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Biomass Quantification by Image Analysis

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Bioanalysis and Biosensors for Bioprocess Monitoring

Part of the book series: Advances in Biochemical Engineering/Biotechnology ((ABE,volume 66))

Abstract

Microbiologists have always rely on microscopy to examine microorganisms. When microscopy, either optical or electron-based, is coupled to quantitative image analysis, the spectrum of potential applications is widened: counting, sizing, shape characterization, physiology assessment, analysis of visual texture, motility studies are now easily available for obtaining information on biomass. In this chapter the main tools used for cell visualization as well as the basic steps of image treatment are presented. General shape descriptors can be used to characterize the cell morphology, but special descriptors have been defined for filamentous microorganisms. Physiology assessment is often based on the use of fluorescent dyes. The quantitative analysis of visual texture is still limited in bioengineering but the characterization of the surface of microbial colonies may open new prospects, especially for cultures on solid substrates. In many occasions, the number of parameters extracted from images is so large that data-mining tools, such as Principal Components Analysis, are useful for summarizing the key pieces of information.

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References

  1. Descartes R (1637) In: La Dioptrique, Dixième Discours

    Google Scholar 

  2. Ball BA, Mohammed HO (1995) Theriogenology 44:367

    Article  CAS  Google Scholar 

  3. Larpent JP (1991) Biotechnologie des levures, Masson, Paris

    Google Scholar 

  4. Chalfie M, Tu Y et al. (1994) Science 263:802

    Article  CAS  Google Scholar 

  5. Poppenborg L, Friehs K, Flaschel E (1997) J Biotechnol 58:79

    Article  CAS  Google Scholar 

  6. Kuehn M, Hausner M, Bungartz HJ, Wagner M, Wilderer PA, Wuertz S (1998) Appl Environ Microbiol 64:4115

    CAS  Google Scholar 

  7. Lord PG, Wheals AE (1980) J Bacteriol 142:808

    CAS  Google Scholar 

  8. Lord PG, Wheals AE (1981) J Cell Sci 50:361

    CAS  Google Scholar 

  9. Wheals AE (1982) Mol Cell. Biol. 2:361

    CAS  Google Scholar 

  10. Pons MN, Vivier H, Voignier L, Bernard-Michel B, Rolland T (1996) Microsc Microanal Microstruct 7:467

    Article  Google Scholar 

  11. Wilkinson MHF (1998) Optical systems for image analysed microscopy In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, pp 431

    Google Scholar 

  12. Viles CL, Sieracki ME (1992) Appl Environ Microbiol 58:584

    CAS  Google Scholar 

  13. Young JC, DiGiusto D, Backer MP (1996) Biotechnol Bioeng 50:465

    Article  CAS  Google Scholar 

  14. Lawrence JR, Wolfaardt GM, Neu TR (1998) The study of biofilms using confocal laser scanning microscopy In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, p 431

