Pesticide Residue Screening Using a Novel Artificial Neural Network Combined with a Bioelectric Cellular Biosensor

We developed a novel artificial neural network (ANN) system able to detect and classify pesticide residues. The novel ANN is coupled, in a customized way, to a cellular biosensor operation based on the bioelectric recognition assay (BERA) and able to simultaneously assay eight samples in three minut...

Full description

Saved in:
Bibliographic Details
Published inBioMed research international Vol. 2013; no. 2013; pp. 1 - 8
Main Authors Moschopoulou, Georgia, Blouchos, Petros, Yialouris, Constantinos P., Ferentinos, Konstantinos P., Kintzios, Spyridon
Format Journal Article
LanguageEnglish
Published Cairo, Egypt Hindawi Publishing Corporation 01.01.2013
Subjects
Animals
Biosensing Techniques - instrumentation
Biosensing Techniques - methods
Carbamates - analysis
Cell Line
Electricity
Humans
Mice
Neural Networks (Computer)
Organophosphates - analysis
Pesticide Residues - analysis
Pyrethrins - analysis
Online AccessGet full text

Cover

Abstract We developed a novel artificial neural network (ANN) system able to detect and classify pesticide residues. The novel ANN is coupled, in a customized way, to a cellular biosensor operation based on the bioelectric recognition assay (BERA) and able to simultaneously assay eight samples in three minutes. The novel system was developed using the data (time series) of the electrophysiological responses of three different cultured cell lines against three different pesticide groups (carbamates, pyrethroids, and organophosphates). Using the novel system, we were able to classify correctly the presence of the investigated pesticide groups with an overall success rate of 83.6%. Considering that only 70,000–80,000 samples are annually tested in Europe with current conventional technologies (an extremely minor fraction of the actual screening needs), the system reported in the present study could contribute to a screening system milestone for the future landscape in food safety control.
AbstractList We developed a novel artificial neural network (ANN) system able to detect and classify pesticide residues. The novel ANN is coupled, in a customized way, to a cellular biosensor operation based on the bioelectric recognition assay (BERA) and able to simultaneously assay eight samples in three minutes. The novel system was developed using the data (time series) of the electrophysiological responses of three different cultured cell lines against three different pesticide groups (carbamates, pyrethroids, and organophosphates). Using the novel system, we were able to classify correctly the presence of the investigated pesticide groups with an overall success rate of 83.6%. Considering that only 70,000-80,000 samples are annually tested in Europe with current conventional technologies (an extremely minor fraction of the actual screening needs), the system reported in the present study could contribute to a screening system milestone for the future landscape in food safety control.
Author Blouchos, Petros
Yialouris, Constantinos P.
Kintzios, Spyridon
Moschopoulou, Georgia
Ferentinos, Konstantinos P.
AuthorAffiliation 1 Laboratory of Informatics, School of Food Science, Biotechnology and Development, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece
2 Laboratory of Enzyme Technology, School of Food Science, Biotechnology and Development, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece
AuthorAffiliation_xml – name: 2 Laboratory of Enzyme Technology, School of Food Science, Biotechnology and Development, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece
– name: 1 Laboratory of Informatics, School of Food Science, Biotechnology and Development, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece
Author_xml – sequence: 1
  fullname: Moschopoulou, Georgia
– sequence: 2
  fullname: Blouchos, Petros
– sequence: 3
  fullname: Yialouris, Constantinos P.
– sequence: 4
  fullname: Ferentinos, Konstantinos P.
