Pharmacoepidemiology and Drug Safety ORIGINAL ARTICLE OPEN ACCESS Impact of Antibiotic Shortages on Antibiotic Utilisation in the Community Maarten Lambert1,2 | Katja Taxis2 | Lisa Pont1 1Graduate School of Health, University of Technology Sydney, Sydney, Australia | 2Unit of Pharmacotherapy, Epidemiology and Economics, Groningen Research Institute of Pharmacy, University of Groningen, Groningen, The Netherlands Correspondence: Maarten Lambert (m.lambert@rug.nl) Received: 19 August 2024 | Revised: 26 December 2024 | Accepted: 5 January 2025 Funding: The authors received no specific funding for this work. Keywords: antibiotics | community setting | drug shortages | drug utilisation | primary care ABSTRACT Background: Drug shortages are an increasing and worldwide problem. Oral antibiotics are one of the most used medicines worldwide and have recently been affected by drug shortages. Despite this, little is known about the impact of antibiotic shortages on prescribing practices. Aim: To explore the impact of oral antibiotic shortages on national antibiotic utilisation. Methods: A cross-­sectional study of oral antibiotic shortages and antibiotic utilisation was conducted using Australian reimbursement and regulatory data from January 2022 to December 2023. All nationally reimbursed oral antibiotics were included in the study. The number and duration of reported antibiotic shortages per product were determined for each active ingredient. The clinical impact was assessed using national utilisation in Defined Daily Doses per 100 000 inhabitants. Changes in trends were analysed using Joinpoint regression. Results: Shortages were reported for eighteen of the twenty-­one (86%) oral antibiotics reimbursed in Australia. For ten active ingredients, shortages did not coincide with changes in utilisation data. No clear relation between the number and duration of shortages and impact on utilisation was observed. Changes in utilisation coinciding with shortages were observed for eight active ingredients. For cefaclor (−20% decrease in utilisation) and roxithromycin (−26% decrease), the impact of shortages is most clearly reflected by decreases in utilisation. For the other six, minor changes in utilisation were observed coinciding with shortages. Conclusions: Antibiotic shortages were common in Australia during 2022 and 2023. The impact of shortages differs per antibiotic, for some antibiotics there are shortages coinciding with declines in utilisation. For others, shortages occur without apparent changes in utilisation. 1 | Introduction Drug shortages are a common and increasing problem worldwide [1, 2]. In American hospitals alone, responding to shortages was reported to cost $359 million yearly, with over $200 million extra in additional labour costs [3]. Amongst all drug classes, antibiotics are most affected by shortages [4]. The risk of antibiotic shortages is substantial as the supply chain for antibiotics is fragile [1, 5]. Moreover, shortages of antibiotics and oncology medicines were reported as most commonly associated with poor patient outcomes [6]. The impact of shortages varies, including delays of care, suboptimal treatment, Prior postings and presentations: This research has not been published or presented elsewhere. It has been accepted for presentation at the 2024 International Conference on Pharmacoepidemiology & Therapeutic Risk Management. This is an open access article under the terms of the Creative Commons Attribution-NonCommercial License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. © 2025 The Author(s). Pharmacoepidemiology and Drug Safety published by John Wiley & Sons Ltd. Pharmacoepidemiology and Drug Safety, 2025; 34:e70107 https://doi.org/10.1002/pds.70107 1 of 13 Summary • Antibiotic shortages were reported for 86% of all oral antibiotics available in Australia between 2022 and 2023. • For ten active ingredients, shortages did not coincide with changes in national utilisation. • A reduction in national utilisation, coinciding with a period of reported shortages, was observed for eight active ingredients; cefaclor and roxithromycin showed the largest decreases, six other active ingredients showed minor reductions in utilisation. • There is no clear relation between the number and duration of shortages and the impact on utilisation data. treatment failure and death [7]. Additionally, shortages of antibiotics may lead to treatment with alternative antibiotics that may have a greater impact on the development of antibiotic resistance [2, 4, 8]. The impact of shortages on prescribing practices and patients in the community setting is unknown. Only a limited number of studies have been performed on the relation between shortages and usage trends. These studies focus on the hospital setting [9]. In this setting, antibiotic shortages have resulted in significant decreases in antibiotic usage, increased use of alternatives and increased costs [9–12]. Interestingly, the resolution of shortages does not always result in utilisation returning to pre-­shortage patterns. In one study, hospital shortages were resolved, but usage returned to baseline levels only for some but increased levels for other active ingredients [10]. Moreover, shortages in one antibiotic can lead to changes in the utilisation of others as clinicians seek alternatives for the agent in shortages. Such alternatives may be less effective or associated with increased development of antibiotic resistance [2]. including reporting information on drug shortages [17]. Drug manufacturers must report shortages to the TGA under Australian legislation [17]. The TGA defines shortages as “the supply of a drug is not likely to meet the normal or projected consumer demand within Australia at any point during the next six months” [18]. This definition aligns with a definition posed by the World Health Organization on shortages [19]. Shortages are reported at the individual product level. 