    Google Scholar 

  15. Walsh PK, Isdell FV, Noone SM, O’Donovan MG, Malone DM (1996) Enz Microb Technol 18:366

    Article  CAS  Google Scholar 

  16. Bloem J, Veninga M, Shepperd J (1995) Appl Environ Microbiol 61:926

    CAS  Google Scholar 

  17. DeLeo PC, Baveye P, Ghiorse WC (1997) J Microbiol Methods 30:193

    Article  Google Scholar 

  18. Morris CE, Monier JM, Jacques MA (1997) Appl Environ Microbiol 63:1570

    CAS  Google Scholar 

  19. Caldwell DE, Korber DR, Lawrence JR (1992) J Microbiol Methods 15:249

    Article  Google Scholar 

  20. Swope KL, Flickinger MC (1996) Biotechnol Bioeng 52:340

    Article  CAS  Google Scholar 

  21. Sanford BA, de Fejiter AW, Wade MH, Thomas VL (1996) J Indus Microbiol 16:48

    Article  CAS  Google Scholar 

  22. Wentland EJ, Stewart PS, Huang CT, McFeters GA (1996) Biotechnol Prog 12:316

    Article  CAS  Google Scholar 

  23. Bancel S., Hu WS (1996) J Ferment Bioeng 81:437–444

    Article  CAS  Google Scholar 

  24. Bancel S, Hu WS (1996) Biotechnol Prog 12:398–402

    Article  CAS  Google Scholar 

  25. Coppen SR, Newsam R, Bull AT, Baines AJ (1995) Biotechnol Bioeng 46:147

    Article  CAS  Google Scholar 

  26. Wu FJ, Friend JR, Hsiao CC, Zilliox MJ, Ko WJ, Cerra FB, Hu WS (1996) Biotechnol Bioeng 50:404

    Article  CAS  Google Scholar 

  27. Hartke A, Giard JC, Laplace JM, Auffray Y (1998) Appl Environ Microbiol 64:4238

    CAS  Google Scholar 

  28. Jiang SC, Kellogg CA, Paul JH (1998) Appl Environ Microbiol 64:535

    CAS  Google Scholar 

  29. Huls PG, Nanninga N, van Spronsen EA, Valkenburg JAC, Vischer NOE, Woldringh CL (1992) Biotechnol Bioeng 39:343

    Article  CAS  Google Scholar 

  30. Pons MN, Wagner A, Vivier H, Marc A (1992) Biotechnol Bioeng 40:187

    Article  CAS  Google Scholar 

  31. Fry JC, Davies AR (1985) J Applied Bacteriol 58:105

    Google Scholar 

  32. Woldringh CL, De Jong MA, Van den Berg W, Koppes L (1977) J Bacteriol 131:270

    CAS  Google Scholar 

  33. Gutsche AT, Zurlo J, Deyesu E, Leong KW (1996) Biotechnol Bioeng 49:259

    Article  CAS  Google Scholar 

  34. Fowler JD, Robertson CR (1991) Appl Environ Microbiol 57:102

    Google Scholar 

  35. Heldal M, Norland S, Bratbak G, Riemann B (1994) J Microbiol Methods 20:255

    Article  Google Scholar 

  36. Howgrave-Graham AR, Wallis FM (1993) Biotechnol Techniques 7:143

    Article  Google Scholar 

  37. Srinorakutara (1998) J Ferment Bioeng 86:253

    Article  CAS  Google Scholar 

  38. Lichtfield JB, Reid JF, Richburg BA (1992) Proc IFAC Modeling and Control of Biotechnical Processes, Colorado, 275

    Google Scholar 

  39. Maruhashi F, Murakami S, Baba K (1994) Cytotechnol 15:281

    Article  CAS  Google Scholar 

  40. Zalewski K, Buchholz R (1996) J Biotechnol 48:43

    Article  CAS  Google Scholar 

  41. Treskatis SK, Orgeldinger V, Wolf H, Gilles ED (1997) Biotechnol Bioeng 53:191

    Article  CAS  Google Scholar 

  42. Berner JL, Gervais P (1994) Biotechnol Bioeng 43:165

    Article  CAS  Google Scholar 

  43. Perrier-Cornet JM, Marechal PA, Gervais P (1995) J Biotechnol 41:49

    Article  CAS  Google Scholar 

  44. Suhr H, Wehnert G, Schneider K, Bittner C, Scholz T, Geissler P, Jähne B, Scheper T (1995) Biotechnol Bioeng 47:106

    Article  CAS  Google Scholar 

  45. Bittner C, Wehnert G, Scheper T (1998) Biotechnol Bioeng 60:24

    Article  CAS  Google Scholar 

  46. Van Vliet LJ, Boddeke FR, Sudar D, Young IT (1998) Image detectors for digital image microscopy In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, p 37