– sequence: 5
  fullname: Kintzios, Spyridon
BackLink https://www.ncbi.nlm.nih.gov/pubmed/23984408$$D View this record in MEDLINE/PubMed
BookMark eNqNkcFPHCEUxkmjqdZ68m44NjarvIEZmEsT3dhqYmxT9UwY5o1LOwsrzLjpf1_W1Y3e5MAjj18-vsf3iWz54JGQA2DHAGV5UjDgJwp4CfUHsltwEJMKBGxtzpzvkP2U_rC8FFSsrj6SnYLXSgimdkn8hWlw1rVIf2Ny7Yj0xkZE7_w9vUur3dDr8Ig9PY2D6zJqenqNY3wqwzLEv3Qa5o3z2NKlG2aZP3MBe7RDdJZOse_H3sRVM6FPIX4m253pE-4_1z1y9_38dnoxufr543J6ejWxQhbDBDthLIKSRnIGdVGqiinbMmyZLbGslQVe2UZKrJqG1SABsKusLKrGtMIi3yPf1rqLsZlja9EP2bReRDc38Z8Oxum3N97N9H141FyKUtUiC3x5FojhYcz_pOcu2TyP8RjGpEEIzmV2KDP6dY3aGFKK2G2eAaZXQelVUHodVKYPXzvbsC-xZOBoDcycb83SvU8NM4KdeQVzVpfA_wMGdagU
CitedBy_id crossref_primary_10_3390_bios10080100
crossref_primary_10_1177_2211068215581349
crossref_primary_10_3389_frfst_2023_1253227
crossref_primary_10_3390_bios10080096
crossref_primary_10_3390_chemosensors7040058
crossref_primary_10_1016_j_enmm_2017_10_004
crossref_primary_10_1080_87559129_2019_1657442
crossref_primary_10_1016_j_chmed_2018_02_002
crossref_primary_10_1155_2019_7532687
crossref_primary_10_1016_j_bios_2015_12_075
crossref_primary_10_1155_2015_914740
crossref_primary_10_1016_j_molliq_2014_04_030
crossref_primary_10_1016_j_talanta_2017_03_098
crossref_primary_10_1016_j_apsb_2014_12_005
crossref_primary_10_3390_beverages5010001
Cites_doi 10.1016/j.snb.2008.07.009
10.1007/11840930_41
10.1016/j.bej.2007.06.013
10.1016/j.talanta.2009.10.026
10.1016/j.talanta.2009.04.014
10.1016/j.talanta.2006.10.023
10.1016/j.snb.2012.01.052
10.1016/j.bios.2004.07.026
10.1016/S0003-2670(99)00513-9
10.13031/2013.21294
10.1038/323533a0
10.1074/jbc.M208814200
10.1016/j.compag.2009.09.007
10.1021/tx015538c
10.3390/s8042818
10.1016/j.neunet.2005.03.010
10.1016/S0925-4005(99)00343-3
10.1016/S0925-4005(01)00540-8
10.1006/jaer.1994.1078
10.1007/s00521-012-1212-y
10.1016/j.bbrc.2005.07.079
10.1016/j.compag.2010.08.003
ContentType Journal Article
Copyright Copyright © 2013 Konstantinos P. Ferentinos et al.
Copyright © 2013 Konstantinos P. Ferentinos et al. 2013
Copyright_xml – notice: Copyright © 2013 Konstantinos P. Ferentinos et al.
– notice: Copyright © 2013 Konstantinos P. Ferentinos et al. 2013
DBID ADJCN
AHFXO
RHU
RHW
RHX
CGR
CUY
CVF
ECM
EIF
NPM
AAYXX
CITATION
7QO
8FD
FR3
P64
5PM
DOI 10.1155/2013/813519
DatabaseName الدوريات العلمية والإحصائية - e-Marefa Academic and Statistical Periodicals
معرفة - المحتوى العربي الأكاديمي المتكامل - e-Marefa Academic Complete
Hindawi Publishing Complete
Hindawi Publishing Subscription Journals
Hindawi Publishing
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
CrossRef
Biotechnology Research Abstracts
Technology Research Database
Engineering Research Database
Biotechnology and BioEngineering Abstracts
PubMed Central (Full Participant titles)
DatabaseTitle MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
CrossRef
Engineering Research Database
Biotechnology Research Abstracts
Technology Research Database
Biotechnology and BioEngineering Abstracts
DatabaseTitleList Engineering Research Database


CrossRef
MEDLINE
Database_xml – sequence: 1
  dbid: RHX
  name: Hindawi Publishing
  url: http://www.hindawi.com/journals/
  sourceTypes: Publisher
– sequence: 2
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Medicine
EISSN 2314-6141
Editor Rene, Eldon R.