2.2 | Eligible Antibiotics Australia has a national government-­ f unded reimbursement system, the Pharmaceutical Benefits Scheme (PBS), for drugs prescribed in the community setting or on discharge from hospitals [20, 21]. Patients pay a co-­payment for each medicine listed on the PBS, and the Australian government covers any remaining cost. Drugs are listed on the national reimbursement schedule at the individual product level [22]. The PBS includes 21 oral antibiotics (ATC class J01, Table 1). Multiple products may be included in the reimbursement system for one active ingredient with different brands, strengths, or formulations. All oral antibiotics on the PBS were included in the study. Parenteral and topical antibiotics were excluded from the analysis. 2.3 | Data Sources 2.3.1 | Antibiotic Shortages Shortages occurring in Australia are published in the TGA Medicine Shortages reports database [18]. We extracted brand names, active ingredients, ATC codes, formulations, and start and end dates for all shortages of oral PBS-­listed antibiotics occurring during the study period. 2.3.2 | Antibiotic Utilisation Management of shortages is organised differently amongst countries, and even within countries, the clinical impact of shortages may differ [4, 10, 13, 14]. In the community setting, there are no reports on the impact of antibiotic shortages on antibiotic utilisation. Yet, as most antibiotics are used in the community setting [15, 16], exploring the impact of shortages in this setting is particularly relevant. In this setting, oral antibiotics are mainly used [15, 16]. Hence, this research aims to explore the impact of oral antibiotic shortages on national antibiotic utilisation. The Australian government provides aggregate data for all drugs listed on the PBS. These data are publicly available and include data for all medicines listed on the PBS, in irrespective of co-­payment status [23]. National utilisation data for all products of the eligible antibiotics were extracted as the number of dispenses per month per antibiotic product. These data were then aggregated at the antibiotic active ingredient level (ATC level 5). 2 | Methods The number and duration of antibiotic shortages in days per product were determined for each active ingredient. Antibiotic utilisation data were expressed as Defined Daily Doses per 100 000 inhabitants [23, 24]. Population data retrieved from the Australian Bureau of Statistics were quarterly published. Quarterly population changes were converted to monthly population changes [25]. Data on shortages and drug utilisation were presented visually. Joinpoint regression was used to analyse changes in antibiotic utilisation [26]. The impact of shortages on utilisation was determined visually by assessing whether changes in utilisation coincided with shortages of the This was a cross-­sectional study of oral antibiotic shortages and antibiotic utilisation in Australia from January 2022 to December 2023. 2.1 | Drug Shortages A national government body, the Therapeutic Goods Administration (TGA), regulates medicines in Australia, 2 of 13 2.4 | Analysis Pharmacoepidemiology and Drug Safety, 2025 TABLE 1 | Oral antibiotic products available on the national reimbursement schedule. Antibiotic class (ATC level 3) Antibiotics (ATC level 5) Tetracyclines (J01A) Beta-­lactam antibacterials, penicillins (J01C) Doxycycline (J01AA02); mlinocycline (J01AA08) Amoxicillin (J01CA04); phenoxymethylpenicillin (J01CE02); dicloxacillin (J01CF01); flucloxacillin (J01CF05); amoxicillin + clavulanic acid (J01CR02) Other beta-­lactam antibacterials (J01D) Cefalexin (J01DB01); cefaclor (J01DB04); cefuroxime (J01DC02) Sulfonamides and trimethoprim (J01E) Trimethoprim (J01EA01); trimethoprim + sulfamethoxazole (J01EE01) Macrolides, lincosamides and streptogramins (J01F) Azithromycin (J01FA10); clarithromycin (J01FA09); erythromycin (J01FA01); roxithromycin (J01FA06); clindamycin (J01FF01) Quinolone antibacterials (J01M) Ciprofloxacin (J01MA02); norfloxacin (J01MA06) Other antibacterials (J01X) Metronidazole (J01XD01); nitrofurantoin (J01XE01) active ingredient. For this analysis, the dependent variable was DDD/100,000 inhabitants, and the independent variable was the time in months; First-­Order Autocorrelation was estimated according to Hincapie-­Castillo and Goodin [27]. Significance for the Bonferroni adjustment method was set at p < 0.05. Joinpoint analysis was preferred over an Interrupted Time Series analysis as the multiple shortages per active ingredient prevented having clear start and endpoints of the interruption. Joinpoint regressions allow for analysis without a preconceived notion of where shifts in trends might occur [27]. 2.5 | Ethical Approval Ethical approval was not required as all data is publicly available. 