    Google Scholar 

  47. Smith MAL, Reid JF, Hansen AC, Li Z, Madhavi Dl (1995) J Biotechnol 40:1

    Article  CAS  Google Scholar 

  48. Prosser J, Rattray L, Silcock D, Glover A, Killham K (1994) Binary 6:49–54

    Google Scholar 

  49. Hooper CE, Ansarge RE, Rushbrooke JG (1994) J Biolumin Chemlumin 9:113

    Article  CAS  Google Scholar 

  50. Costello PJ, Monk PR (1985) Appl Environ Microbiol 49:863

    CAS  Google Scholar 

  51. Gonzalez RC, Wintz P (1987) Digital image processing, 2nd edn. Addison Wesley, Reading, MA

    Google Scholar 

  52. Sonka M, Hlavac V, Boyle R (1993) Image Processing, Analysis and Machine Vision, Chapman & Hall Computing, London

    Google Scholar 

  53. Russ JC (1995) The Image Processing Handbook, 2nd edn. CRC Press, Boca Raton, FL

    Google Scholar 

  54. Serra J (1982) Image analysis and Mathematical Morphology, Academic Press, London

    Google Scholar 

  55. Schröder D, Krambeck C, Krambeck HJ (1991) Acta Stereol 10:123

    Google Scholar 

  56. Marr D, Hildreth E (1980) Theory of edge detection Proc R Soc London Ser B207:187

    Google Scholar 

  57. Wilkinson MHF (1998) Automated and manual segmentation techniques in image analysis of microbes In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, p 135

    Google Scholar 

  58. Ridler TW, Calvard S (1978) IEEE Trans On Syst Man Cyber 8:630

    Article  Google Scholar 

  59. Otsu N (1979) IEEE Trans Syst Man Cyber 9:62

    Article  Google Scholar 

  60. Kanpur JN, Sahoo PK, Wong AKC (1985) Comput Vis Graphics Image Proc 29:273

    Article  Google Scholar 

  61. Vicente A, Meinders JM, Teixeira JA (1996) Biotechnol Bioeng 51:673

    Article  CAS  Google Scholar 

  62. Miles RE (1974) Stochastic Geometry, Wiley, New York, p 228

    Google Scholar 

  63. Jeison D, Chamy R (1998) Biotechnol Techniques 9:659

    Article  Google Scholar 

  64. Paul GC, Thomas CR (1998) Characterisation of mycelial morphology using image analysis. Adv Biochem Eng Biotechnol 60:1

    Article  CAS  Google Scholar 

  65. Sieracki ME, Viles CL (1998) Enumeration and sizing of micro-organisms using digital image analysis In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, p 175

    Google Scholar 

  66. Wierzba A, Reichl U, Turner RFB, Warren RAJ, Kilburn DG (1995) Biotechnol Bioeng 46:185

    Article  CAS  Google Scholar 

  67. Bianchi A, Giuliano L (1996) Appl Environ Microbiol 62:174

    CAS  Google Scholar 

  68. Wirtanen G, Mattila-Sandholm T (1993) J Food Protein 56:678

    Google Scholar 

  69. Yeh TY, Godshalk JR, Olson GJ, McKelly RM (1987) Biotechnol Bioeng 30:138

    Article  CAS  Google Scholar 

  70. Jiang C, Chen P, Shan S (1995) J Microbiol Methods 23:297

    Article  Google Scholar 

  71. Guerra-Flores AL, Abreu-Grobois A, Gomez-Gil B (1997) J Microbiol Methods 30:217

    Article  Google Scholar 

  72. Wit P, Busscher HJ (1998) J Microbiol Methods 32:281

    Article  CAS  Google Scholar 

  73. Corkidi G, Diaz-Uribe R, Foch-Mallol JL, Nieto-Sotelo (1998) Appl Environ Microbiol 64:1400

    CAS  Google Scholar 

  74. Pons MN, Vivier H, Rémy JF, Dodds JA (1993) Biotechnol Bioeng 42:1352

    Article  CAS  Google Scholar 

  75. Robinson A, Sadr-Kazemi N, Dickason G, Harrison STL (1998) Biotechnol Techniques 12:763

    Article  CAS  Google Scholar 

  76. Korber DR, Choi A, Wolfaardt GM, Caldwell DE (1996) Appl Environ Microbiol 62:3939

    CAS  Google Scholar 

  77. Pichon D, Vivier H, Pons MN (1992) Proc IFAC Modeling and Control of Biotechnical Processes, Colorado, p 311

    Google Scholar 

  78. Dai W, Saltzman WM (1996) Biotechnol Bioeng 50:349

    Article  CAS  Google Scholar 

  79. Moreira JL, Alves PM, Aunins JG, Carrondo MJT (1995) Biotechnol Bioeng 46:351

    Article  CAS  Google Scholar 

  80. Hammonds SJ, Adenwala F (1990) Lett. Appl Microbiol 10:27

    Article  CAS  Google Scholar 

  81. Coster M, Chermant JL (1989) Précis d’ Analyse d’Images, 2nd Ed., CNRS Editions, Paris

    Google Scholar 

  82. Cazzulino D, Pedersen H, Chin CK (1991) Bioreactors and Image Analysis for Scale-up and Plant Propagation. Cell Culture Somatic Cell Gen Plants 8:147