Editor_xml – sequence: 1
  givenname: Eldon R.
  surname: Rene
  fullname: Rene, Eldon R.
EndPage 8
ExternalDocumentID 10_1155_2013_813519
23984408
1030951
Genre Research Support, Non-U.S. Gov't
Journal Article
GroupedDBID 04C
24P
3V.
4.4
53G
5VS
7X7
88E
8FE
8FG
8FH
8FI
8FJ
AAFWJ
AAJEY
AAWTL
ABDBF
ABUWG
ACIWK
ACPRK
ADBBV
ADJCN
ADOJX
ADRAZ
AENEX
AFKRA
AFRAH
AHFXO
AHMBA
ALIPV
ALMA_UNASSIGNED_HOLDINGS
AOIJS
ARAPS
BAWUL
BBNVY
BCNDV
BENPR
BGLVJ
BHPHI
BMSDO
BPHCQ
BVXVI
CCPQU
CWDGH
DIK
EAD
EAP
EAS
EBD
EBS
ECF
ECT
EIHBH
EJD
EMB
EMK
EMOBN
ESX
FYUFA
GROUPED_DOAJ
H13
HCIFZ
HMCUK
HYE
IAG
IAO
IEA
IHR
INH
INR
IOF
ISR
KQ8
LK8
M1P
M48
M7P
ML0
ML~
OK1
P62
PGMZT
PIMPY
PQQKQ
PROAC
PSQYO
RHX
RPM
SV3
TUS
UKHRP
ITC
RHU
RHW
CGR
CUY
CVF
ECM
EIF
NPM
AAYXX
CITATION
7QO
8FD
FR3
P64
5PM
ID FETCH-LOGICAL-c472t-ef4ace187a73019258608cd0ed0c5e598c136cb77e6bb091711ef6c726bad4ce3
IEDL.DBID RPM
ISSN 2314-6133
IngestDate Tue Sep 17 21:07:47 EDT 2024
Fri Oct 25 23:59:58 EDT 2024
Thu Sep 26 19:12:33 EDT 2024
Sat Sep 28 07:52:51 EDT 2024
Sun Jun 02 18:55:06 EDT 2024
Wed Nov 06 05:56:23 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2013
Language English
License This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c472t-ef4ace187a73019258608cd0ed0c5e598c136cb77e6bb091711ef6c726bad4ce3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
Academic Editor: Eldon R. Rene
OpenAccessLink https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3745894/
PMID 23984408
PQID 1443371877
PQPubID 23462
PageCount 8
ParticipantIDs pubmedcentral_primary_oai_pubmedcentral_nih_gov_3745894
proquest_miscellaneous_1443371877
crossref_primary_10_1155_2013_813519
pubmed_primary_23984408
hindawi_primary_10_1155_2013_813519
emarefa_primary_1030951
PublicationCentury 2000
PublicationDate 2013-01-01
PublicationDateYYYYMMDD 2013-01-01
PublicationDate_xml – month: 01
  year: 2013
  text: 2013-01-01
  day: 01
PublicationDecade 2010
PublicationPlace Cairo, Egypt
PublicationPlace_xml – name: Cairo, Egypt
– name: United States
PublicationTitle BioMed research international
PublicationTitleAlternate Biomed Res Int
PublicationYear 2013
Publisher Hindawi Publishing Corporation
Publisher_xml – name: Hindawi Publishing Corporation
References (24) 2012; 164
(15) 2012
(9) 2002; 45
(13) 2003; 278
(14) 2005; 335
(23) 1999; 401
FiBL/IFOAM Data Tables on Organic Horticulture World-wide 2006–2010: Development, crop categories, country data, Frick, 2012
(10) 2005; 18
Frossyniotis D. Anthopoulos Y. Kintzios S. Perdikaris A. Yialouris C. P. A multisensor fusion system for the detection of plant viruses by combining artificial neural networks Artificial Neural Networks 2006 4132 401 409 Lectures notes in Computer Science 10.1007/11840930_41