3 | Results Shortages were reported for eighteen of the twenty-­one (86%) oral antibiotic active ingredients listed in the national reimbursement system during the study period. In total, 182 products were available for these eighteen active ingredients, of which 108 (59%) were affected by shortages (Table 2). 3.1 | Utilisation Trends of Oral Antibiotics With Shortages 3.1.1 | Tetracyclines (J01A) 3.1.1.1 | Doxycycline. There were fourteen products of doxycycline available during the study period. Five of these (36%) were impacted by in total six shortages with a total duration of 168 days. The Joinpoint analysis showed five segments. The highest use of doxycycline was during winter months (months 6–9, 18–20) and the lowest in summer (months 1–3, 12–15) (Table 2, Figure 1). The changes do not coincide with shortages, and overall utilisation across 2022 and 2023 was similar. 3.1.1.2 | Minocycline. There were two products of minocycline available during the study period. Both (100%) were impacted by in total seven shortages with a total duration of 470 days. The Joinpoint analysis showed four segments. Most shortages of minocycline occurred in 2023 (months 13–24). During months 1–9, minocycline utilisation increased significantly by 1% per month. From that point, utilisation remains stable without significant changes despite three Joinpoints. The lowest utilisation coincides with the period when both products have shortages simultaneously (Table 2, Figure 1). 3.1.2 | Beta-­Lactam Antibacterials, Penicillins (J01C) 3.1.2.1 | Amoxicillin. There were 25 products of amoxicillin available during the study period. Eighteen of these (72%) were impacted by 25 shortages with a total duration of 3609 days. Most shortages occurred from halfway through 2022 until halfway through 2023, with some lasting for 2023 entirely. The Joinpoint analysis showed four segments following seasonal trends. In periods with the most shortages, the seasonal decrease in use in Monthly Percent Change (MPC) is steeper, while the seasonal increase is less steep compared to periods without shortages. During months 1–6, the increase in use is steeper (MPC 20%) than in months 12–18 (MPC 14%), when most shortages occur. The decrease from months 7–12 is steeper (MPC-­14%) during shortages than in months 19–24 (MPC-­8%) when fewer shortages occur (Table 2, Figure 2). 3.1.2.2 | Phenoxymethylpenicillin. There were nine products of phenoxymethylpenicillin available during the study period. Eight of these were impacted by in total fourteen shortages with a total duration of 1301 days. Most phenoxymethylpenicillin shortages occurred during the summer months at the end of 2022 and the beginning of 2023. The Joinpoint analysis showed four segments following seasonal trends. In periods with most shortages, seasonal decrease in use is steeper (MPC−10% vs.−6%) and seasonal increase is less steep (MPC 7% vs. 10%) compared to periods without shortages. Overall use is similar from months 1–12 compared to 13–24 (Table 2, Figure 2). 3.1.2.3 | Flucloxacillin. There were eight products of flucloxacillin available during the study period. Four of these (50%) were impacted by in total six shortages with a total duration of 1093 days. The Joinpoint analysis showed five segments. The utilisation of flucloxacillin does not show changes coinciding with shortages. During shortages, increases and decreases 3 of 13 4 of 13 Pharmacoepidemiology and Drug Safety, 2025 2 25 9 8 Minocycline Amoxicillin Phenoxymethyl-­ penicillin Flucloxacillin 21 14 Doxycycline Amoxicillin + clavulanic acid No of products Active ingredient 12 (57%) 4 (50%) 8 (89%) 18 (72%) 2 (100%) 5 (36%) No of products with shortage (%) 17 6 14 25 7 6 Total number of shortages 3089 1093 1301 3609 470 168 Total days of shortages TABLE 2 | Shortages of antibiotics per active ingredient and Joinpoint analyses. 182 (118) 182 (187) 93 (73) 144 (149) 67 (39) 28 (23) Mean duration in days (SD) 1264–1618 986–2070 4935– 12 338 845–1224 5146– 8468 8.1* −3.8* 11–14 14–19 19–24 14 [14–15] 19 [18–20] 3.9 −1.0 15–18 18–24 18 [14–22] 14.2* −8.4* 13–19 19–24 19 [18–20] 7.0* −6.1* 13–20 20–24 20 [18–21 −2.7* 1.2* 6–14 14–18 18–24 14 [13–15] 18 [17–20] 11.3* −3.7* 14–18 18–24 18 [17–19] −6.9* 7–14 14 [13–15] 10.7* 1–7 7 [6–8] 2.3* −5.9* 3–6 6 [6–7] 5.3* 1–3 3 [3–3] −9.6* 8–13 13 [12–14] 10.4* 1–8 8 [7–9] −14.4* 7–13 13 [12–14] 20.3* 1–7 7 [6–8] −4.4 9–15 15 [9–16] 1.4* 1–9 9 [4–10] −10.5* −0.9 7–11 11 [10–11] 8.7* 1–7 Monthly Percent Change 7 [6–8] Usage low-­high Joinpoints Segment (DDD) [95% CI] months 144 (105–245) 3823–7130 64 (50–353.25) 72 (37–122.75) 92 (49–207) 61 (36–91) 18.5 (8.25–49.75) Median (IQR) −7.2;-­1.6 5.9;18.5 −10.6;-­4.9 7.9;14.3 0.5;2.4 −4.3;-­1.3 1.8;3.1 −7.0;- ­4.0 2.6;8.0 −14.1;-­1.9 4.8;13.4 −16.9;-­5.8 8.1;13.1 −14.7;-­4.3 10.0;25.6 −19.3;-­10.5 15.8;25.1 −5.4;0.5 −4.9;630 −7.6;2.7 0.0;2.6 −5.8;-­2 .1 6.3;11.4 −12.2;-­7.2 −3.0;2.6 7.5;10.5 95% CI (Continues) 0.002 < 0.001 < 0.001 < 0.001 < 0.001 < 0.001 < 0.001 < 0.001 < 0.001 0.006 0.001 0.001 < 0.001 < 0.001 < 0.001 < 0.001 < 0.001 0.121 0.115 0.092 0.049 0.002 0.004 0.005 0.467 < 0.001 P-­Value 5 of 13 No of products 17 12 4 5 7 4 Active ingredient Cefalexin Cefaclor Trimethoprim Trimethoprim + sulfamethoxazole Azithromycin Erythromycin TABLE 2 | (Continued) 2 (50%) 2 (29%) 4 (80%) 4 (100%) 5 (42%) 12 (71%) No of products with