    Google Scholar 

  83. Hirano T (1990) ASBC J 48:79

    Google Scholar 

  84. Dubuisson MP, Jain AK, Jain MK (1994) J Microbiol Methods 19:279

    Article  Google Scholar 

  85. Chi CM, Zhang C, Staba EJ, Cooke TJ, Hu WS (1996) J Ferment Bioeng 81:445

    Article  CAS  Google Scholar 

  86. Huang LC, Chi CM, Vits H, Staba J, Cooke TJ, Hu WS (1193) Biotechnol Bioeng 41:811

    Article  Google Scholar 

  87. Chi CM, Zhang C, Staba J, Cooke TJ, Hu WS (1996) Biotechnol Bioeng 50:65

    Article  CAS  Google Scholar 

  88. Beddow JK, Melloy P (1980) Testing and characterisation of powders and fine particles, Heyden, London

    Google Scholar 

  89. Pons MN, Vivier H, Dodds JA (1997) Part Part Syst Charact 14:272

    Article  CAS  Google Scholar 

  90. Pons MN, Vivier H (1998) Beyond filamentous species...Adv Biochem Eng Biotechnol 60:61

    CAS  Google Scholar 

  91. Kaye BH (1986) Image analysis procedures for characterising the fractal dimension of fine particles. Proc Part Technol Conf Nürnberg

    Google Scholar 

  92. Grijspeerdt K, Verstraete W (1997) Wat Res 31:1126

    Article  CAS  Google Scholar 

  93. Logan BE, Wilkinson DB (1991) Biotechnol Bioeng 38:389

    Article  CAS  Google Scholar 

  94. Loferer-Krö\bacher, Klima J, Psenner R (1998) Appl Environ Microbiol 64:688

    Google Scholar 

  95. Blackburn N, Hagström Å, Wikner J, Cuadros-Hansson R, Bjørnsen PK (1998) Appl Environ Microbiol 64:3246

    CAS  Google Scholar 

  96. Marechal PA, Gervais P (1994) Appl Microbiol Biotechnol 42:617

    Article  CAS  Google Scholar 

  97. Vaija J, Lagaude A, Ghommidh C (1995) A. van Leeuwenhoek 67:139

    Article  CAS  Google Scholar 

  98. Cui YQ, van der Lans RGJM, Luyben KCAM (1997) Biotechnol Bioeng 55:715

    Article  CAS  Google Scholar 

  99. Schügerl K, Gerlach SR (1998) Influence of the process parameters on the morphology and enzyme production of Aspergilli. Adv Biochem Eng Biotechnol 60:195

