Environment-mediated interactions cause an externalized and collective memory in microbes
Data files
Aug 04, 2025 version files 70.34 KB
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Fig_1_cfu_counts_CaUnwashed-LpW-Set1.csv
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Fig_1_cfu_counts_CaUnwashed-LpW-Set2.csv
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Fig_1_cfu_counts_CaUnwashed-LpW-Set3.csv
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Fig_1_cfu_counts_CaWashed-LpUN-Set1.csv
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Fig_1_cfu_counts_CaWashed-LpUN-Set2.csv
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Fig_1_cfu_counts_CaWashed-LpUN-Set3.csv
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Fig_2B_cfu_counts_Ca18-Lp35-Set1.csv
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Fig_2B_cfu_counts_Ca18-Lp35-Set2.csv
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Fig_2B_cfu_counts_Ca18-Lp35-Set3.csv
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Fig_2B_cfu_counts_Ca35-Lp18-Set1.csv
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Fig_2B_cfu_counts_Ca35-Lp18-Set2.csv
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Fig_2B_cfu_counts_Ca35-Lp18-Set3.csv
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Fig_2C_Ca_Lp_Pref_Unpref.csv
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Fig_4_cfu_counts_Day_10_Community_1_triplicates.csv
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Fig_4_cfu_counts_Day_10_Community_2_triplicates.csv
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Fig_4_cfu_counts_Day_10_Community_3_triplicates.csv
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Fig_4_cfu_counts_Day_10_Community_4_triplicates.csv
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Fig_4_cfu_counts_Day_10_Community_5_triplicates.csv
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Fig_4_cfu_counts_Day_10_Community_6_triplicates.csv
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Fig_4_cfu_counts_Day_12_Community_1_triplicates.csv
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Fig_4_cfu_counts_Day_12_Community_2_triplicates.csv
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Fig_4_cfu_counts_Day_12_Community_3_triplicates.csv
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Fig_4_cfu_counts_Day_12_Community_4_triplicates.csv
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Fig_4_cfu_counts_Day_12_Community_5_triplicates.csv
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Fig_4_cfu_counts_Day_12_Community_6_triplicates.csv
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Fig_4_cfu_counts_Day_5_Community_1_triplicates.csv
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Fig_4_cfu_counts_Day_5_Community_2_triplicates.csv
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Fig_4_cfu_counts_Day_5_Community_3_triplicates.csv
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Fig_4_cfu_counts_Day_5_Community_4_triplicates.csv
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Fig_4_cfu_counts_Day_5_Community_5_triplicates.csv
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Fig_4_cfu_counts_Day_5_Community_6_triplicates.csv
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README.md
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Supp_Fig_2_CaSup-CaW-LpW-Set1.csv
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Supp_Fig_2_CaSup-CaW-LpW-Set2.csv
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Supp_Fig_2_CaSup-CaW-LpW-Set3.csv
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Supp_Fig_2_LpSup-CaW-LpW-Set1.csv
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Supp_Fig_2_LpSup-CaW-LpW-Set2.csv
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Supp_Fig_2_LpSup-CaW-LpW-Set3.csv
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Supp_Fig_3_Data.csv
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Supp_Fig_4_single_parameter.csv
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Supp_Fig_6_Ca18-Lp35-Set1.csv
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Supp_Fig_6_Ca18-Lp35-Set2.csv
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Supp_Fig_6_Ca35-Lp18-Set1.csv
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Supp_Fig_6_Ca35-Lp18-Set2.csv
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Abstract
Microbes typically live in complex communities, interacting with numerous other microbial species. These interactions determine who can persist in a community and how the overall community forms and functions. Microbes often exert interactions by chemically changing the environment, like taking up nutrients or producing toxins. These environmental changes can persist over time. We demonstrate here that such lasting environmental changes can induce a “memory effect,” where current growth conditions influence interaction outcomes in the future. This memory is only stored in the environment and not inside bacterial cells. Only the collective effort of many bacteria can build up this memory, making it an emergent property of bacterial populations. This externalized and collective memory can also impact the assembly of more complex communities and lead to different final compositions depending on the system's past. Overall, we show that to understand interaction outcomes fully, we not only have to consider the interacting species and abiotic conditions but also the system's history
Dataset DOI: 10.5061/dryad.ksn02v7hp
Description of the data and file structure
-> CFU/mL data with 1/2x or 1/100x along with species corresponds to mildly-diluted co-culture or Highly-diluted co-culture, respectively.
-> The term Ca 35 corresponds to Corynebacterium ammoniagenes grown in preferred conditions, i.e., at 35degreesCelsiusus and oxic conditions, while Lp 18 refers to Lactobacillus plantarum grown in unpreferred conditions, i.e, at 18 degrees Celsius and oxic conditions.