shortage (%) 3 2 6 6 8 22 Total number of shortages 277 86 646 317 1630 3165 Total days of shortages 92 (49) 43 (23) 108 (60) 53 (28) 204 (104) 144 (162) Mean duration in days (SD) 98 (64–123,5) 43 (31,5-­54,5) 83 (60,25-­136,5) 70 (33,25-­71,5) 224 (165–265,5) 96,5 (21,5-­188,25) Median (IQR) 275–467 189–267 282–736 1141–1713 118–333 6184–8347 1.7 −7.0* 11–14 14–18 18–24 14 [14–15] 18 [17–20] 17.3* 1.4 13–17 17–24 17 [16–21] 3.3* −2.3* 11–15 15–20 20–24 15 [14–16] 20 [19–22] 7.5* −3.7* 11–14 14–18 18–24 14 [14–15] 18 [17–19] −11.1* 0.7 6–11 11 [10–11] 10.3* 1–6 6 [4–7] −4.6* −0.5 7–11 11 [8–12] 5.5* 1–7 7 [3–8] −22.2* 10–13 13 [13–14] 3.2* 1–10 1.2 14–24 10 [8–10] −2.0* 3–14 14 [9–20] 7.6 1–3 3 [3–11] −20.3* 2.7 6–11 11 [10–11] 22.4* 1–6 −0.1 14–24 6 [5–7] −2.9 11–14 14 [7–22] 2.6 1–11 Monthly Percent Change 11 [3–12] Usage low-­high Joinpoints Segment (DDD) [95% CI] months −5.8;-­2 .1 4.5;12.5 −13.6;-­6.7 −1.5;4.0 8.1;14.3 −5.6;- ­0.6 1.9;6.3 −6.8;-­2 .7 −2.6;4.5 4.4;7.4 −6.6;4.5 9.3;28.4 −26.8;-­11.6 1.1;6.4 −0.1;3.1 −6.1;-­1.2 −0.7;15.5 −10.8;-­5.3 −1.8;7.6 −23.3;-­14.5 −0.8;7.0 18.8;27.8 −5.3;4.2 −5.0;6.5 −3.1;8.9 95% CI (Continues) 0.003 < 0.05 < 0.05 0.414 < 0.001 0.008 0.005 0.016 0.748 0.001 0.588 0.014 0.013 0.001 0.056 0.040 0.094 < 0.001 0.308 0.001 0.092 < 0.001 0.9 0.4 0.2 P-­Value 6 of 13 Pharmacoepidemiology and Drug Safety, 2025 6 20 4 7 8 182 Clindamycin Ciprofloxacin Norfloxacin Metronidazole Nitrofurantoin Total 108 (59%) 2 (25%) 4 (57%) 1 (25%) 6 (30%) 1 (17%) 8 (53%) No of products with shortage (%) 147 2 5 1 6 1 10 Total number of shortages *Indicates a significant Monthly Percent Change, IQR = interquartile range. 15 No of products Roxithromycin Active ingredient TABLE 2 | (Continued) 17 768 81 432 42 640 63 659 Total days of shortages 41 (33) 86 (56) 91 (74) 73 (109) Mean duration in days (SD) 40,5 (24,75–56.75) 96 (25–146) 91 (41,5–103) 32 (24–46) Median (IQR) 286–674 285–1050 60–80 270–290 232–316 422–1323 21.7* −6.3* 11–14 14–18 18–24 14 [14–15] 18 [17–20] 27.7* 1.5 8–11 11–24 11 [11–13] 14.9* 0.9 5–8 8–24 8 [7–18] −11.4* 1–5 5 [3–6] −27.1* 5–8 8 [8–8] 2.9 −1.6 12–24 1–5 0.8 1–12 −0.7* 3–24 5 [4–5] 12 [7–17] 8.6* 1–3 −0.3 14–24 3 [3–6] −4.4 11–14 14 [9–21] 2.9* 1–11 11 [4–12] −25.6* −7.3 7–11 11 [9–11] 22.4* 1–7 Monthly Percent Change 7 [4–8] Usage low-­high Joinpoints Segment (DDD) [95% CI] months −1.7;1.8 −3.2;22.4 −26.7;-­3.6 −0.0;2.5 15.6;35.1 −31.8;-­19.1 −1.9;15.5 −3.1;-­0.9 −0.0;2.6 −1.0;-­0.5 1.8;14.1 −1.2;2.4 −6.0;4.3 1.3;4.0 −11.4;-­2 .3 11.8;35.1 −30.6;-­15.1 −14.7;11.3 17.7;30.5 95% CI 0.267 0.01 0.016 0.050 < 0.001 < 0.001 0.206 < 0.001 0.056 < 0.001 0.006 0.663 0.101 0.028 0.022 0.035 0.040 0.192 0.002 P-­Value FIGURE 1 | Number and duration of shortages and antibiotic utilisation between January 2022 (Month 1) and December 2023 (Month 24). FIGURE 2 | Number and duration of shortages and antibiotic utilisation between January 2022 (Month 1) and December 2023 (Month 24). A grey bar indicates a product was not on the Australian market during that period. in use occur, while overall use is similar from months 1–12 compared to 13–24 (Table 2, Figure 2). 3.1.2.4 | Amoxicillin + Clavulanic Acid. There were 21 products available of amoxicillin + clavulanic acid. Twelve of these (57%) were affected by in total seventeen shortages with a total duration of 3089 days. Shortages of amoxicillin + clavulanic acid occurred mainly from months 6–24. The Joinpoint analysis showed four segments following seasonal trends. The increase in use from months 1–7 (MPC 11%) is similar to the increase from months 14–18 (11%), despite shortages in the latter period. The month with the lowest usage (month 2) does not coincide with the period of most shortages (Table 2, Figure 2). 3.1.3 | Other Beta-­Lactam Antibacterials (J01D) 3.1.3.1 | Cefalexin. There were seventeen products of cefalexin available during the study period. Twelve of these (71%) 7 of 13 FIGURE 3 | Number and duration of shortages and antibiotic utilisation between January 2022 (Month 1) and December 2023 (Month 24). A grey bar indicates a product was not on the Australian market during that period. were impacted by in total 22 shortages with a total duration of 3165 days. The Joinpoint analysis showed three segments without significant changes. Overall use between months 1–12 and 13–24 is similar, shortages do not coincide with changes in utilisation (Table 2, Figure 3). 3.1.3.2 | Cefaclor. There were twelve products of cefaclor available during the study period. Five of these (42%) were impacted by in total eight shortages with a total duration of 1630 days. The Joinpoint analysis showed five segments. Most shortages of cefaclor occurred during 2023 which coincides with the period of lowest utilisation. The utilisation follows seasonal changes in 2022, with a 22% MPC increase in use from months 1–6. The use of cefaclor remains stable until month 11, before it declines by −20% MPC until month 14. Utilisation remains low until month 18 and declines until month 24 (Table 2, Figure 3). 3.1.4 | Sulfonamides and Trimethoprim (J01E) 3.1.4.1 | Trimethoprim. There were four products of trimethoprim available during the study period. All four (100%) were impacted by in total six shortages with a total duration of 317 days. The Joinpoint analysis showed three segments. There is an overlap in shortages; from months 12–15, two of the three available products were in short supply. During this period, utilisation is lowest. The fourth product was introduced in month 17. Overall use from months 1–12 and 13–24 is similar (Table 2, Figure 4). 