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Table 3 Summary of previous studies on four-dimensional (4D) tracking of bacteria using digital in-line holographic microscopy

From: Digital in-line holographic microscopy for label-free identification and tracking of biological cells

Year

Object

Content

Reconstruction method

Axial localization algorithm

Tracking algorithm

References

2014

Pseudomonas aeruginosa (P. aeruginosa)

Swimming motility of P. aeruginosa, including meander, oscillation, helix, pseudohelix, and twisting patterns

Kirchhoff-Helmholtz transformation

Local extreme intensity

Satisfying self-consistency between trajectories projected on xz- and yz-planes

[158]

2015

P. aeruginosa, Agrobacterium tumefaciens (A. tumefaciens), and Escherichia coli (E. coli)

Swimming motility of P. aeruginosa, A. tumefaciens, and E. coli

Rayleigh-Sommerfeld back-propagation

Intensity thresholding

Connecting three-dimensional (3D) positions for each object in subsequent holograms

[159]

2014

E. coli

Swimming motility of E. coli

Fresnel transformation

Local extreme intensity

3D Lagrangian tracking algorithm

[80]

2016

E. coli

Swimming motility of E. coli., such as body angle rotation during runs, tumbles, and pole reversal

Discrete dipole approximation and Levenberg-Marquardt algorithm

Minimum sum of squared differences between the simulated model and measured holograms

Connecting 3D positions for each object in subsequent holograms

[161]

2017

E. coli

Swimming motility of E. coli

Rayleigh-Sommerfeld back-propagation

Local extreme intensity

Connecting 3D positions for each object in subsequent holograms

[62]

2023

E. coli

Swimming motility of E. coli

Angular spectrum method

Variance focus function

Superimposing 3D positions of objects in subsequent holograms

[160]

2018

Shewanella putrefaciens (S. putrefaciens)

Swimming motility of S. putrefaciens with varying filament compositions

Rayleigh-Sommerfeld back-propagation

Gouy phase anomaly and Sobel filtering

Connecting 3D positions for each object in subsequent holograms

[162]

2014

E. coli

Cell-surface interaction; Swimming motions of E. coli in near-surface and bulk regions, including gyrating on the surface, attaching, detaching, running, tumbling, swimming in circles, and slow random walk

Fresnel transformation

Local extreme intensity

3D Lagrangian tracking algorithm

[163]

2016

E. coli

Cell-surface interaction; Swimming motions of E. coli in a near-surface region under various flow shear

Fresnel transformation

Local extreme intensity

Frame-to-frame particle tracking velocimetry algorithm

[164]

2017

E. coli

Cell-surface interaction; Landing dynamics of E. coli near polymeric surfaces with varying surface hydrophobicity

Rayleigh-Sommerfeld back-propagation

Local extreme intensity

Linking 3D positions into continuous trajectories using home-made Python code

[165]

2017

E. coli

Cell-surface interaction; Swimming motions of E. coli during wall entrapment

Rayleigh-Sommerfeld back-propagation

Local extreme intensity

Connecting 3D positions for each object in subsequent holograms

[166]

2017

E. coli and Pseudomonas species

Cell-surface interaction; Swimming motions of E. coli and Pseudomonas species on biodegradable polymeric surfaces

Rayleigh-Sommerfeld back-propagation

Local extreme intensity

Linking 3D positions into continuous trajectories using home-made Python code

[167]

2019

E. coli and Pseudomonas species

Cell-surface interaction; Swimming motions of E. coli and Pseudomonas species on polymeric surfaces with varying surface stiffness

Rayleigh-Sommerfeld back-propagation

Local extreme intensity

Linking 3D positions into continuous trajectories using home-made Python code

[168]

2019

P. aeruginosa

Cell-surface interaction; Swimming motions of P. aeruginosa in a near-surface region

Rayleigh-Sommerfeld back-propagation

Intensity thresholding

Connecting 3D positions for each object in subsequent holograms

[169]

2023

Shewanella species

Cell-surface interaction; Swimming motions of Shewanella species in near-surface and bulk regions

Rayleigh-Sommerfeld back-propagation

Intensity thresholding

A three-frame predictive particle tracking algorithm

[170]

2023

Enterobacter sakazakii (E. sakazakii)

Cell-surface interaction; Swimming motions of E. sakazakii near the surfaces coated with sessile probiotics

Rayleigh-Sommerfeld back-propagation

Local extreme intensity

Linking 3D positions into continuous trajectories using home-made Python code

[171]