(17) 2010; 70
(12) 2002; 15
Eurostat Agricultural Statistics: Main Results 2009-2010 2011 Luxemburg
(25) 2010; 74
(7) 1994; 59
(18) 2001; 75
(19) 2005; 20
(27) 2007; 72
(6) 1986; 323
(21) 2008; 38
(20) 2008; 134
Fine T. L. Feedforward Neural Network Methodology 1999 New York, NY, USA Springer
(8) 1997; 40
(22) 2000; 65
(26) 2009; 79
(4) 2010; 80
Gallant S. I. Neural Network Learning and Expert Systems 1993 Cambridge, Mass, USA The MIT Press
(3) 2008; 8
15963690 - Neural Netw. 2005 Sep;18(7):934-50
16083862 - Biochem Biophys Res Commun. 2005 Sep 23;335(2):277-85
11800594 - Chem Res Toxicol. 2002 Jan;15(1):26-32
19559912 - Talanta. 2009 Jul 15;79(2):507-11
27879851 - Sensors (Basel). 2008 Apr 23;8(4):2818-2832
12381728 - J Biol Chem. 2003 Jan 10;278(2):712-7
15626626 - Biosens Bioelectron. 2005 Feb 15;20(8):1668-73
20152413 - Talanta. 2010 Mar 15;80(5):1799-804
19071606 - Talanta. 2007 Apr 15;72(1):223-30
22
23
24
25
26
27
(11) 1999
(5) 1993
10
12
13
14
15
16
17
18
19
(1) 2011
3
4
7
20
21
References_xml – volume: 15
  start-page: 26
  issue: 1
  year: 2002
  end-page: 32
  ident: 12
  article-title: Facilitation of acetylcholine signaling by the dithiocarbamate fungicide propineb
  publication-title:
– volume: 70
  start-page: 263
  issue: 2
  year: 2010
  end-page: 275
  ident: 17
  article-title: Plant virus identification based on neural networks with evolutionary preprocessing
  publication-title:
– volume: 20
  start-page: 1668
  issue: 8
  year: 2005
  end-page: 1673
  ident: 19
  article-title: Determination of phenolic compounds by a polyphenol oxidase amperometric biosensor and artificial neural network analysis
  publication-title:
– volume: 40
  start-page: 839
  issue: 3
  year: 1997
  end-page: 846
  ident: 8
  article-title: Effects of data preprocessing on the performance of artificial neural networks for dairy yield prediction and cow culling classification
  publication-title:
– volume: 323
  start-page: 533
  issue: 6088
  year: 1986
  end-page: 536
  ident: 6
  article-title: Learning representations by back-propagating errors
  publication-title:
– volume: 335
  start-page: 277
  issue: 2
  year: 2005
  end-page: 285
  ident: 14
  article-title: Cloning and expression of ligand-gated ion-channel receptor L2 in central nervous system
  publication-title:
– volume: 401
  start-page: 95
  issue: 1-2
  year: 1999
  end-page: 103
  ident: 23
  article-title: A disposable multielectrode biosensor for rapid simultaneous detection of the insecticides paraoxon and carbofuran at high resolution