    Google Scholar 

  100. Kamilakis EG, Allen DG (1995) Process Biochem 30:353

    Article  CAS  Google Scholar 

  101. Makagiansar HY, Ayazi Shamlou P, Thomas CR, Lily MD (1993) Bioprocess Eng 9:83

    Article  CAS  Google Scholar 

  102. Tucker KG, Thomas CR (1993) Trans IchemE 71:111

    CAS  Google Scholar 

  103. McIntyre M, McNeil B (1997) Enz Microb Technol 20:135

    Article  CAS  Google Scholar 

  104. Jüsten P, Paul GC, Nienow AW, Thomas CR (1998) Biotechnol Bioeng 59:762

    Article  Google Scholar 

  105. Olsvik E, Tucker KG, Thomas CR, Kristiansen B (1993) Biotechnol Bioeng 42:1046

    Article  CAS  Google Scholar 

  106. Tamura S, Park Y, Toriyama M, Okabe M (1997) J Ferment Bioeng 83:523

    Article  CAS  Google Scholar 

  107. Choi DB, Park EY, Okabe M (1998) J Ferment Bioeng 86:413

    Article  CAS  Google Scholar 

  108. Vecht-Lifshitz SE, Magdassi S, Braun S (1990) Biotechnol Bioeng 35:890

    Article  CAS  Google Scholar 

  109. Durant G, Cox PW, Formisyn P, Thomas CR (1994) Biotechnol Techniques 8:759

    Article  CAS  Google Scholar 

  110. Durant G, Crawley G, Formisyn (1994) Biotechnol Techniques 8:395

    Article  Google Scholar 

  111. Gehrig I, Bart HJ, Anke T, Germerdonk R (1998) Biotechnol Bioeng 59:525

    Article  CAS  Google Scholar 

  112. McCarthy AA, O’Shea D, Murray NT, Walsh PK, Foley G (1998) Biotechnol Prog 14:279

    Article  CAS  Google Scholar 

  113. Johansen CL, Coolen L, Hunik JH (1998) Biotechnol Prog 14:233

    Article  CAS  Google Scholar 

  114. Carlsen M, Nielsen J, Villadsen J (1996) J Biotechnol 45:81

    Article  CAS  Google Scholar 

  115. Gomez R, Schnabel I, Garrido J (1988) Enzyme Microb Technol 10:188

    Article  CAS  Google Scholar 

  116. Hemmersdorfer H, Leuchtenberger A, Wardsack C, Ruttloff H (1987) J Basic Microbiol 27:309

    Article  Google Scholar 

  117. Kobayashi H, Suzuki H (1977) Biotechnol Bioeng 18:37

    Article  Google Scholar 

  118. Krabben P, Nielsen J (1998) Modeling the mycelium morphology of Penicillium species in submerged cultures. Adv Biochem Eng Biotechnol 60:125

    Google Scholar 

  119. Cui YQ, Okkerse WJ, van der Lans RGJM, Luyben KCAM (1998) Biotechnol Bioeng 60:216

    Article  CAS  Google Scholar 

  120. Lejeune R, Nielsen J, Baron GV (1995) Biotechnol Bioeng 47:609

    Article  CAS  Google Scholar 

  121. Lejeune R, Baron GV (1997) Biotechnol Bioeng 53:139

    Article  CAS  Google Scholar 

  122. King R (1998) Mathematical modelling of the morphology of Streptomyces species. Adv Biochem Eng Biotechnol 60:95

    Google Scholar 

  123. Paul GC, Thomas CR (1996) Biotechnol Bioeng 51:558

    Article  CAS  Google Scholar 

  124. Tucker KG, Thomas CR (1992) Biotechnol Letters 14:1071

    Article  Google Scholar 

  125. Tucker KG, Thomas CR (1994) Biotechnol Techniques 8:153

    Article  CAS  Google Scholar 

  126. Rossetti S, Christensson, Blackall LL, Tandol V (1997) J Appl Microbiol 82:405

    Article  CAS  Google Scholar 

  127. Seviour EM, Blackall LL, Christensson C, Hugenholtz P, Cunningham MA, Bradford D, Stratton HM, Seviour RJ (1997) J Appl Microbiol 82:411

