Monitoring the ex-vivo expansion of human mesenchymal stem/stromal cells in xeno-free microcarrier-based reactor systems by MIR spectroscopy
被引:9
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作者:
Rosa, Filipa
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机构:
Catholic Univ Portugal, Fac Engn, Rio De Mouro, PortugalCatholic Univ Portugal, Fac Engn, Rio De Mouro, Portugal
Rosa, Filipa
[1
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Sales, Kevin C.
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Catholic Univ Portugal, Fac Engn, Rio De Mouro, PortugalCatholic Univ Portugal, Fac Engn, Rio De Mouro, Portugal
Sales, Kevin C.
[1
]
Carmelo, Joana G.
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机构:
Univ Lisbon, Inst Super Tecn, Dept Bioengn, Ave Rovisco Pais, P-1049001 Lisbon, Portugal
Univ Lisbon, Inst Super Tecn, iBB, Ave Rovisco Pais, P-1049001 Lisbon, PortugalCatholic Univ Portugal, Fac Engn, Rio De Mouro, Portugal
Carmelo, Joana G.
[2
,3
]
Fernandes-Platzgummer, Ana
论文数: 0引用数: 0
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机构:
Univ Lisbon, Inst Super Tecn, Dept Bioengn, Ave Rovisco Pais, P-1049001 Lisbon, Portugal
Univ Lisbon, Inst Super Tecn, iBB, Ave Rovisco Pais, P-1049001 Lisbon, PortugalCatholic Univ Portugal, Fac Engn, Rio De Mouro, Portugal
Fernandes-Platzgummer, Ana
[2
,3
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da Silva, Claudia L.
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机构:
Univ Lisbon, Inst Super Tecn, Dept Bioengn, Ave Rovisco Pais, P-1049001 Lisbon, Portugal
Univ Lisbon, Inst Super Tecn, iBB, Ave Rovisco Pais, P-1049001 Lisbon, PortugalCatholic Univ Portugal, Fac Engn, Rio De Mouro, Portugal
da Silva, Claudia L.
[2
,3
]
Lopes, Marta B.
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机构:
ISEL, Rua Conselheiroidio Emidio Navarro 1, P-1959007 Lisbon, Portugal
Inst Super Tecn, Inst Telecommun, Ave Rovisco Pais, P-1049001 Lisbon, PortugalCatholic Univ Portugal, Fac Engn, Rio De Mouro, Portugal
Lopes, Marta B.
[4
,5
]
Calado, Cecilia R. C.
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机构:
ISEL, Rua Conselheiroidio Emidio Navarro 1, P-1959007 Lisbon, PortugalCatholic Univ Portugal, Fac Engn, Rio De Mouro, Portugal
Calado, Cecilia R. C.
[4
]
机构:
[1] Catholic Univ Portugal, Fac Engn, Rio De Mouro, Portugal
[2] Univ Lisbon, Inst Super Tecn, Dept Bioengn, Ave Rovisco Pais, P-1049001 Lisbon, Portugal
[3] Univ Lisbon, Inst Super Tecn, iBB, Ave Rovisco Pais, P-1049001 Lisbon, Portugal
[4] ISEL, Rua Conselheiroidio Emidio Navarro 1, P-1959007 Lisbon, Portugal
[5] Inst Super Tecn, Inst Telecommun, Ave Rovisco Pais, P-1049001 Lisbon, Portugal
Human mesenchymal stem/stromal cells (MSCs) have received considerable attention in the field of cell-based therapies due to their high differentiation potential and ability to modulate immune responses. However, since these cells can only be isolated in very low quantities, successful realization of these therapies requires MSCs ex-vivo expansion to achieve relevant cell doses. The metabolic activity is one of the parameters often monitored during MSCs cultivation by using expensive multi-analytical methods, some of them time-consuming. The present work evaluates the use of mid-infrared (MIR) spectroscopy, through rapid and economic high-throughput analyses associated to multivariate data analysis, to monitor three different MSCs cultivation runs conducted in spinner flasks, under xeno-free culture conditions, which differ in the type of microcarriers used and the culture feeding strategy applied. After evaluating diverse spectral preprocessing techniques, the optimized partial least square (PLS) regression models based on the MIR spectra to estimate the glucose, lactate and ammonia concentrations yielded high coefficients of determination (R(2)0.98, 0.98, and 0.94, respectively) and low prediction errors (RMSECV4.7%, 4.4% and 5.7%, respectively). Besides PLS models valid for specific expansion protocols, a robust model simultaneously valid for the three processes was also built for predicting glucose, lactate and ammonia, yielding a R-2 of 0.95, 0.97 and 0.86, and a RMSECV of 0.33, 0.57, and 0.09 mM, respectively. Therefore, MIR spectroscopy combined with multivariate data analysis represents a promising tool for both optimization and control of MSCs expansion processes. (c) 2016 American Institute of Chemical Engineers Biotechnol. Prog., 32:447-455, 2016
机构:
Inst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, PortugalInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
dos Santos, Francisco
Andrade, Pedro Z.
