and after the use of e-RASPRO in Hospital 1 and 3 months before and after the use of e-RASPRO tool in Hospital 2. Data was collected when Hospital 2 had only been using the e-RASPRO tool for 3 months.
After data collection had been completed, the data were presented descriptively and changes in antibiotic use patterns before and after the implementation of e-RASPRO tool were observed. Survey data was calculated and submitted to a pharmacist of each hospital and the data had been verified by the KPRA of each surveyed hospital. Data was presented as it was in accordance with those that had been submitted by each hospital.
Results
Within the first 3 months of using the e-RASPRO tool, data on DDD prophylactic antibiotic were retrieved. Efforts that had been made through e-RASPRO tool were to increase the use of Cefazolin as the main prophylactic antibiotic in accordance with the applicable regulations in Indonesia.
There was an increase in DDD of Cefazolin by 167.18 % with a decrease in DDD of Ceftriaxone and Cefotaxime by 9.98 % and 7.84 % respectively that served as prophylactic antibiotics in Hospital 1 at three months after implementing the e-RASPRO tool. Meanwhile, in Hospital 2 there was no use of Ceftriaxone and Cefotaxime as well as other antibiotics as prophylactic antibiotics. Cefazolin had been used since the socialization of the manual (non-electronic) RASPRO concept had been carried out in Hospital 2.
The survey on DDD of Watch-category antibiotics at 9 months and 3 months following the implementation of e-RASPRO tool in Hospital 1 and Hospital 2 was as followed: there was a decrease in DDD of Cephalosporin antibiotics by 51.25 % and 7.63 %, respectively. Meanwhile, there was also a sharp decrease in the DDD of Quinolone antibiotics in Hospital 1 by 46.71 %; however, a significant increase was still observed on the use of Quinolone antibiotics by 69.15 % in Hospital 2. The DDD of Carbapenem antibiotics in Hospital 1 seemed to decrease by 22.81 %; however, it increased in Hospital 2 by 12.28 %. There was a decrease in total DDD of Watch antibiotics in Hospital 1 by 49.01 % and an increase of 20.18 % in Hospital 2.
The survey on DDD of Access category antibiotics at 9 months and 3 months following the implementation of e-RASPRO tool in Hospital 1 and Hospital 2 was as followed: there was an increase in DDD of Ampicillin and Amoxicillin Clavulanate in Hospital 1 by 100 % respectively. Meanwhile, in Hospital 2 there was also a significant increase on the DDD of 1.5 g and 0.75 g Ampicillin Sulbactam by 126.25 % and 54.35 %. It had been documented that there was a decrease in DDD of Gentamycin in Hospital 1 by 80.90 %. A decrease in DDD of Metronidazole in Hospital 1 and Hospital 2 were recorded at 8.47 % and 11.60 %, respectively. There was a decrease in total DDD of Access-category antibiotics by 3.64 % in Hospital 1 and an increase of 8.14 % in Hospital 2. No exact data about number of difficult case or automatic stop order event, both hospitals have not implemented this policy strictly.
Discussion
Surveys related to Antimicrobial Resistance (AMR) and Antimicrobial Use (AMU) should be carried out to evaluate the effectiveness of policies, evidence and implementation of PGA.27, 28 In addition, specific intervention strategies are also needed in order to improve the wise use of antibiotics in Indonesia.29 RASPRO Indonesia Study Group initially had tried to write a manual concept so that hospitals could carry out antimicrobial stewardship in a more targeted manner. In 2022, the manual concept was then developed into e-RASPRO digital tool, a digital device that could be used in integration or parallel with the hospital information system.
The digital tool is then used as a model that is expected to assist hospitals in guiding clinicians in the wise use of antibiotics based on WHO AWARE. It also considers local microorganism patterns (if the hospital has already had any representative microorganism patterns). The guideline on empirical antimicrobial use is digitized by considering patient risk stratification.