    Article  CAS  Google Scholar 

  128. Kieran PM, O’Donnel HJ, Malone DM, MacLoughlin PF (1995) Biotechnol Bioeng 45:415

    Article  CAS  Google Scholar 

  129. Shimosaka M, Masui S, Togawa Y, Okazaki M (1991) J Ferment Bioeng 72:485

    Article  CAS  Google Scholar 

  130. O’Shea DG, Walsh PK (1996) Biotechnol Bioeng 51:679

    Article  CAS  Google Scholar 

  131. Shabtai Y, Ronen M, Mukmenev I, Guterman H (1996) Comp Chem Engng 20: S321

    Article  CAS  Google Scholar 

  132. Guterman H, Shabtai Y (1996) Biotechnol Bioeng 51:501

    Article  CAS  Google Scholar 

  133. Spohr A, Dam-Mikkelsen C, Carlsen M, Nielsen J (1998) Biotechnol Bioeng 58:541

    Article  CAS  Google Scholar 

  134. Reponen TA, Gazenko SV, Grinshpun SA, Willeke K, Cole EC (1998) Appl Environ Microbiol 64:3807

    CAS  Google Scholar 

  135. Mitchell AD, Walter M, Gaunt RE (1997) Biotechnol Techniques 11:801

    Article  CAS  Google Scholar 

  136. Paul GC, Kent CA, Thomas CR (1993) Biotechnol Bioeng 42:11

    Article  CAS  Google Scholar 

  137. Oh KB, Chen Y, Matsuoka H, Yamamoto A, Kurata H (1996) J Biotechnol 45:71

    Article  CAS  Google Scholar 

  138. Reichl U, Buschulte TK, Gilles ED (1990) J Microsc 158:55

    CAS  Google Scholar 

  139. Metz B, de Bruin EW, van Suijdam JC (1981) Biotechnol Bioeng 23:149

    Article  Google Scholar 

  140. van Suijdam JC, Metz B (1991) Biotechnol Bioeng 23:111

    Article  Google Scholar 

  141. Adams HL, Thomas CR (1988) Biotechnol Bioeng 32:707

    Article  CAS  Google Scholar 

  142. Packer HL, Thomas CR (1990) Biotechnol Bioeng 35:870

    Article  CAS  Google Scholar 

  143. Thomas C, Packer H (1990) Binary 2:47

    Google Scholar 

  144. Daniel O, Schönholzer F, Zeyer J (1995) Appl Environ Microbiol 61:3910

    CAS  Google Scholar 

  145. Walsby AE, Avery A (1996) J Microbiol Methods 26:11

    Article  Google Scholar 

  146. Hitchcock D, Glasbey CA, Ritz K (1996) Biotechnol Techniques 10:205

    Article  CAS  Google Scholar 

  147. McIntyre M, Berry DR, Eade JK, Cox PW, Thomas CR, McNeil B (1998) Biotechnol Techniques 12:671

    Article  CAS  Google Scholar 

  148. Cox PW, Thomas CR (1992) Biotechnol Bioeng 39:945

    Article  CAS  Google Scholar 

  149. Pichon DR, Vivier HL, Pons MN (1992) Acta Stereol 11:243

    Google Scholar 

  150. Yang YK, Morikawa M, Shimizu H, Shioya S, Suga KI, Nihira T, Yamada Y (1996) J Ferment Bioeng 81:7

    Article  CAS  Google Scholar 

  151. Maazi A, Pons MN, Vivier H, Latrille E, Corrieu G, Cosson T (1998) 2nd Eur Symp Biochem Eng Science, Porto

    Google Scholar 

  152. Matsumura M, Imanaka T, Yoshida T, Taguchi H (1980) J Ferment Technol 58,197

    Google Scholar 

  153. Drouin JF, Louvel L, Vanhoutte B, Vivier H, Pons MN, Germain P (1997) Biotechnol Techniques 11:819

    Article  CAS  Google Scholar 

  154. Pons MN, Drouin JF, Louvel L, Vanhoutte B, Vivier H, Germain P (1998) J Biotechnol 65:3

    Article  CAS  Google Scholar 

  155. Packer HL, Keshawarz-Moore E, Lilly MD, Thomas CR (1992) Biotechnol Bioeng 39:384

    Article  CAS  Google Scholar 

  156. Reichl U, Yang H, Gilles ED (1990) FEMS Microbiol Lett 67:207

    Article  Google Scholar 

  157. Meijer BC, Kootstra GJ, Wilkinson MHF (1990) Binary 2:21

    Google Scholar 

  158. Meijer BC, Wilkinson MHF (1998) Optimized population statistics derived from morphometry In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, p 225

    Google Scholar 

  159. Uozomi N, Yoshino T, Shiotani S, Suehara KI, Arai F, Fukuda T, Kobayashi T (1993) J Ferment Bioeng 76:505

    Article  Google Scholar 

  160. Amaral AL, Baptiste C, Pons MN, Nicolau A, Lima N, Ferreira EC, Mota M, Vivier H (1999) Biotechnol Techniques 13:111