3.1.4.2 | Trimethoprim + Sulfamethoxazole. There were five products of trimethoprim + sulfamethoxazole available during the study period. Four of these (80%) were impacted by in total six shortages with a total duration of 646 days. Joinpoint analysis showed four segments. In 2022, all four trimethoprim + sulfamethoxazole products were affected by shortages; in 2023, a fifth product was introduced. There are two moments at which two shortages occur simultaneously, months 7–9 and 12–15. Interestingly, utilisation increases with 3% MPC in that first period, while in the second period, utilisation decreases with −22% MPC. Before the shortages are resolved, utilisation 8 of 13 increases again (17% MPC) until June 2023, after which it remains stable (Table 2, Figure 4). 3.1.5 | Macrolides, Lincosamides and Streptogramins (J01F) 3.1.5.1 | Azithromycin. There were seven products of azithromycin available during the study period. Two of these (29%) were impacted by in total two shortages with a total duration of 86 days. The Joinpoint analysis showed five segments. There are no changes in utilisation coinciding with the shortages (Table 2, Figure 5). 3.1.5.2 | Erythromycin. There were four products of erythromycin available during the study period. Two of these (50%) were impacted by in total three shortages with a total duration of 277 days. The Joinpoint analysis showed five segments. During two overlapping shortages from months 17–21, there is a shift in utilisation from an 8% MPC increase to a − 4% decrease, whereas utilisation in the same period in 2022 (months 6–11) is stable. The increase in use from months 1–6 is slightly steeper (MPC 10%) compared to months 14–18 (MPC 8%) (Table 2, Figure 5). 3.1.5.3 | Roxithromycin. There were fifteen products of roxithromycin available during the study period. Eight of these (53%) were impacted by in total ten shortages with a total duration of 659 days. The Joinpoint analysis showed five segments. From months 11–14, shortages of six products commenced and five products were removed from the market. This coincided with a − 26% MPC decline in use. Then, a 22% MPC increase was seen until month 18, followed by a − 6% decrease until month 24. The peak in utilisation in 2023 remains lower than in 2022. The lowest use is similar in both years (Table 2, Figure 5). 3.1.5.4 | Clindamycin. There were six products of clindamycin available during the study period. One of these (17%) was impacted by one shortage of 63 days. The Joinpoint analysis showed three segments. The shortage coincided with a 3% MPC increase in utilisation of clindamycin, which lasted from months 1–11. From that point, there are no significant changes in utilisation (Table 2, Figure 5). Pharmacoepidemiology and Drug Safety, 2025 FIGURE 4 | Number and duration of shortages and antibiotic utilisation between January 2022 (Month 1) and December 2023 (Month 24). A grey bar indicates a product was not on the Australian market during that period. FIGURE 5 | Number and duration of shortages and antibiotic utilisation between January 2022 (Month 1) and December 2023 (Month 24). A grey bar indicates a product was not on the Australian market during that period. 3.1.6 | Quinolone Antibacterials (J01M) and Other Antibacterials (J01X) 3.1.6.1 | Ciprofloxacin. There were twenty products of ciprofloxacin available during the study period. Six of these (30%) were impacted by in total six shortages with a total duration of 640 days. The Joinpoint analysis showed two segments. The first three shortages coincided with a 9% MPC increase in use from months 1–3. This is followed by a − 1% decrease until month 24, irrespective of shortages (Table 2, Figure 6). 3.1.6.2 | Norfloxacin. There were four products of norfloxacin available during the study period. One of these (25%) was impacted by a shortage of 42 days. The Joinpoint analysis showed two segments. There were no changes in utilisation during the shortage (Table 2, Figure 6). 3.1.6.3 | Metronidazole. There were seven products of metronidazole available during the study period. Four of these (57%) were impacted by in total five shortages with a total duration of 432 days. The Joinpoint analysis showed four segments. 9 of 13 FIGURE 6 | Number and duration of shortages and antibiotic utilisation between January 2022 (Month 1) and December 2023 (Month 24). A grey bar indicates a product was not on the Australian market during that period. Metronidazole showed a sharp decrease in utilisation (−27% MPC) from month 6–10, followed by a sharp increase (28% MPC) until month 11. During this period, there was a shortage of two products and a third was removed from the market. For the rest of the study period, the use of metronidazole remained stable (Table 2, Figure 6). 3.1.6.4 | Nitrofurantoin. There were eight products of nitrofurantoin available during the study period. Two of these (25%) were impacted by in total two shortages with a total duration of 81 days. The Joinpoint analysis showed three segments. There were several changes to products available on the market, with two products removed from the market and another four products introduced during the study period. The Joinpoint analysis showed a − 11% MPC decrease in use during months 1–5 when the two shortages occurred. After the shortages were resolved, utilisation increased with 15% MPC until month 8 and remained stable afterwards (Table 2, Figure 6). 