  publication-title:
– volume: 72
  start-page: 223
  issue: 1
  year: 2007
  end-page: 230
  ident: 27
  article-title: Simultaneous determination of three organophosphorus pesticides residues in vegetables using continuous-flow chemiluminescence with artificial neural network calibration
  publication-title:
– volume: 74
  start-page: 223
  issue: 2
  year: 2010
  end-page: 229
  ident: 25
  article-title: Artificial neural network implementation in single low-cost chip for the detection of insecticides by modeling of screen-printed enzymatic sensors response
  publication-title:
– volume: 8
  start-page: 2818
  issue: 4
  year: 2008
  end-page: 2832
  ident: 3
  article-title: Assessment of organophosphate and carbamate pesticide residues in cigarette tobacco with a novel cell biosensor
  publication-title:
– volume: 79
  start-page: 507
  issue: 2
  year: 2009
  end-page: 511
  ident: 26
  article-title: The use of artificial neural networks for the selective detection of two organophosphate insecticides: chlorpyrifos and chlorfenvinfos
  publication-title:
– volume: 278
  start-page: 712
  issue: 2
  year: 2003
  end-page: 717
  ident: 13
  article-title: A novel class of ligand-gated ion channel is activated by Zn
  publication-title:
– volume: 75
  start-page: 166
  issue: 3
  year: 2001
  end-page: 171
  ident: 18
  article-title: Development of an alcohol fermentation control system based on biosensor measurements interpreted by neural networks
  publication-title:
– volume: 38
  start-page: 171
  issue: 2
  year: 2008
  end-page: 179
  ident: 21
  article-title: Field determination of phenolic compounds in olive oil mill wastewater by artificial neural network
  publication-title:
– year: 2012
  ident: 15
  article-title: Piecewise evolutionary segmentation for feature extraction in time series models
  publication-title:
– volume: 164
  start-page: 22
  issue: 1
  year: 2012
  end-page: 28
  ident: 24
  article-title: Rapid determination of pesticide mixtures using disposable biosensors based on genetically modified enzymes and artificial neural networks
  publication-title:
– volume: 65
  start-page: 160
  issue: 1
  year: 2000
  end-page: 162
  ident: 22
  article-title: Natural neural networks for quantitative sensing of neurochemicals: an artificial neural network analysis
  publication-title:
– volume: 134
  start-page: 959
  issue: 2
  year: 2008
  end-page: 965
  ident: 20
  article-title: Evaluation of an optical phenolic biosensor signal employing artificial neural networks
  publication-title:
– volume: 45
  start-page: 2007
  issue: 6
  year: 2002