-> In the community's composition data, species codes correspond to the following species:
1. 4: Bacillus toyonensis (Bt)
2. 6: Bacillus flexus(Bf)
3. 27: Rouxiella badensis (Rb)
4. 66: Pseudomonas veronii (Pv)
5. 79: Pseudomonas protegens (Pp)
6. 81: Sphingobacterium multivorum (Sm)
7. 107: Rhodococcus qingshengii (Rq)
8. Myb27: Arthrobacter nitroguajacolicus (An)
-> In the communities' composition data, the Sup4 column corresponds to the community composition data of the community assembled in Supernatant of Species 4 (Bacillus toyonensis).
-> 'NoSup' columns in community composition data refer to the communities assembled without any supernatant.
Files and variables
File: Fig_1_cfu_counts_CaUnwashed-LpW-Set1.csv
Description:
Variables
- Ca%: Final Percentage of Corynebacterium ammoniagenes
- Lp_1/2x-W: CFU/mL of Lactobacillus plantarum (washed/without memory) in mildly diluted final co-culture
- Lp_1/6x-W: CFU/mL of Lactobacillus plantarum (washed/without memory) in 1/6x diluted final co-culture
- Lp_1/20x-W: CFU/mL of Lactobacillus plantarum (washed/without memory) in 1/20x diluted final co-culture
- Lp_1/100x-W: CFU/mL of Lactobacillus plantarum (washed/without memory) in highly diluted final co-culture
- Ca_1/2x-Un: CFU/mL of Corynebacterium ammoniagenes (Unwashed/with memory) in mildly diluted final co-culture
- Ca_1/6x-Un: CFU/mL of Corynebacterium ammoniagenes (Unwashed/with memory) in 1/6x diluted final co-culture
- Ca_1/20x-Un: CFU/mL of Corynebacterium ammoniagenes (Unwashed/with memory) in 1/20x diluted final co-culture
- Ca_1/100x-Un: CFU/mL of Corynebacterium ammoniagenes (Unwashed/with memory) in 1/100x-highly-diluted final co-culture
File: Fig_1_cfu_counts_CaUnwashed-LpW-Set2.csv
File: Fig_1_cfu_counts_CaUnwashed-LpW-Set3.csv
File: Fig_1_cfu_counts_CaWashed-LpUN-Set1.csv
Description:
Variables
- Ca%: Final Percentage of Corynebacterium ammoniagenes
- Lp_1/2x-Un: CFU/mL of Lactobacillus plantarum (Unwashed/with memory) in mildly-diluted final co-culture
- Lp_1/6x-Un: CFU/mL of Lactobacillus plantarum (Unwashed/with memory) in 1/6x diluted final co-culture
- Lp_1/20x-Un: CFU/mL of Lactobacillus plantarum (Unwashed/with memory) in 1/20x diluted final co-culture
- Lp_1/100x-Un: CFU/mL of Lactobacillus plantarum (Unwashed/with memory) in highly diluted final co-culture
- Ca_1/2x-W: CFU/mL of Corynebacterium ammoniagenes (washed/without memory) in mildly diluted final co-culture
- Ca_1/6x-W: CFU/mL of Corynebacterium ammoniagenes (washed/without memory) in 1/6x diluted final co-culture
- Ca_1/20x-W: CFU/mL of Corynebacterium ammoniagenes (washed/without memory) in 1/20x diluted final co-culture
- Ca_1/100x-W: CFU/mL of Corynebacterium ammoniagenes (washed/without memory) in 1/100x (highly) diluted final co-culture
File: Fig_1_cfu_counts_CaWashed-LpUN-Set3.csv
File: Fig_1_cfu_counts_CaWashed-LpUN-Set2.csv
File: Fig_2B_cfu_counts_Ca18-Lp35-Set1.csv
Description:
Variables
- Ca%: Final Percentage of Corynebacterium ammoniagenes
- Lp_1/2x: CFU/mL of Lactobacillus plantarum (with memory and grown in preferred conditions) in 1/2x (mildly) diluted final co-culture
- Lp_1/6x: CFU/mL of Lactobacillus plantarum (with memory and grown in preferred conditions) in 1/6x diluted final co-culture
- Lp_1/20x: CFU/mL of Lactobacillus plantarum (with memory and grown in preferred conditions) in 1/20x diluted final co-culture
- Lp_1/100x: CFU/mL of Lactobacillus plantarum (with memory and grown in preferred conditions) in 1/100x (highly) diluted final co-culture
- Ca_1/2x: CFU/mL of Corynebacterium ammoniagenes (with memory and grown in unpreferrred conditions) in 1/2x (mildly) diluted final co-culture
- Ca_1/6x: CFU/mL of Corynebacterium ammoniagenes (with memory and grown in unpreferred conditions) in 1/6x diluted final co-culture
- Ca_1/20x: CFU/mL of Corynebacterium ammoniagenes (with memory and grown in unpreferred conditions) in 1/20x diluted final co-culture
- Ca_1/100x: CFU/mL of Corynebacterium ammoniagenes (with memory and grown in unpreferred conditions) in 1/100x diluted final co-culture