4 | Discussion Antibiotic shortages were common in Australia during 2022 and 2023. Of the 21 oral antibiotics covered by the national reimbursement system, eighteen (86%) were affected by shortages. For ten of those eighteen active ingredients (56%), shortages did not coincide with a reduction in utilisation data. For the other eight active ingredients (44%), there were declines in utilisation 10 of 13 coinciding with one or multiple shortages. For cefaclor and roxithromycin, the impact of shortages is most clearly reflected by decreases in utilisation (20% and 26% reductions, respectively). For the other active ingredients, minocycline, amoxicillin, phenoxymethylpenicillin, trimethoprim + sulfamethoxazole, erythromycin and metronidazole shortages coincided with minor changes in utilisation. Shortages of antibiotics occurred often, as has been reported earlier [1, 2, 5]. Most drug shortages are due to quality and manufacturing problems, although commercial factors and policy also play a role [28]. This means that international geopolitical factors and international trade greatly impact the occurrence and impact of shortages. Although we acknowledge this as an important aspect of the problem of antibiotic shortages, we focus on factors specifically related to the shortages identified in Australia during the study period. Antibiotic shortages do not evidently affect the utilisation trends of all antibiotics. Research in Canada also reported on the limited effect of medication shortages on purchasing data [29]. Nevertheless, shortages did seem to affect the utilisation of eight active ingredients to a certain extent. This aligns with previous research in the hospital setting that reported declines in antibiotic utilisation during shortages [8, 11]. Yet, there is no clear relationship between the absolute or relative number of shortages and their duration and the impact on utilisation data. This implies that other factors also play a role in the impact of shortages on drug utilisation. Pharmacoepidemiology and Drug Safety, 2025 4.1 | Factors That Influence the Impact of Shortages Various factors seem to influence the impact of shortages on utilisation data. These may include the duration of the shortage, the number of products affected, and the availability of alternatives rather than just the proportion of available products impacted. There does not seem to be a clear pattern in what percentage of products must be unavailable for it to be evident in utilisation data or what number of alternative products ensures no impact of shortages. For cefaclor, a shortage of approximately 45% of all products was reflected in a decline drug utilisation. Nevertheless, similar proportions of shortages for other antibiotics were not as clearly reflected in utilisation. The results of this study also do not clarify to what extent the duration of a shortage impacts drug utilisation. Shortages lasting more than half a year seemed to impact roxithromycin and cefaclor. However, shortages of penicillins for a similar duration were not reflected similarly in utilisation. Earlier research has identified the availability of alternatives as an important element in the impact of shortages [30]. However, the costs of shortages and the disease treated by the drug in shortage were more often reported as important in this regard [31]. Finally, it seems that the impact of shortages is also influenced by which specific products are unavailable when the shortages occur. The market share of a product may be an important factor for the impact a shortage of that product has on national drug utilisation. This could explain why one combination of shortages of trimethoprim + sulfamethoxazole resulted in a decline in usage, but another combination of two shortages did not. 4.2 | Factors That Mitigate the Impact of Antibiotic Shortages on Utilisation A factor potentially mitigating the negative impact of shortages is the amount of antibiotic stock held in pharmacies, which may attenuate or delay the impact of shortages to some extent. This can be one explanation for utilisation patterns seen with minocycline. There were only two products of minocycline available on the Australian market. Both products were affected by shortages at overlapping moments. While a reduction in utilisation is seen, it does not reach zero at any point. The resilience of healthcare professionals and the successful implementation of national policy may also mitigate the impact of shortages. In the hospital setting, guidelines and decision support changes have been reported as useful in mitigating the impact of shortages [11]. Australian pharmacists can switch between different products of the same active ingredient, which seems a helpful solution for shortages when alternatives are available. Additionally, pharmacists can be allowed through temporary legislation to substitute different strengths or dose forms without consultation with the prescriber [32]. It seems that pharmacists manage to access such alternatives, either through substitution or because general practitioners do not prescribe antibiotics that are in shortage. Another Australian mitigation strategy is the import of antibiotics from abroad, which may be allowed in case of shortages [33]. As the number of available alternatives seems important for the impact of shortages, this could be an important strategy to reduce the impact of shortages. 