    Article  CAS  Google Scholar 

  161. Lillie RD, JJ (1997) Conn’s Biological Stains, 9th edn. Williams & Wilkins, Baltimore

    Google Scholar 

  162. Feulgen R, Rossenbeck H (1924) Z Physiol Chem 135:203

    CAS  Google Scholar 

  163. Feulgen R, Voit K (1924) Z Physiol Chem 135:249

    CAS  Google Scholar 

  164. Nicolini C, Kendall F (1982) Acta Med Pol 23:155–181

    CAS  Google Scholar 

  165. Yeast Group of EBC (1962) J Inst Brewing 68:14

    Google Scholar 

  166. Pons MN, Vivier H (1998) Morphometry of yeast. In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, p 199

    Google Scholar 

  167. Tucker KG, Chalder S, Al-Rubeai CR, Thomas (1994) Enz Microb Technol 16:29

    Article  CAS  Google Scholar 

  168. Paul GC, Kent CA, Thomas CR (1994) Biotechnol Bioeng 44:655

    Article  CAS  Google Scholar 

  169. Vanhoutte B, Pons MN, Thomas CR, Louvel L, Vivier H (1995) Biotechnol Bioeng 48:1

    Article  CAS  Google Scholar 

  170. Tanaka H, Mizuguchi T, Ueda K (1975) Hakko Kogaku Zasshi 53:35

    CAS  Google Scholar 

  171. Whiteley AS, Grewal R, Hunt A, Barer MR (1998) Determining biochemical and physiological phenotypes of bacteria by cytological assays In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, p 281

    Google Scholar 

  172. Raynal L, Barnwell P, Gervais P (1994) J Biotechnol 36:121

    Article  CAS  Google Scholar 

  173. Nikolai TJ, Peshwa MV, Goetghebeur S, Hu WS (191) Cytechnol 5:141

    Article  Google Scholar 

  174. Kaneshiro ES, Wyder MA, Wu YP, Cushion MT (1993) J Microbiol Methods 17:1

    Article  CAS  Google Scholar 

  175. Wirtanen G, Nissinen V, Tikkanen L, Mattila-Sandholm T (1995) Int J Food Sci Technol 30:523

    CAS  Google Scholar 

  176. Wirtanen G, Ahola H, Mattila-Sandholm T (1995) Trans Int. Chem. Engineers 73 (part C):9

    CAS  Google Scholar 

  177. Sjoberg AM, Wirtanen G, Mattila-Sandholm T (1995) Trans Int. Chem. Engineers 73 (partC) 17

    Google Scholar 

  178. Coleman, AW, Maguire, MJ, Coleman, JR (1981) J Histochem Cytochem 29:959

    CAS  Google Scholar 

  179. Davies CM (1991) Letters Appl Microbiol 13:58

    Article  Google Scholar 

  180. Mauss P, Drouin JF, Pons MN, Vivier H, Germain P, Louvel L, Vanhoutte B (1997) Biotechnol Techniques, 11, 813

    Google Scholar 

  181. Williams SC, Hong Y, Danawal DCA, Howard-Jones MH, Gibson D, Frischer ME, Verity PG (1998) J Microbiol Methods 32:225

    Article  CAS  Google Scholar 

  182. Kogure K, Simidu U, Taga N (1979) Can J Microbiol 25:415

    Article  CAS  Google Scholar 

  183. Singh A, Pyle BH, McFeters GA (1989) J Microbiol Methods 10:91

    Article  CAS  Google Scholar 

  184. Barcina I, Arana I, Santorini P, Iriberri J, Egea L (1995) J Microbiol Methods 22:139

    Article  Google Scholar 

  185. Billon CMP, McKirgan CJ, McClure PJ, Adair C (1997) J Appl Microbiol 82:48

    Article  CAS  Google Scholar 

  186. Jones CL,Lonergan GT, Mainwaring DE (1992) Biotechnol Techniques 6:417

    Article  Google Scholar 

  187. Brandis JW, Ditullio DF, Lee JF, Armiger WB (1989) Process controlled temperature induction during batch fermentations for recombinant DNA products. In: Computer applications in fermentation technology. Elsevier, London, p 235

    Google Scholar 

  188. Srinivas G, John Vennison S, Sudha SN, Balasubramanian P, Vaithilingam Sekar (1997) Appl Environ Microbiol 63:2792

    CAS  Google Scholar 

  189. Binnerup SJ, Højberg O, Sørensen J (1998) J Microbiol Methods 31:185

    Article  CAS  Google Scholar 

  190. Slavik J (1998) Single and multispectral parameter fluorescence microscopy. In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, p281

    Google Scholar 

  191. Lawrence JR, Neu TR, Swerbone GDW (1998) J Microbiol Methods 32:253

    Article  CAS  Google Scholar 

  192. Slavik J (1998) Microspectrofluorometry: measuring ion concentrations in living microbes In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, p 309