  end-page: 2015
  ident: 9
  article-title: Predictive neural network modeling of pH and electrical conductivity in deep-trough hydroponics
  publication-title:
– volume: 80
  start-page: 1799
  issue: 5
  year: 2010
  end-page: 1804
  ident: 4
  article-title: Development and validation of a cellular biosensor detecting pesticide residues in tomatoes
  publication-title:
– volume: 18
  start-page: 934
  issue: 7
  year: 2005
  end-page: 950
  ident: 10
  article-title: Biological engineering applications of feedforward neural networks designed and parameterized by genetic algorithms
  publication-title:
– volume: 59
  start-page: 203
  issue: 3
  year: 1994
  end-page: 216
  ident: 7
  article-title: Neural network models of the greenhouse climate
  publication-title:
– volume: 45
  start-page: 2007
  issue: 6
  year: 2002
  ident: 9
  publication-title: Transactions of the American Society of Agricultural Engineers
– ident: 20
  doi: 10.1016/j.snb.2008.07.009
– ident: 16
  doi: 10.1007/11840930_41
– ident: 21
  doi: 10.1016/j.bej.2007.06.013
– year: 1993
  ident: 5
– ident: 4
  doi: 10.1016/j.talanta.2009.10.026
– ident: 26
  doi: 10.1016/j.talanta.2009.04.014
– ident: 27
  doi: 10.1016/j.talanta.2006.10.023
– ident: 24
  doi: 10.1016/j.snb.2012.01.052
– ident: 19
  doi: 10.1016/j.bios.2004.07.026
– ident: 23
  doi: 10.1016/S0003-2670(99)00513-9
– volume: 40
  start-page: 839
  issue: 3
  year: 1997
  ident: 8
  publication-title: Transactions of the American Society of Agricultural Engineers
  doi: 10.13031/2013.21294
– volume: 323
  start-page: 533
  issue: 6088
  year: 1986
  ident: 6
  publication-title: Nature
  doi: 10.1038/323533a0
– ident: 13
  doi: 10.1074/jbc.M208814200
– ident: 17
  doi: 10.1016/j.compag.2009.09.007
– year: 2011
  ident: 1
– ident: 12
  doi: 10.1021/tx015538c
– ident: 3
  doi: 10.3390/s8042818
– ident: 10
  doi: 10.1016/j.neunet.2005.03.010
– ident: 22
  doi: 10.1016/S0925-4005(99)00343-3
– year: 1999
  ident: 11
– ident: 18
  doi: 10.1016/S0925-4005(01)00540-8
– ident: 7
  doi: 10.1006/jaer.1994.1078
– ident: 15
  doi: 10.1007/s00521-012-1212-y
– ident: 14
  doi: 10.1016/j.bbrc.2005.07.079
– ident: 25
  doi: 10.1016/j.compag.2010.08.003
SSID ssj0000816096
Score 2.1267233
Snippet We developed a novel artificial neural network (ANN) system able to detect and classify pesticide residues. The novel ANN is coupled, in a customized way, to a...
SourceID pubmedcentral
proquest
crossref
pubmed
hindawi
emarefa
SourceType Open Access Repository
Aggregation Database
Index Database
Publisher
StartPage 1
SubjectTerms Animals
Biosensing Techniques - instrumentation