In addition, this digital device is able to record the suitability of empiric antibiotic use in accordance with the risk stratification of each patient, the suitability of changing empiric antibiotics based on local guidelines, antibiotics de-escalation time (administering antibiotics according to culture findings), the duration of antibiotic use until reaching the antibiotic-time-out period. The e-RASPRO tool also facilitates faster consultation with the pharmacists and clinician electronically via What’s App, What’s App Call, Video Call even using mobile phone with the hospital PGA team. The device can also assist the hospital in conducting integrative monitoring, retrieving data, performing reporting that are necessary to determine the next action plan related to the implementation of PGA.
On the e-RASPRO tool, clinicians who want to perform clean surgeries with prostheses or clean-contaminated surgeries or other surgeries with a high risk of infection can fill out an electronic form and they will be guided to use 2 g of Cefazolin. In a study conducted in Thailand, it has been found that 70 % of prophylactic antibiotic use is continued for more than a day.30 The e-RASPRO tool can detect whether there is further use of antibiotics that should not be given if the status of initial antibiotic given is prophylactic antibiotic. The use of prophylactic antibiotics listed on the e-RASPRO tool is Cefazolin, which is in accordance with the applicable regulations in Indonesia.
Table 1 shows an increase in DDD of Cefazolin as a prophylactic antibiotic, which is followed by a decrease in the percentage of DDD of Ceftriaxone and Cefotaxime in Hospital 1 at 3 months following the implementation of e-RASPRO tool. This is indeed consistent with the goal that has been proclaimed nationwide that there should be a shift in the use of 3rd generation Cephalosporin antibiotics to Cefazolin (1st generation of Cephalosporin) that serves as prophylactic antibiotic. For Hospital 2, the use of Cefazolin as prophylactic antibiotic had been applied since the concept of manual RASPRO was introduced in the hospital about 1 year before the introduction of digital model of e-RASPRO tool; therefore, its impact could not be calculated. The decrease in the DDD percentage of Cefazolin as a prophylactic antibiotic may be related to the number of patients that have been undergone surgeries during the survey period.
Table 1. DDD of Prophylactic Antibiotics in Hospital 1 and Hospital 2 at 3 Months Following the Implementation of e-RASPRO Tool.
Empty Cell
Hospital 1
Hospital 2
3 Months
3 Months
Before Implementing e-RASPRO
After Implementing e-RASPRO
Increase / Decrease
Before Implementing e-RASPRO
After Implementing e-RASPRO
Increase / Decrease
Cefazolin
7.16
19.13
167.18 %
2.84
2.31
−18.66 %
Ceftriaxone
4.21
4.63
9.98 %
−
−
−
Cefotaxime
2.04
2.20
7.84 %
−
−
−
Table 2 shows a decrease in DDD of 3rd generation Cephalosporin in both hospitals. At the beginning of implementation of e-RASPRO tool, the high incidence of antibiotic use of 3rd generation Cephalosporin was indeed a major issue in both hospitals. Some journals suggest that 3rd generation Cephalosporin is the most widely used antibiotics.30, 31, 32 Therefore, a particular strategy is necessary to reduce its use, especially for its empiric use.
Table 2. DDD of Watch Category Antibiotics in Hospital 1 and 2 at 9 Months and 3 Months Following the Implementation of e-RASPRO Tool.