    Google Scholar 

  193. Tsien, RY (1988) Fluorescent indicators of ion concentrations. In: Taylor DL, Wang YlL (eds) Fluorescence Microscopy of Living Cells in Culture, part B. Academic Press, San Diego, p 127

    Google Scholar 

  194. Imai T, Ohno T (1995) J Biotechnol 38:165

    Article  CAS  Google Scholar 

  195. Grynkiewicz C, Poenie M, Tsien RY (1985) J Biol Chem 260:3440

    CAS  Google Scholar 

  196. Kawai S, Yoshizawa Y, Mizutani J (1993) Biosci Biotechn Biochem 57:1115

    Google Scholar 

  197. Kawaii S, Yoshizawa Y, Mizutani J (1994) Biosci Biotech Biochem 58:982

    Article  CAS  Google Scholar 

  198. Tsunoda Y, Yodozawa S, Tashiro Y (1988) FEBS Lett 231:29

    Article  CAS  Google Scholar 

  199. Haralick RM (1978) Statistical and structural approaches to texture. Proc 4th Int Joint Conf Patt Recog, Kyoto, p 45

    Google Scholar 

  200. Pons MN, Mona H, Drouin JF, Vivier H (1995) Texture characterization of colonies on solid substrate. Proc CAB6, Garmisch-Partenkirchen, Elsevier, p 189

    Google Scholar 

  201. Tsuchido T, Takeuchi H, Kawahara H, Obata H (1994) J Ferment Bioeng 78:185

    Article  Google Scholar 

  202. Berg HC (1971) Rev Sci Instrumm 42:868

    Article  CAS  Google Scholar 

  203. Berg HC, Brown DA (1972) Nature 239:500

    Article  CAS  Google Scholar 

  204. Frymier PD, Ford RM (1997) AIChE J 43:1341

    Article  CAS  Google Scholar 

  205. Biondi SA, Quinn JA, Goldfine H (1998) AIChE J 44:1923

    Article  CAS  Google Scholar 

  206. Cercignani G, Lucia S, Petracchi D (1998) Motility, chemotaxis and phototaxis measurements by image analysis. In: Wilkinson MHF, Schut F (eds) Digital Image Analysis of Microbes. Wiley, New York, p 343

    Google Scholar 

  207. Gerin P, Bellon-Fontaine MN, Asther M, Rouxhet PG (1995) Biotechnol Bioeng 47:677

    Article  CAS  Google Scholar 

  208. Baillieul M, Scheunders P (1998) Wat Res 32:1027

    Article  CAS  Google Scholar 

  209. Walther I, Bechler B, Müller O, Hunzinger E, Cogoli A (1996) J Biotechnol 113

    Google Scholar 

  210. Pinheiro R, Belo I, Mota M (1997) Biotechnol Lett 19:703

    Article  CAS  Google Scholar 

  211. Prenosil JE, Villeneuve PE (1998) Biotechnol Bioeng 59:679

    Article  CAS  Google Scholar 

  212. Tai HC, Buettner HM (1998) Biotechnology 14:364

    CAS  Google Scholar 

  213. Hollister SJ, Kikuchi N (1994) Biotechnol Bioeng 43:586

    Article  CAS  Google Scholar 

  214. Carver SE, Heath CA (1998) Biotechnol Bioeng 62:167

    Google Scholar 

  215. Bhatia SN, Balis UJ, Yarmush ML, Toner M (1998) Biotechnol Prog 514:378

    Article  Google Scholar 

  216. Joos S, Fink TM, Rätsch A, Lichter P (1994) J Biotechnol 35:135

    Article  CAS  Google Scholar 

  217. Ramm P (1994) J Neurosci Methods 54:131

    Article  CAS  Google Scholar 

  218. Tanke HJ, Florijn RJ, Wiegant J, Raap AK, Vrolijk J (1995) Histochem J 27:4

    Article  CAS  Google Scholar 

  219. Pukall R, Brambilla E, Stackebrandt E (1998) J Microbiol Methods 32:55

    Article  CAS  Google Scholar 

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Pons, MN., Vivier, H. (1999). Biomass Quantification by Image Analysis. In: Sonnleitner, B. (eds) Bioanalysis and Biosensors for Bioprocess Monitoring. Advances in Biochemical Engineering/Biotechnology, vol 66. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-48773-5_5

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