4.3 | Strengths and Limitations A strength of this study is that it provides a comprehensive overview of the impact of antibiotic shortages on national community antibiotic use. As such, it is important for the Australian setting and shows how the impact of shortages can be explored in other regions as well. Using national reimbursement data ensures the inclusion of most community antibiotic consumption. Additionally, the mandatory reporting of shortages provides a complete overview of all shortages impacting Australia. The use of this data comes with several limitations. The time between the date of dispensing to the patient and the date of processing the dispensing in the utilisation database varies. This may lead to smaller seasonal fluctuations [21]. The influence of the stock of antibiotics may further challenge the interpretation of the impact of shortages, especially for those with a short duration. The reimbursement data does not include the utilisation of imported antibiotics, which makes the utilisation data incomplete. Furthermore, it could be hypothesised that a shortage of one active ingredient could increase the use of alternative active ingredients. However, Australia's therapeutic guidelines for prescribing antibiotics for common conditions in primary care include multiple alternatives per condition [34]. Therefore, the data used in this study could not be used to investigate changes in utilisation of alternatives to antibiotics in shortage. Also, data on switching of antibiotics due to shortages could not be examined in this data source, even though switching could be an important strategy in mitigating the effects of shortages. Finally, during the study period, there was a marked increase in the Australian population (1.2 million, 4.7%) [25]. Although the number of GPs in Australia has also grown during that period, the percentual growth was lower than that of the population (2.8%), further staining Australia's primary health care [35]. Reduced accessibility to GPs could result in a lower number of antibiotic prescriptions unrelated to antibiotic shortages. 5 | Conclusions Shortages impact a large proportion of Australia's antibiotic products. Nevertheless, the impact of these shortages on drug utilisation seems limited for most active ingredients. Some active ingredients are utilised less during periods of shortages. The absolute or relative number of shortages and their duration do not show a clear relation with the impact on drug utilisation. This implies that other factors also play a role. Plain Language Summary Medicine shortages are becoming an increasing problem worldwide. Antibiotics are some of the most used medicines, and shortages have the potential to impact clinical practice and patient outcomes significantly. This research explored the impact of antibiotic shortages on the utilisation of commonly used oral 11 of 13 antibiotics in Australia. The most important findings from this work were that there were a considerable number of antibiotic shortages between 2022 and 2023, affecting most oral antibiotics. Some changes in national utilisation were seen for oral antibiotics coinciding with the periods of shortages. Still, despite the frequency and extent of antibiotic shortages, there were no clear or extensive changes in overall national patterns of use for most antibiotics. The impact of antibiotic shortages on patients and healthcare professionals seems complex and related to various factors. Conflicts of Interest 12. S. Khumra, A. A. Mahony, M. Devchand, et al., “Counting the Cost of Critical Antibiotic Shortages,” Journal of Antimicrobial Chemotherapy 74, no. 1 (2019): 273–275, https://doi.org/10.1093/jac/dky410. 13. N. Miljković, B. Godman, E. van Overbeeke, et al., “Risks in Antibiotic Substitution Following Medicine Shortage: A Health-­Care Failure Mode and Effect Analysis of Six European Hospitals,” Frontiers in Medicine 7 (2020): 157, https://doi.org/10.3389/f med.2 020.0 0157. 14. A. Acosta, E. P. Vanegas, J. Rovira, B. Godman, and T. Bochenek, “Medicine Shortages: Gaps Between Countries and Global Perspectives,” Frontiers in Pharmacology 10 (2019): 10, https://doi.org/10.3389/ fphar.2 019.0 0763. 15. European Centre for Disease Prevention and Control, Antimicrobial consumption in the EU/EEA (ESAC-­Net) -­Annual Epidemiological Report 2023 (Stockholm: ECDC, 2024). The authors declare no conflicts of interest. 16. Centers for Disease Control and Prevention, “Antibiotic Prescribing and Use: Outpatient Antibiotic Prescriptions -­United States 2022,” (2023). References 17. Department of Health and Aged Care-­T herapeutic Goods Administration, “Therapeutic Goods Administration (TGA),” (2024). 1. Pharmaceutical Group of the European Union, Medicine Shortages PGEU Survey 2022 Results (Brussels: Pharmaceutical Group of the European Union (PGEU), 2023). 2. N. Shafiq, A. K. Pandey, S. Malhotra, et al., “Shortage of Essential Antimicrobials: A Major Challenge to Global Health Security,” BMJ Global Health 6, no. 11 (2021): 6961, https://doi.org/10.1136/BMJGH -­2 021- ­0 06961. 