Biosensing Techniques - methods
Carbamates - analysis
Cell Line
Electricity
Humans
Mice
Neural Networks (Computer)
Organophosphates - analysis
Pesticide Residues - analysis
Pyrethrins - analysis
SummonAdditionalLinks – databaseName: Hindawi Publishing
  dbid: RHX
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1bS-QwFA46oPgiXnZ13AsRfS3b3Jr0cZWVYUERLzBvpUlPsaCtzEX_vue0dXBcWXxqaZO29EtyzpecfIexY8BG4NDTjaTzZaRz6SOfSqQqZVIYK4OQnjYnn18ko1v9d2zGfYDs9N8lfLR2SM-F-uXaTHKrbNU56n5Xo_FiJoVSR8Rpl0VOaORCSvUb8d7VXjI9a_CQ4wnao7U7Yr_P1Uc-5vtQyTe252yLbfZOI__dobzNVqDeYevn_bL4LptcklZGqArgV4DNaw78OlBADdol3gYF8JxfNE_QPaMTjeCky9Ee2kBwjiMDsmQoOE3NYvmTquly5FSBn8L9PcWr0sUpEt9m8oXdnv25OR1FfTKFKGgrZxGUOg8gnM2pT6fSuCR2oYihiIMBk7ogVBK8tZB4j06EFQLKJFiZ-LzQAdRXNqibGvYZT3JLzIeEbEBbn_oUhCqsMiUOHnEhhuz49T9nj51mRtZyDWMygiPr4BiyvR6DN6UUuXxDdtRj8v_6h694ZdgnaKEjr6GZT5HOaKXQ6FqL7-jwWzyI9A4py_aQ2SVkFwVIb3v5Tl3dtbrbymrjUn3wqa_7xjZkmzmDZmu-s8FsMocf6L_M_M-2-b4AcQDoBA
  priority: 102
  providerName: Hindawi Publishing
– databaseName: Scholars Portal Open Access Journals
  dbid: M48
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9QwELZKUREXxLtbHjKi10D8dg4IQUVVIbVCwEq9RbEzUSMtSdkHlH_PjJOtulWFOCVKbCfyjD3z2eP5GNsHVAKPnm4mfWgyXcmQhUIiVGlsbZyMQgY6nHx8Yo-m-vOpOd1iazLOsQMXN0I74pOazmdvLn7-eY8D_l0a8MYgfhfqrU9Uc7fYbakRolMM3-jnpynZC5sXA9Gc0AiXlBrP6l2rv2GdduBHhTdosnbOCCD_bm9yQ69HU14xT4f32b3Rr-QfBkV4wLage8juHI8754_Y_Aul04htDfwroAaugH-LFHODpounuAFe8ZP-FwxtDHklOKXuSJcUK85x8kAgDTWn1Vss_7HtBxqdNvIDmM0opJUeLhAb9_PHbHr46fvBUTbyLWRRO7nMoNFVBOFdRcO-kMbb3Mc6hzqPBkzho1A2BufAhoB-hhMCGhudtKGqdQT1hG13fQe7jNvKETiiXDegXShCAULVTpkG55e8FhO2v-7n8nxIq1EmOGJMSeIoB3FM2NNRBldKKfIKJ-z1KJN_13-1lleJw4b2QqoO-tUCEQ-qCdpl5_Abg_wuG6KUiETEPWFuQ7KXBSgl9-abrj1LqbmV08YXeu-__u4ZuysTuQYt6Dxn28v5Cl6gi7MML5P6_gVbK_V1
  priority: 102
  providerName: Scholars Portal
Title Pesticide Residue Screening Using a Novel Artificial Neural Network Combined with a Bioelectric Cellular Biosensor
URI https://search.emarefa.net/detail/BIM-1030951
https://dx.doi.org/10.1155/2013/813519
https://www.ncbi.nlm.nih.gov/pubmed/23984408
https://search.proquest.com/docview/1443371877
https://pubmed.ncbi.nlm.nih.gov/PMC3745894
Volume 2013
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Li9swEBa7W7b0Uvpu-ggq3as3lvX0sRs2DYWEkHYhN2PJY9aQ2Es2af9-R7K9JKX00Iv8kh94Pmnmk0YzhFwAgsCgpRslxpaRyBMb2TRBqlKqQurEscT6xcmzuZreiG8ruTohsl8LE5z2na0u6_Xmsq5ug2_l3caNej-x0WI25lpIk4rRKTlFgB5Q9ND9GqbitE0qxwRSI867dXmoOpHrMz4yIS2djwPMU-NTLh8ppXPY5LiDmur81vPiX9XfrM8_nSgPtNLkGXnamZP0S_vZz8kJ1C_I41k3Yf6SbBc-ioarCqBLQODtgX533tUGNRYN7gI0p_PmJ7TPaMNJUB-xI2yCizjFPgP5MxTUD9pi_auqabPnVI6OYb32nqz-5D1S4mb7itxMrn-Mp1GXZiFyQie7CEqRO2BG5761p4k0KjauiKGInQSZGse4clZrUNaieaEZg1I5nSibF8IBf03O6qaGt4SqXHtO5EPcgNA2tSkwXmguS-xW4oINyEX_n7O7NppGFliIlJmXTNZKZkDedDI4qMW9MTggnzuZ_Pv-T728Mmwtfgokr6HZ3yPREZyjOtYa39HK7-FBPRgGRB9J9qGCj8R9fAUBGiJyd4B89993vidPkpBnw4_tfCBnu-0ePqK1s7NDxPhKY2kmX4fk0dX1fLHEo5kwWC6nq2FA_2_clQEb
