Back

Mother machine image analysis with MM3

Sauls, J. T.; Schroeder, J. W.; Brown, S. D.; Le Treut, G.; Si, F.; Li, D.; Wang, J. D.; Jun, S.

2019-10-18 systems biology
10.1101/810036 bioRxiv
Show abstract

The mother machine is a microfluidic device for high-throughput time-lapse imaging of microbes. Here, we present MM3, a complete and modular image analysis pipeline. MM3 turns raw mother machine images, both phase contrast and fluorescence, into a data structure containing cells with their measured features. MM3 employs machine learning and non-learning algorithms, and is implemented in Python. MM3 is easy to run as a command line tool with the occasional graphical user interface on a PC or Mac. A typical mother machine experiment can be analyzed within one day. It has been extensively tested, is well documented and publicly available via Github.

Matching journals

The top 3 journals account for 50% of the predicted probability mass.

1
Journal of Microscopy
20 papers in training set
Top 0.1%
26.9%
2
Nature Protocols
33 papers in training set
Top 0.1%
18.7%
3
BMC Bioinformatics
457 papers in training set
Top 1%
6.8%
50% of probability mass above
4
Biological Imaging
15 papers in training set
Top 0.1%
6.3%
5
PLOS ONE
5266 papers in training set
Top 34%
4.1%
6
Scientific Reports
3612 papers in training set
Top 26%
4.1%
7
eLife
5828 papers in training set
Top 41%
2.4%
8
npj Systems Biology and Applications
125 papers in training set
Top 0.8%
2.1%
9
Bioinformatics
1204 papers in training set
Top 7%
1.7%
10
Scientific Data
209 papers in training set
Top 1%
1.7%
11
PLOS Computational Biology
1863 papers in training set
Top 16%
1.3%
12
Wellcome Open Research
67 papers in training set
Top 0.9%
1.3%
13
Nature Communications
5641 papers in training set
Top 50%
1.1%
14
Nature Methods
385 papers in training set
Top 5%
1.1%
15
Bioinformatics Advances
203 papers in training set
Top 4%
1.1%
16
SLAS Technology
14 papers in training set
Top 0.1%
1.1%
17
Communications Biology
993 papers in training set
Top 21%
1.1%
18
iScience
1154 papers in training set
Top 34%
0.9%
19
Current Protocols
15 papers in training set
Top 0.2%
0.9%
20
Journal of Visualized Experiments
34 papers in training set
Top 0.6%
0.9%
21
Cell Reports Methods
165 papers in training set
Top 4%
0.9%
22
GigaScience
212 papers in training set
Top 4%
0.9%
23
Biology Open
156 papers in training set
Top 4%
0.6%