Beta-Lactamase Fitness Costs: Bacterial Growth Rates (2013-2015)

Growth rate measurements for 212 beta-lactamase-producing bacterial isolates with 6 replicates each, showing bimodal fitness costs of antibiotic resistance.
# sampleName
growthRate
isolationDate
1 R12359 0.00082 6/18/2013
2 R12359 0.001 6/18/2013
3 R12359 0.00095 6/18/2013
4 R12359 0.00738 6/18/2013
5 R12359 0.00095 6/18/2013
6 R12359 0.00096 6/18/2013
7 R12912 0.0751 6/25/2013
8 R12912 0.05921 6/25/2013
9 R12912 0.10369 6/25/2013
10 R12912 0.08353 6/25/2013
11 R12912 0.06986 6/25/2013
12 R12912 0.05921 6/25/2013
13 R12086 0.00821 6/27/2013
14 R12086 0.0073 6/27/2013
15 R12086 0.00747 6/27/2013
16 R12086 0.00865 6/27/2013
17 R12086 0.00878 6/27/2013
18 R12086 0.0086 6/27/2013
19 R13716 0.00712 7/3/2013
20 R13716 0.00384 7/3/2013
21 R13716 0.00701 7/3/2013
22 R13716 0.00664 7/3/2013
23 R13716 0.00557 7/3/2013
24 R13716 0.00663 7/3/2013
25 R13875 0.0026 7/3/2013
26 R13875 0.00237 7/3/2013
27 R13875 0.00009 7/3/2013
28 R13875 0.00205 7/3/2013
29 R13875 0.00229 7/3/2013
30 R13875 0.00213 7/3/2013
31 R14821 0.0071 7/15/2013
32 R14821 0.00724 7/15/2013
33 R14821 0.00819 7/15/2013
34 R14821 0.00727 7/15/2013
35 R14821 0.00578 7/15/2013
36 R14821 0.00747 7/15/2013
37 R16709 0.01094 8/8/2013
38 R16709 0.01003 8/8/2013
39 R16709 0.00156 8/8/2013
40 R16709 0.00945 8/8/2013
41 R16709 0.01022 8/8/2013
42 R16709 0.00194 8/8/2013
43 R16805 0 8/8/2013
44 R16805 0 8/8/2013
45 R16805 0 8/8/2013
46 R16805 0 8/8/2013
47 R16805 0 8/8/2013
48 R16805 0 8/8/2013
49 R16805 0.08641 8/8/2013
50 R16805 0.087 8/8/2013
51 R16805 0.09547 8/8/2013
52 R16805 0.087 8/8/2013
53 R16805 0.09537 8/8/2013
54 R16805 0.07712 8/8/2013
55 R16509 0.0088 8/13/2013
56 R16509 0.00837 8/13/2013
57 R16509 0.00868 8/13/2013
58 R16509 0.00843 8/13/2013
59 R16509 0.00912 8/13/2013
60 R16509 0.00846 8/13/2013
61 R17098 0.09595 8/13/2013
62 R17098 0.0921 8/13/2013
63 R17098 0.09066 8/13/2013
64 R17098 0.09099 8/13/2013
65 R17098 0.07366 8/13/2013
66 R17098 0.08556 8/13/2013
67 R17480 0.10624 8/16/2013
68 R17480 0.10491 8/16/2013
69 R17480 0.1025 8/16/2013
70 R17480 0.10001 8/16/2013
71 R17480 0.10404 8/16/2013
72 R17480 0.10491 8/16/2013
73 R17545 0.06855 8/17/2013
74 R17545 0.10369 8/17/2013
75 R17545 0.09903 8/17/2013
76 R17545 0.10951 8/17/2013
77 R17545 0.09798 8/17/2013
78 R17545 0.00054 8/17/2013
79 R17614 0.08987 8/19/2013
80 R17614 0.0711 8/19/2013
81 R17614 0.09249 8/19/2013
82 R17614 0.09066 8/19/2013
83 R17614 0.09249 8/19/2013
84 R17614 0.08488 8/19/2013
85 R17833 0.1094 8/21/2013
86 R17833 0.08395 8/21/2013
87 R17833 0.10767 8/21/2013
88 R17833 0.10767 8/21/2013
89 R17833 0.11146 8/21/2013
90 R17833 0.10963 8/21/2013
91 R17982 0.10289 8/23/2013
92 R17982 0.10446 8/23/2013
93 R17982 0.1052 8/23/2013
94 R17982 0.10197 8/23/2013
95 R17982 0.10714 8/23/2013
96 R17982 0.10767 8/23/2013
97 R18996 0.11 9/5/2013
98 R18996 0.09564 9/5/2013
99 R18996 0.09273 9/5/2013
100 R18996 0.10792 9/5/2013

Beta-Lactamase Fitness Costs: Bacterial Growth Rates (2013-2015) — Analysis

57% of isolates are slow growers (rate <0.005), while 11% grow 25-100x faster — a striking bimodal distribution suggesting two distinct resistance-fitness phenotypes

Growth rates span a 3,000-fold range: from 0.00004 (near-zero) to 0.125

About this dataset

This dataset, sourced from Zenodo (#4987501), documents the fitness consequences of beta-lactamase-mediated antibiotic resistance — a critical mechanism by which bacteria survive beta-lactam antibiotics like penicillin and cephalosporins. Across 1,284 measurements, bacterial growth rates under ceftazidime (CAZ) pressure were recorded, revealing a median growth rate of just 0.0029 per unit time and a striking range from near-zero (−0.0001) up to 0.13 — meaning the fastest-growing resistant strains grow roughly 45× faster than the median. Sixty outliers were flagged in the growth rate distribution (mean 0.01, σ=0.03), pointing to rare but highly fit resistant variants that could seed the spread of resistance in clinical or agricultural settings. The data underscores a key tension in antibiotic resistance biology: resistance mutations often impose metabolic penalties, yet selection pressure can rapidly surface high-fitness exceptions. Understanding which mutations escape that cost is essential for designing antibiotics and treatment regimens that are harder for pathogens to tolerate.

Fitness Cost Analysis

  • 212 beta-lactamase-producing isolates were measured with 6 replicates each across 157 isolation dates (Jun 2013 to Mar 2015)
  • The growth rate distribution is sharply bimodal: 120 isolates cluster below 0.005, while 23 isolates form a distinct fast-growing group above 0.05
  • The middle range (0.01-0.05) is nearly empty with only 2 isolates, suggesting a fitness threshold rather than a continuum
  • Fast growers are concentrated in summer months (Aug-Sep 2013, May-Jun 2014), while late 2014 and early 2015 isolates are almost exclusively slow growers
  • The 3,000x growth rate difference between the fastest (R10399: 0.125) and slowest (R14933: 0.00004) isolates implies dramatically different fitness costs of resistance

Visualizations

Isolates by Growth Category
Mean Growth Rate Over Time
Top 15 Fastest-Growing Isolates
Growth Rate Distribution Across Isolates

Expand Analysis

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