File: Fig_2B_cfu_counts_Ca18-Lp35-Set2.csv
File: Fig_2B_cfu_counts_Ca18-Lp35-Set3.csv
File: Fig_2B_cfu_counts_Ca35-Lp18-Set1.csv
Description:
Variables
- Ca%: Final Percentage of Corynebacterium ammoniagenes
- Lp_1/2x: CFU/mL of Lactobacillus plantarum (with memory and grown in unpreferred conditions) in 1/2x (mildly) diluted final co-culture
- Lp_1/6x: CFU/mL of Lactobacillus plantarum (with memory and grown in unpreferred conditions) in 1/6x diluted final co-culture
- Lp_1/20x: CFU/mL of Lactobacillus plantarum (with memory and grown in unpreferred conditions) in 1/20x diluted final co-culture
- Lp_1/100x: CFU/mL of Lactobacillus plantarum (with memory and grown in unpreferred conditions) in 1/100x (highly) diluted final co-culture
- Ca_1/2x: CFU/mL of Corynebacterium ammoniagenes (with memory and grown in preferred conditions) in 1/2x (mildly) diluted final co-culture
- Ca_1/6x: CFU/mL of Corynebacterium ammoniagenes (with memory and grown in preferred conditions) in 1/6x diluted final co-culture
- Ca_1/20x: CFU/mL of Corynebacterium ammoniagenes (with memory and grown in preferred conditions) in 1/20x diluted final co-culture
- Ca_1/100x: CFU/mL of Corynebacterium ammoniagenes (with memory and grown in preferred conditions) in 1/100x diluted final co-culture
File: Fig_2C_Ca_Lp_Pref_Unpref.csv
Description:
Variables
- pH values: pH values of cultures after growth in respective conditions for 24 hrs.
File: Fig_2B_cfu_counts_Ca35-Lp18-Set2.csv
File: Fig_2B_cfu_counts_Ca35-Lp18-Set3.csv
File: Fig_4_cfu_counts_Day_5_Community_1_triplicates.csv
Description: Community composition of Community 1 at Day 5 (in triplicate)
Variables
- Species: CFU/mL counts of given species
- Sup4: Community assembled in the presence of supernatant of Bacillus toyonensis
- Sup6: Community assembled in the presence of the supernatant of Bacillus flexus
- Sup27: Community assembled in the presence of supernatant of Rouxiella badensis
- Sup66: Community assembled in the presence of supernatant of Pseudomonas veronii
- Sup79: Community assembled in the presence of supernatant of Pseudomonas protegens
- Sup81: Community assembled in the presence of supernatant of Sphingobacterium multivorum
- Sup107: Community assembled in the presence of supernatant of Rhodococcus qingshengii
- SupMyb27: Community assembled in the presence of supernatant of Arthrobacter nitroguajacolicus
File: Fig_4_cfu_counts_Day_5_Community_2_triplicates.csv
Description: Community composition of Community 2 at Day 5 (in triplicate)
File: Fig_4_cfu_counts_Day_5_Community_3_triplicates.csv
Description: Community composition of Community 3 at Day 5 (in triplicate
File: Fig_4_cfu_counts_Day_5_Community_4_triplicates.csv
Description: Community composition of Community 4 at Day 5 (in triplicates)
File: Fig_4_cfu_counts_Day_5_Community_5_triplicates.csv
Description: Community composition of Community 5 at Day 5 (in triplicate)
File: Fig_4_cfu_counts_Day_10_Community_2_triplicates.csv
Description: Community composition of Community 2 at Day 10 (in ttriplicate
File: Fig_4_cfu_counts_Day_5_Community_6_triplicates.csv
Description: Community composition of Community 6 at Day 5 (in triplicates)
File: Fig_4_cfu_counts_Day_10_Community_1_triplicates.csv
Description: Community composition of Community 1 at Day 10 (in triplicate)
File: Fig_4_cfu_counts_Day_10_Community_3_triplicates.csv
Description: Community composition of Community 3 at Day 10 (in triplicate
File: Fig_4_cfu_counts_Day_10_Community_4_triplicates.csv
Description: Community composition of Community 4 at Day 10 (in triplicates)
File: Fig_4_cfu_counts_Day_10_Community_5_triplicates.csv
Description: Community composition of Community 5 at Day 10 (in triplicate)
File: Fig_4_cfu_counts_Day_10_Community_6_triplicates.csv
Description: Community composition of Community 6 at Day 10 (in ttriplicate
File: Fig_4_cfu_counts_Day_12_Community_1_triplicates.csv