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Inst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, PortugalInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
Andrade, Pedro Z.
Abecasis, Manuel M.
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IPOFG Inst Portugues Oncol Francisco Gentil, Lisbon, PortugalInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
Abecasis, Manuel M.
Gimble, Jeffrey
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机构:
Louisiana State Univ, Pennington Biomed Res Ctr, Baton Rouge, LA 70808 USAInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
Gimble, Jeffrey
Campbell, Andrew
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机构:
Life Technol Corp, Carlsbad, CA USAInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
Campbell, Andrew
Boucher, Shayne
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机构:
Life Technol Corp, Carlsbad, CA USAInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
Boucher, Shayne
Roos, Eric
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机构:
Life Technol Corp, Carlsbad, CA USAInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
Roos, Eric
Kuligowski, Sandra
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机构:
Life Technol Corp, Carlsbad, CA USAInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
Kuligowski, Sandra
Chase, Lucas
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机构:
Cellular Dynam Int, Madison, WI USAInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
Chase, Lucas
Vemuri, Mohan
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Life Technol Corp, Carlsbad, CA USAInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
Vemuri, Mohan
da Silva, Claudia Lobato
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Inst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, PortugalInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
da Silva, Claudia Lobato
Cabral, Joaquim M. S.
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Inst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, PortugalInst Super Tecn, IBB Inst Biotechnol & Bioengn, Dept Bioengn, Lisbon, Portugal
Cabral, Joaquim M. S.
ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY,
2012,
243
机构:
CHA Univ, Dept Appl Biosci, Songnam 463836, Gyeonggi Do, South Korea
CHA Univ, Coll Pharm, Songnam 463836, Gyeonggi Do, South KoreaCHA Univ, Dept Appl Biosci, Songnam 463836, Gyeonggi Do, South Korea
Kim, Sun-Mi
Moon, Sung-Hwan
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机构:
KonKuk Univ, Sch Med, Seoul, South KoreaCHA Univ, Dept Appl Biosci, Songnam 463836, Gyeonggi Do, South Korea
Moon, Sung-Hwan
Lee, Youngjun
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CHA Univ, Dept Appl Biosci, Songnam 463836, Gyeonggi Do, South KoreaCHA Univ, Dept Appl Biosci, Songnam 463836, Gyeonggi Do, South Korea
Lee, Youngjun
Kim, Gi Jin
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CHA Univ, Dept Biomed Sci, Seoul, South KoreaCHA Univ, Dept Appl Biosci, Songnam 463836, Gyeonggi Do, South Korea
Kim, Gi Jin
Chung, Hyung-Min
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CHA Univ, Dept Appl Biosci, Songnam 463836, Gyeonggi Do, South KoreaCHA Univ, Dept Appl Biosci, Songnam 463836, Gyeonggi Do, South Korea
Chung, Hyung-Min
Choi, Yong-Soo
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CHA Univ, Dept Appl Biosci, Songnam 463836, Gyeonggi Do, South KoreaCHA Univ, Dept Appl Biosci, Songnam 463836, Gyeonggi Do, South Korea