3. S. Shukar, F. Zahoor, K. Hayat, et al., “Drug Shortage: Causes, Impact, and Mitigation Strategies,” Frontiers in Pharmacology 12 (2021): 693426, https://doi.org/10.3389/f phar.2 021.693426. 18. “Department of Health and Aged Care -­Therapeutic Goods Administration,” (2024). 19. World Health Organization, “Meeting Report: Technical Definitions of Shortages and Stockouts of Medicines and Vaccines,” (2017). 20. Department of Health and Aged Care -­PBS, “About the PBS,” (2024). 21. L. Mellish, E. A. Karanges, M. J. Litchfield, et al., “The Australian Pharmaceutical Benefits Scheme Data Collection: A Practical Guide for Researchers,” BMC Research Notes 8 (2015): 634, https://doi.org/10. 1186/s13104 -­015-­1616-­8. 4. N. Miljković, P. Polidori, and S. Kohl, “Managing Antibiotic Shortages: Lessons From EAHP and ECDC Surveys,” European Journal of Hospital Pharmacy 29, no. 2 (2022): 90–94, https://doi.org/10.1136/ ejhpharm-­2 021-­0 03110. 22. Department of Health and Aged Care -­PBS, “PBS -­Body System”. 5. Access to Medicine Foundation, D. Cogan, K. Karrar, et al., Shortages, Stockouts and Scarcity. The Issues Facing the Security of Antibiotic Supply and the Role for Pharmaceutical Companies (Amsterdam: Access to Medicine Foundation, 2018). 24. Norwegian Institute of Public Health, “WHO Collaborating Centre for Drug Statistics Methodology,” https://atcddd.f hi.no/atc_ddd_index/. 6. J. M. Phuong, J. Penm, B. Chaar, L. D. Oldfield, and R. Moles, “The Impacts of Medication Shortages on Patient Outcomes: A Scoping Review,” PLoS One 14, no. 5 (2019): e0215837, https://doi.org/10.1371/ journal.pone.0215837. 7. N. Miljković, N. Gibbons, A. Batista, R. W. Fitzpatrick, J. Underhill, and P. Horák, “Results of EAHP's 2018 Survey on Medicines Shortages,” European Journal Hospital Pharmacitical 26, no. 2 (2019): 60–65, https://doi.org/10.1136/ejhpharm-­2 018-­0 01835. 8. A. E. Gross, R. S. Johannes, V. Gupta, Y. P. Tabak, A. Srinivasan, and S. C. Bleasdale, “The Effect of a Piperacillin/Tazobactam Shortage on Antimicrobial Prescribing and Clostridium difficile Risk in 88 US Medical Centers,” Clinical Infectious Diseases 65, no. 4 (2017): 613–618, https://doi.org/10.1093/cid/cix379. 9. L. Lőrinczy, B. Turbucz, B. Hankó, and R. Zelkó, “Managing Antibiotic Shortages in Inpatient Care-­A Review of Recent Years in Comparison With the Hungarian Status,” in Antibiot, vol. 12 (Basel, Switzerland: MDPI, 2023), https://doi.org/10.3390/antibiotics12121704. 10. V. Urban, B. R. Lee, J. L. Goldman, A. Duty, and A. L. Wirtz, “Adherence to Antimicrobial Agent Recommendations and Utilization During Drug Shortages,” Am J Heal Pharm 80, no. Suppl 2 (2023): S62–S69, https://doi.org/10.1093/ajhp/zxac355. 11. K. Hsueh, M. Reyes, T. Krekel, et al., “Effective Antibiotic Conservation by Emergency Antimicrobial Stewardship During a Drug Shortage,” Infection Control and Hospital Epidemiology 38, no. 3 (2017): 356–359, https://doi.org/10.1017/ice.2 016.289. 12 of 13 23. Department of Health and Aged Care-­PBS, “PBS and RPBS Section 85 Date of Supply Data”. 25. Australian Bureau of Statistics, “National, state and territory population”. 26. National Cancer Institute, “Joinpoint Trend Analysis Software,” (2024). 27. J. M. Hincapie-­C astillo and A. Goodin, “Using Joinpoint Regression for Drug Utilization Research: Tutorial and Case Study of Prescription Opioid Use in the United States,” Pharmacoepidemiology and Drug Safety 32, no. 5 (2023): 509–516, https://doi.org/10.1002/ pds.5 606. 28. S. Chapman, G. Dedet, and R. Lopert, “OECD Health Working Papers No. 137 -­Shortages of Medicines in OECD Countries,” (2022). 29. A. Santhireswaran, C. Chu, K. C. Kim, et al., “Early Observations of Tier-­3 Drug Shortages on Purchasing Trends Across Canada: A Cross-­ Sectional Analysis of 3 Case-­E xample Drugs,” PLoS One 18, no. 12 (2023): e0293497, https://doi.org/10.1371/journal.pone.0293497. 30. D. J. Postma, P. A. G. M. De Smet, K. Notenboom, et al., “Impact of Medicine Shortages on Patients -­a Framework and Application in The Netherlands,” BMC Health Services Research 22, no. 1 (2022): 1366, https://doi.org/10.1186/s12913 -­022-­08765-­x. 31. D. J. Postma, K. Notenboom, P. A. G. M. De Smet, et al., “Medicine Shortages: Impact Behind Numbers,” Journal of Pharmaceutical Policy and Practice 16, no. 1 (2023): 44, https://doi.org/10.1186/s 40545 -­023-­ 00548-­x. 32. “Department of Health and Aged Care-­T herapeutic Goods Administration,” https://w ww.tga.gov.au/resources/resource/g uidance/serio us-­scarcity-­substitution-­instruments-­sssis#:~:text=Serious. Pharmacoepidemiology and Drug Safety, 2025 33. Department of Health and Aged Care-­T herapeutic Goods Administration, “About The Database of Section 19a Approvals To Import And Supply Medicines To Address Medicine Shortages,” (2022), https:// www.t ga. g ov. au/s afety/s hort a ges/d ataba se- ­s ection-­19a-­approv als-­ import-­and-­supply-­medicines-­address-­medicine-­shortages. 34. Therapeutic Guidelines, “Antibiotic prescribing in primary care: Therapeutic Guidelines Summary Table 2023,” (2023), https://w ww. safety andqu ality.g ov.a u/s ites/d efault/f iles/2 023-­0 5/g psumm ary_ v15.pdf. 35. Department of Health and Aged Care, “Supply and Demand Study General Practitioners in Australia,” (2024). 13 of 13
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