Real-time bacterial microcolony counting using on-chip microscopy

Observing microbial colonies is the standard method for determining the microbe titer and investigating the behaviors of microbes. Here, we report an automated, real-time bacterial microcolony-counting system implemented on a wide field-of-view (FOV), on-chip microscopy platform, termed ePetri. Using sub-pixel sweeping microscopy (SPSM) with a super-resolution algorithm, this system offers the ability to dynamically track individual bacterial microcolonies over a wide FOV of 5.7 mm × 4.3 mm without requiring a moving stage or lens. As a demonstration, we obtained high-resolution time-series images of S. epidermidis at 20-min intervals. We implemented an image-processing algorithm to analyze the spatiotemporal distribution of microcolonies, the development of which could be observed from a single bacterial cell. Test bacterial colonies with a minimum diameter of 20 μm could be enumerated within 6 h. We showed that our approach not only provides results that are comparable to conventional colony-counting assays but also can be used to monitor the dynamics of colony formation and growth. This microcolony-counting system using on-chip microscopy represents a new platform that substantially reduces the detection time for bacterial colony counting. It uses chip-scale image acquisition and is a simple and compact solution for the automation of colony-counting assays and microbe behavior analysis with applications in antibacterial drug discovery.

[1]  Graham A. Jullien,et al.  A Low-Light CMOS Contact Imager With an Emission Filter for Biosensing Applications , 2008, IEEE Transactions on Biomedical Circuits and Systems.

[2]  W. D. Frost Improved technic for the micro or little plate method of counting bacteria in milk , 1921 .

[3]  A. Ozcan,et al.  Lensfree on-chip microscopy over a wide field-of-view using pixel super-resolution , 2010, Optics express.

[4]  A. Hyvärinen,et al.  Determinants, reproducibility, and seasonal variation of ergosterol levels in house dust. , 2014, Indoor air.

[5]  Urs Brugger,et al.  Automated Counting of Bacterial Colony Forming Units on Agar Plates , 2012, PloS one.

[6]  T. Merkel,et al.  Gas sorption, diffusion, and permeation in poly(dimethylsiloxane) , 2000 .

[7]  Hsuan-Liang Liu,et al.  Dose–response assessment of metal toxicity upon indigenous Thiobacillus thiooxidans BC1 , 2004 .

[8]  Yibo Zhang,et al.  Wide-field computational imaging of pathology slides using lens-free on-chip microscopy , 2014, Science Translational Medicine.

[9]  Roanna London,et al.  An Automated System for Rapid Non-Destructive Enumeration of Growing Microbes , 2010, PLoS ONE.

[10]  G. Whitesides,et al.  Poly(dimethylsiloxane) as a material for fabricating microfluidic devices. , 2002, Accounts of chemical research.

[11]  Sun Young Park,et al.  Antimicrobial Air Filtration Using Airborne Sophora Flavescens Natural-Product Nanoparticles , 2011 .

[12]  Changhuei Yang,et al.  Implementation of a color-capable optofluidic microscope on a RGB CMOS color sensor chip substrate. , 2010, Lab on a chip.

[13]  B Vojnovic,et al.  Automated counting of mammalian cell colonies , 2001, Physics in medicine and biology.

[14]  Guoan Zheng,et al.  Color sub-pixel resolving optofluidic microscope and its application to blood cell imaging for malaria diagnosis , 2011 .

[15]  W Xu,et al.  Digital in-line holography for biological applications , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[16]  W. D. Dotterrer,et al.  THE NUMBER OF COLONIES ALLOWABLE ON SATISFACTORY AGAR PLATES , 1916, Journal of bacteriology.

[17]  Jostein Dahle,et al.  Automated counting of mammalian cell colonies by means of a flat bed scanner and image processing , 2004, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[18]  A Pal,et al.  Bacterial colony counting using distance transform. , 1995, International journal of bio-medical computing.

[19]  M. Otto Staphylococcus epidermidis — the 'accidental' pathogen , 2009, Nature Reviews Microbiology.

[20]  Wei-bang Chen,et al.  An automated bacterial colony counting and classification system , 2009, Inf. Syst. Frontiers.

[21]  M. Nahm,et al.  Simplified method to automatically count bacterial colony forming unit. , 2005, Journal of immunological methods.

[22]  R Riesenberg,et al.  Reconstruction of high-resolution holographic microscopic images. , 2009, Optics letters.