Empty Cell
Hospital 1
Hospital 2
9 Months
3 Months
Before Implementing e-RASPRO
After Implementing e-RASPRO
Increase / Decrease
Before Implementing e-RASPRO
After Implementing e-RASPRO
Increase / Decrease
Empty Cell
Patients = 4215
Patients = 4618
Patients = 2805
Patients = 2675
Ceftriaxone
484.00
217.95
−54.97 %
34.44
31.84
−7.55 %
Cefotaxime 1 g
12.19
18.84
54.55 %
5.28
4.84
−8.33 %
Cefotaxime 0.5 g
−
−
−
−
−
−
Ceftazidime
−
−
−
2.65
3.06
15.47 %
Cefoperazone
−
−
−
−
−
−
Cefoperazone sulbactam
−
−
−
−
0.64
100.00 %
Ceftixozime
−
5.11
>100 %
0.42
−
−100.00 %
Cefepime
−
−
−
5.58
4.30
–22.94 %
Cephalosporine Group
496.19
241.90
−51.25 %
48.37
44.68
−7.63 %
Levofloxacin 750 mg
195.51
84.11
−56.98 %
8.55
21.41
150.41 %
Levofloxacin 500 mg
56.52
33.89
−40.04 %
23.83
24.10
1.13 %
Ciprofloxacin
−
16.31
100.00 %
−
9.26
100.00 %
Moxifloxacin
−
−
−
−
−
−
Quinolone Group
252.03
134.31
−46.71 %
32.38
54.77
69.15 %
Meropenem 1 g
20.30
15.67
–22.81 %
8.27
9.43
14.03 %
Meropenem 0.5 g
−
−
−
9.64
10.68
10.79 %
Carbapenem Group
20.30
15.67
–22.81 %
17.91
20.11
12.28 %
Vancomycin 0.5 g
−
−
−
1.42
0.72
−49.30 %
Glycopeptide Group
−
−
0.00 %
1.42
0.72
−49.30 %
TOTAL Watch=
768.52
391.88
−49.01 %
100.08
120.28
20.18 %
DDD of antibiotics of Quinolone group in Hospital 1 had a significant decrease of 46.71 %; while it still shows a striking increase of 69.15 % in Hospital 2. There is no certainty on why there is a stark difference between the two hospitals regarding the use of Quinolone. In the digital guideline on the use of antimicrobial agents in both hospitals, Quinolones have only been placed as an alternative treatment for Penicillin-allergic patients, who are also not recommended to be treated with Cephalosporin group, even Carbapenem group. The high use of Quinolones in Hospital 2 may be related to various issues such as: the subjective doctor’s confidence on Access-category antibiotics in the management of mild infection cases (Type I and II Risk Stratification), drug availability, managerial strength on the compliance with antimicrobial use guidelines and others.
DDD of Carbapenem antibiotics has decreased by 22.81 % in Hospital 1, but it increased by 12.28 % in Hospital 2. Meanwhile, the DDD of Glycopeptide class in Hospital 2 has also decreased by 49.20 %. There has been no specific research on the causal correlation regarding the increased and decreased use of both antibiotic groups following the implementation of e-RASPRO tool. It may occur since the number of patients classified as Type III Risk Stratification could fluctuate.
Table 3. On Table 3, it can be seen that there is a decrease in DDD of Access-category antibiotics in Hospital 1, but in contrast, there is an increase of DDD in Hospital 2. For this, in our opinion, we could evaluate this issue from two sides. In Hospital 1, there is a positive side obtained, namely a decrease in total antibiotic DDD, both from Watch Category antibiotics, which decreases significantly by 49.01 %, and Access Category antibiotics which decreases by 3.64 %. The significant increase in DDD of Ampicillin and Amoxicillin Clavulanate by 100 % from the rate of ‘never been used’ is expected to be an indicator that e-RASPRO tool can guide clinicians in using Access-category antibiotics for non-severe infection cases, replacing the role of Watch antibiotics that so far have been massively used.
Table 3. DDD of Access-category Antibiotics in Hospital 1 and 2 at 9 Months and 3 Months Following the Implementation of e-RASPRO Tool.
Empty Cell
Hospital 1
Hospital 2
9 Months
3 Months
Before Implementing e-RASPRO
After Implementing e-RASPRO
Increase / Decrease
Before Implementing e-RASPRO
After Implementing e-RASPRO
Increase / Decrease
Empty Cell
Patients = 4215
Patients = 4618
Patients = 2805
Patients = 2675
Ampicillin
−
9.13
100 %
−
−
−
Ampicillin Sulbactam 1.5 g
−
−
−
0.80
1.81
126.25 %
Ampicillin Sulbactam 0.75 g
−
−
−
1.38
2.13
54.35 %
Amoxycillin clavulanate
−
8.21
100 %
−
−
−
Gentamycin
20.89
3.99
−80.90 %
−
−
−
Amikacin
−
−
−
−
−
−
Metronidazole
24.78
22.68
−8.47 %
8.02
7.09
−11.60 %
Cefuroxime*
−
−
−
−
−
−
TOTAL Access=
45.67
44.01
−3.64 %
10.20
11.03
8.14 %
In Hospital 2, it can be seen that there is still an increase in total DDD of Watch-category antibiotics by 20.18 %; however, the increased DDD of Access-category is expected to be the beginning of a new culture of using Access-category antibiotics that one day may shift the dominance on the use of Watch-category antibiotics in accordance with its indication. The difference in the length of use of the e-RASPRO tool of 9 months and 3 months may still the one of causes of different results found in both hospitals. When there is a shift in prescribing from Watch to Access category antibiotics and decrease in antibiotic prescribing, hopefully, there will be a decrease in the risk of selective pressure events which will reduce the risk of the emergence of MDR bacteria. However, it certainly needs further studies to come to such conclusion.