link.rule.ids 230,315,730,783,787,866,881,888,2228,24330,27936,27937,31732,33386,33757,53804,53806
linkProvider National Library of Medicine
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lb9QwELZKUYEL4lVYnkb0mm78do6wolqgu6qglXqLYmeiRtpNqu0u_H3GTlLtIsSBU6LEeSgz9sznfP6GkCNAJ7CY6SbcuiqRBXeJyzhClUqXynDPuAuLk2dzPb2QXy_V5R5Rw1qYSNr3rj5uFsvjpr6K3MrrpR8PPLHx2WwijFQ2k-M75C7211RugfQ4AFum06wrK8ckgiMh-pV5GDwR7TMxtrEwXVACFpkNRZd3wtIBLAvcwVh1cBWQ8a_6b_nnnzTKrbh08og87BNK-rF78cdkD5on5N6s_2X-lKzOgo6Gr0ug3wFdbwP0hw9kG4xZNBIGaEHn7U_o7tEJStCg2RE3kSROcdRABA0lDdO22P5T3Xb1c2pPJ7BYBC5rOHiDoLhdPSMXJ5_PJ9OkL7SQeGn4OoFKFh6YNUXo7xlXVqfWlymUqVegMuuZ0N4ZA9o5TDAMY1Bpb7h2RSk9iEOy37QNvCBUFyagoiByA9K4zGXARGmEqnBgSUs2IkfDd86vOz2NPOIQpfJgmbyzzIg8722w1UqEdHBEPvQ2-ff17wd75dhfwk-QooF2c4NQRwqBAdkYfEZnv9sbDc4wImbHsrcNghb37hl00ajJ3bvky_--8h25Pz2fneanX-bfXpEHPFbdCDM9r8n-erWBN5j7rN3b6Om_AX85_w4
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lb9NAEF5BUSsuVXmVQIFF9Ora6336CKFReSSKgEq9Wd71WLWU2FGa0L_P7NqpEoQ49GTL3rUtz-zOfPa33xByCugEBjPdKDW2ikSR2shmKUKVSpVSp46l1i9OHk_UxaX4eiWvtkp9BdK-s_VZM5ufNfV14FYu5i7e8MTi6XjItZAmE_GirOKH5BGO2URtAfUwCRumkqwrLccEAiTO-9V5GEAR8TMem1CczqsB88z4wss7oWkf5gXuYLzav_bo-Lb-Vw76N5VyKzaNjshhn1TSj93DPyEPoHlKDsb9b_NnZDn1WhquLoH-AHS_NdCfzhNuMG7RQBqgBZ20v6G7RicqQb1uR9gEojjFmQNRNJTUf7rF9p_qtquhUzs6hNnM81n9wRsExu3yObkcnf8aXkR9sYXICZ2uIqhE4YAZXfgxn6XSqMS4MoEycRJkZhzjylmtQVmLSYZmDCrldKpsUQoH_AXZa9oGXhKqCu2RkRe6AaFtZjNgvNRcVji5JCUbkNPNe84XnaZGHrCIlLm3TN5ZZkCOextsteI-JRyQD71N_t___cZeOY4Z_yOkaKBd3yDcEZxjUNYa79HZ7-5CG2cYEL1j2bsGXo979wy6adDl7t3y1b17viMH08-j_PuXybfX5HEaCm_4jz0nZG-1XMMbTH9W9m1w9D852QAw
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Pesticide+Residue+Screening+Using+a+Novel+Artificial+Neural+Network+Combined+with+a+Bioelectric+Cellular+Biosensor&rft.jtitle=BioMed+research+international&rft.au=Ferentinos%2C+Konstantinos+P.&rft.au=Yialouris%2C+Costas+P.&rft.au=Blouchos%2C+Petros&rft.au=Moschopoulou%2C+Georgia&rft.date=2013-01-01&rft.pub=Hindawi+Publishing+Corporation&rft.issn=2314-6133&rft.eissn=2314-6141&rft.volume=2013&rft_id=info:doi/10.1155%2F2013%2F813519&rft.externalDocID=10_1155_2013_813519
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2314-6133&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2314-6133&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2314-6133&client=summon