[23]  Guoan Zheng,et al.  Characterization of acceptance angles of small circular apertures. , 2009, Optics express.

[24]  Quentin Geissmann,et al.  OpenCFU, a New Free and Open-Source Software to Count Cell Colonies and Other Circular Objects , 2012, PloS one.

[25]  Hala Gali-Muhtasib,et al.  Radiation Oncology Radiosensitization by 2-benzoyl-3-phenyl-6,7-dichloroquinoxaline 1,4-dioxide under Oxia and Hypoxia in Human Colon Cancer Cells , 2022 .

[26]  J. Paul Robinson,et al.  System automation for a bacterial colony detection and identification instrument via forward scattering , 2008 .

[27]  David A. Glanzer,et al.  Technical Overview , 2008 .

[28]  Changhuei Yang,et al.  Microscopy refocusing and dark-field imaging by using a simple LED array. , 2011, Optics letters.

[29]  A. Ozcan,et al.  Holographic pixel super-resolution in portable lensless on-chip microscopy using a fiber-optic array. , 2011, Lab on a chip.

[30]  Michael J. Vellekoop,et al.  An imaging system for real-time monitoring of adherently grown cells , 2011 .

[31]  L. van Doorn,et al.  Importance of Helicobacter pylori cagA and vacAstatus for the efficacy of antibiotic treatment , 2000, Gut.

[32]  F. Kasuga,et al.  Enterohemorrhagic Escherichia coli O157:H7 Present in Radish Sprouts , 1998, Applied and Environmental Microbiology.

[33]  Demetri Psaltis,et al.  Lensless high-resolution on-chip optofluidic microscopes for Caenorhabditis elegans and cell imaging , 2008, Proceedings of the National Academy of Sciences.

[34]  I G Wilson,et al.  Use of the IUL Countermat Automatic Colony Counter for Spiral Plated Total Viable Counts , 1995, Applied and environmental microbiology.

[35]  Guoan Zheng,et al.  Imaging and Identification of Waterborne Parasites Using a Chip-Scale Microscope , 2014, PloS one.

[36]  Robert C. Wolpert,et al.  A Review of the , 1985 .

[37]  Peter Klages,et al.  Digital in-line holographic microscopy. , 2006, Applied optics.

[38]  J. Marotz,et al.  Effective object recognition for automated counting of colonies in Petri dishes (automated colony counting) , 2001, Comput. Methods Programs Biomed..

[39]  M. Bélanger,et al.  Hemocompatibility, biocompatibility, inflammatory and in vivo studies of primary reference materials low-density polyethylene and polydimethylsiloxane: a review. , 2001, Journal of biomedical materials research.

[40]  Moon Gi Kang,et al.  Super-resolution image reconstruction: a technical overview , 2003, IEEE Signal Process. Mag..

[41]  Luc Vincent,et al.  Watersheds in Digital Spaces: An Efficient Algorithm Based on Immersion Simulations , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[42]  Paul Petruck,et al.  High resolution (NA = 0.8) in lensless in-line holographic microscopy with glass sample carriers. , 2011, Optics letters.

[43]  Changhuei Yang,et al.  Viral plaque analysis on a wide field-of-view, time-lapse, on-chip imaging platform. , 2014, The Analyst.

[44]  Guoan Zheng,et al.  The ePetri dish, an on-chip cell imaging platform based on subpixel perspective sweeping microscopy (SPSM) , 2011, Proceedings of the National Academy of Sciences.

[45]  H. Kreuzer,et al.  Immersion digital in-line holographic microscopy. , 2006, Optics letters.

[46]  Seung Ah Lee,et al.  Microfluidic-integrated laser-controlled microactuators with on-chip microscopy imaging functionality. , 2014, Lab on a chip.

[47]  David Sander,et al.  Contact Imaging: Simulation and Experiment , 2007, IEEE Transactions on Circuits and Systems I: Regular Papers.

[48]  Aydogan Ozcan,et al.  Imaging without lenses: achievements and remaining challenges of wide-field on-chip microscopy , 2012, Nature Methods.

[49]  Claus Belka,et al.  Counting colonies of clonogenic assays by using densitometric software , 2007, Radiation oncology.

[50]  Demetri Psaltis,et al.  Optofluidic microscopy--a method for implementing a high resolution optical microscope on a chip. , 2006, Lab on a chip.