e-RASPRO able to record conditions where there is no agreement between the clinician, pharmacist and the hospital’s antimicrobial stewardship team in administering antibiotics, while rapid drug administration is needed (in patients with sepsis who fall into the type III risk stratification category). In this condition, antibiotic can be dispensed as is recommended by the clinician. However, through the e-RASPRO device, pharmacist can create notes on the device for this situation. The administration of antibiotics with pharmacist notes can be reviewed in the following days. All of these notes can be traced by e-RASPRO device when evaluation is carried out next day. All of these data can be used as evaluation material to develop action plan for better future improvements.
Conclusion
The survey may indicate that there are saving endeavors in antibiotic use as well as an early change in antibiotic DDD from the Watch category to the Access category following the implementation of e-RASPRO tool in both hospitals. The period of time of using the digital device may still affect the results. However, the survey certainly does not illustrate a strong cause-and-effect relationship between the use of e-RASPRO tool and antibiotic DDD.
CRediT authorship contribution statement
Ronald Irwanto Natadidjaja: Writing – original draft, Supervision, Project administration, Methodology, Investigation, Formal analysis, Conceptualization. Aziza Ariyani: Writing – review & editing, Supervision, Resources, Methodology, Investigation, Formal analysis, Data curation. Hadianti Adlani: Writing – review & editing, Supervision, Investigation, Formal analysis, Data curation. Raymond Adianto: Software, Data curation. Iin Indah Pertiwi: Resources, Investigation, Data curation. Grace Nerry Legoh: Resources, Investigation, Data curation. Alvin Lekonardo Rantung: Resources, Investigation, Data curation. Hadi Sumarsono: Writing – review & editing, Supervision.
Declaration of Competing Interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
R.I. Natadidjaja, T. Henry, H. Adlani, A. Ariyani, R. Bur
Antibiotic usage at a private hospital in Central Java: results of implementing the Indonesian Regulation on the Prospective Antimicrobial System (Regulasi Antimikroba Sistem Prospektif Indonesia [RASPRO])
National multicenter study of predictors and outcomes of bacteremia upon hospital admission caused by Enterobacteriaceae producing extended-spectrum β-lactamases
Antimicrob Agents Chemother., 54 (12) (2010), pp. 5099-5104, 10.1128/AAC.00565-10
Utility of a Clinical Risk Factor Scoring Model in Predicting Infection with Extended-Spectrum β-Lactamase-Producing Enterobacteriaceae on Hospital Admission
Infect Control Hosp Epidemiol., 34 (4) (2013), pp. 385-392, 10.1086/669858
Risk factors for community-acquired extended-spectrum beta-lactamase-producing Enterobacteriaceae infections-a retrospective study of symptomatic urinary tract infections. Open Forum
Risk factors of extended-spectrum beta-lactamase-producing Enterobacteriaceae bacteremia in Thai emergency department: A retrospective case-control study
R.I. Natadidjaja, A.S. Kusuma, G.B. Sudradjad, L. Nugrohowati
The Association between Medical History-based Risks and Sepsis Events in Immunocompromised Patients according to Type III Stratification of the Indonesian Regulation on the Prospective Antimicrobial System (Regulasi Antimikroba Sistem Prospektif / RASPRO)