Description: Community composition of Community 1 at Day 12 (in triplicates)
Variables
- noSup1: Community assembled in the presence of no supernatant replicate 1
- noSup2: Community assembled in the presence of no supernatant replicate 2
- noSup3: Community assembled in the presence of no supernatant replicate 3
- noSup4:
- noSup5:
- noSup6:
- noSup7:
- noSup8: Community assembled in the presence of no supernatant replicate 8
File: Fig_4_cfu_counts_Day_12_Community_2_triplicates.csv
Description: Community composition of Community 2 at Day 12 (in triplicate)
File: Fig_4_cfu_counts_Day_12_Community_3_triplicates.csv
Description: Community composition of Community 3 at Day 12 (in triplicate
File: Fig_4_cfu_counts_Day_12_Community_4_triplicates.csv
Description: Community composition of Community 4 at Day 12 (in triplicates)
File: Fig_4_cfu_counts_Day_12_Community_5_triplicates.csv
Description: Community composition of Community 5 at Day 12 (in triplicate)
File: Fig_4_cfu_counts_Day_12_Community_6_triplicates.csv
Description: Community composition of Community 6 at Day 12 (in ttriplicate
File: Supp_Fig_2_CaSup-CaW-LpW-Set1.csv
Description: Modified media by Ca added to the assembled community is sufficient for the externalized memory effect
Variables
- Ca%: Final percentage of Corynebacterium ammoniagenes
- Lp_1/2x: CFU/mL of Lactobacillus plantarum (washed/without memory) in 1/2x (mildly) diluted final co-culture
- Lp_1/6x: CFU/mL of Lactobacillus plantarum (washed/without memory) in 1/6x diluted final co-culture
- Lp_1/20x: CFU/mL of Lactobacillus plantarum (washed/without memory) in 1/20x diluted final co-culture
- Lp_1/100x: CFU/mL of Lactobacillus plantarum (washed/without memory) in 1/100x diluted final co-culture
- Ca_1/2x: CFU/mL of Corynebacterium ammoniagenes (washed/without memory) in 1/2x (mildly) diluted final co-culture
- Ca_1/6x: CFU/mL of Corynebacterium ammoniagenes (washed/without memory) in 1/6x diluted final co-culture
- Ca_1/20x: CFU/mL of Corynebacterium ammoniagenes (washed/without memory) in 1/20x diluted final co-culture
- Ca_1/100x: CFU/mL of Corynebacterium ammoniagenes (washed/without memory) in 1/100x (highly) diluted final co-culture
File: Supp_Fig_2_CaSup-CaW-LpW-Set2.csv
File: Supp_Fig_2_CaSup-CaW-LpW-Set3.csv
File: Supp_Fig_2_LpSup-CaW-LpW-Set1.csv
Description: Modified media by Lp added to the assembled community is sufficient for the externalized memory effect
File: Supp_Fig_2_LpSup-CaW-LpW-Set2.csv
Description: Modified media by Lp added to the assembled community is sufficient for the externalized memory effect
File: Supp_Fig_3_Data.csv
Description: Limiting the nutrients during the formation of externalized memory leads to a decline in the memory effect.
Variables
- Ca%: Final percentage of Corynebacterium ammoniagenes
- CaUn-SBM: CFU/mL of Corynebacterium ammoniagenes (Unwashed/with memory formed from undiluted SBM)
- LpW-SBM: CFU/mL of *Lactobacillus plantarum *(washed/without memory formed from undiluted SBM)
- CaUn-1/2x SBM: CFU/mL of Corynebacterium ammoniagenes (Unwashed/with memory formed from 1/2x diluted SBM)
- LpW-1/2x SBM: CFU/mL of Corynebacterium ammoniagenes (washed/without memory formed from 1/2x diluted SBM)
- LpUn-1/2x SBM: CFU/mL of Corynebacterium ammoniagenes (unwashed/with memory formed from 1/2x diluted SBM)
- CaW-1/2x SBM: CFU/mL of Corynebacterium ammoniagenes (washed/without memory formed from 1/2x diluted SBM)
File: Supp_Fig_2_LpSup-CaW-LpW-Set3.csv
File: Supp_Fig_4_single_parameter.csv
Description: OD600, pH, and CFU/mL of single growth parameter change in externalized memory formation in both species.
File: Supp_Fig_6_Ca18-Lp35-Set1.csv
File: Supp_Fig_6_Ca18-Lp35-Set2.csv
File: Supp_Fig_6_Ca35-Lp18-Set1.csv
File: Supp_Fig_6_Ca35-Lp18-Set2.csv
Code/software
Jupyter notebooks containing code for simulations are accessible on our lab GitHub through the following link:
Access information
Other publicly accessible locations of the data:
- NA
Data was derived from the following sources:
- NA
