The GOOD flora) The BAD (Pathogens) & The UGLY (spoilage ...

71
“Spoilage of muscle (meat) spoilage” Safety & Shelf life assessment of meat products in Europe-Workshop 16 th Dec 2005, 1 Meat Microbiology The GOOD (technological flora) The BAD (Pathogens) & The UGLY (spoilage flora)

Transcript of The GOOD flora) The BAD (Pathogens) & The UGLY (spoilage ...

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“Spoilage of muscle (meat) spoilage” Safety & Shelf life assessment of meat products in Europe-Workshop 16th Dec 2005, 1

Meat Microbiology

The GOOD (technological flora)

The BAD (Pathogens) &

The UGLY (spoilage flora)

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Agricultural University of Athens

Dept. Food Science & Technology

Laboratory of Microbiology & Biotechnology of Foods

Microbiology of spoilage of chilled products

Microbiology of Spoilage; spoilage of chilled food products; spoilage ecology as a function of process and

packaging; Quantitative evaluation of spoilage

George – John E. Nychas

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Microbiology of Spoilage;

Spoilage of chilled food products;

Ecology of Spoilage as a function of process and packaging;

Quantitative evaluation of spoilage

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What is spoilage

Who is causing spoilage

How we can evaluate/measure spoilage

Why this valuation/measurement is needed

Where these measurements will be used

When and from whom these measurements

will be applied

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What is (meat) spoilage

WhoWhoWho is causing spoilageis causing spoilageis causing spoilage

HowHowHow we can evaluate/measure spoilagewe can evaluate/measure spoilagewe can evaluate/measure spoilage

WhyWhyWhy this valuation/measurement is neededthis valuation/measurement is neededthis valuation/measurement is needed

WhereWhereWhere these measurements will be usedthese measurements will be usedthese measurements will be used

WhenWhenWhen and from whom these measurements will and from whom these measurements will and from whom these measurements will be appliedbe appliedbe applied

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Spoilage of meat can be considered as an ecological phenomenon that

encompasses changes of the available components (e.g. low molecular

compounds), during proliferation of bacterial present in the microbial association of the stored meat.

Food (meat) spoilage can be considered as any change which renders a product

(meat) unacceptable for human consumption (Hayes 1985)

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What it makes Meat Unacceptable

Color defects

Changes in texture

Development of off-flavor, off-odor and slime as a result of microbial growth

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WhatWhatWhat is spoilageis spoilageis spoilage

Who is causing spoilageGeneral aspects of spoilage organisms

Factors affecting their developmentFactors affecting their developmentFactors affecting their development

spoilage ecology as a function of process and packagingspoilage ecology as a function of process and packagingspoilage ecology as a function of process and packaging

HowHowHow we can evaluate/measure spoilagewe can evaluate/measure spoilagewe can evaluate/measure spoilage

WhyWhyWhy this valuation/measurement is neededthis valuation/measurement is neededthis valuation/measurement is needed

WhereWhereWhere these measurements will be usedthese measurements will be usedthese measurements will be used

WhenWhenWhen and from whom these measurements will and from whom these measurements will and from whom these measurements will be appliedbe appliedbe applied

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Gill 1976, 1986; Dainty & Mckey 1992; Nychas et al. 2006

Spoilage

Raw

(MUSCLE)

meat

Chemical spoilage (fat oxidation etc)

Indigenous enzymes (Proteolysis )

(Gram +,-), aerobes, micro-aerobic, anaerobes

Microorganisms

(bacteria, yeasts, fungi)

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Meat Microbial Ecology A small fraction will spoil the meat

Association [Westerdijk 1949]

Specific association & Dynamic Spoilage Association [Mossel 1992 & Mossel et al.1996]

Spoilage association [Gram & Huss 1996]Specific Spoilage Organisms [Dalgaard 1993]

Ephemeral Spoilage Organisms (Nychas & Skandamis2005; Nychas, Marshall, Sofos 2006]

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Facultative anaerobes Shewanella putrefaciens S. baltica S. oneidensis Photobacterium phosphereum Enterobacteriaceae Serratia spp. S. marcencens S. liquefaciens Citrobacter spp. C. freundii C. koseri Providencia aerogenes Enterobacter spp. E. aerogenes E. cloacae E. agllomerans Hafnia alvei Kluyera spp. Morganella morganii Pantoea agglomerans Raoultella spp. R. planticolla (Kl. pneumonieae) Vibrionaceae

Catalase reaction-negative Lactobacillus spp. L. sake L. curvatus L. bavaricus Carnobacterium spp. C. divergens C. piscicola Leuconostoc spp. L. carnosum L. gelidum L. amelibiosum L. mesenteroides subsp. mesenteroides Pediococcus spp. Weissella spp. W. hellenica Lactococcus raffinolactis

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Gram-negative bacteria Gram-positive bacteria Aerobes

Neisseriaceae Psychrobacter immobilis P. phenylpyruvica Acinetobacter spp. A. twoffii A. Johnsonii Pseudomonadaceae Pseudomonas rRNA homology Group 1 Pseudomonas fluorescens Biovars I, II, III, IV,V (includes 7 clusters) P. lundensis, P .fragi P. putida

Catalase reaction-weak Brochothrix thermosphacta Kutrhia zophii Staphylococcus spp. Clostridium estertheticum Clostridium frigidicarnis Clostridium casigenes Clostridium algidixylanolyticum sp. nov

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Phot. Phosphereum

NO data

**

nd

Vp/map

NO data

**

air

North EU

**

*/*

Vp/map

*

**

air

South EU

Meat/Fish

Microbial association

Cardinal Members of the

of meat

Enterobacteriaceae

Sh. putrefaciens

Lactic acid bacteria

Br. thermosphacta

Pseudomonas spp.

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Table 1.1: Minimum (min), maximum (max) and average (mean), of microbiological flora of ground pork from Athens open market.

Microorganisms Samples Min Max Mean log cfu/g

TVC 50 4.60 8.49 6.74

Pseudomonads 50 3.30 8.47 6.33

Br. thermosphacta 50 3.47 7.60 5.82

Lactic acid bacteria 50 2.60 6.74 4.81

Shewanella putrefaciens 50 1.00 6.48 4.08

Enterobacteriaceae 50 1.70 6.48 4.03

E.coli 50 <1 4.48 1.21

Salmonella 50 <2 <2 <2

Listeria 50 <2 2,00 <2

pH 50 5.49 6.42 5.92

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Meat Finfish

Component Pre Post Pre Post Creatine Phosphate 300 nf 9.3* 0.2* Creatine 450 650 nd nd Betaine nf nd nad 100** ATP 300 nad 6.5* 0.2* IMP 20 300 nd nd Glycogen 1000 100 220 40 Glucose 500 100 220 40 Glucose-6-Phosphate 100 200 21 32 Lactic acid 100 900 100 400 pH 7.2 5.5 7.3 6.5 Free Amino acids 200 350 nad 250 TMAO nd nd nd 350-1000 Carnosine & Anserine 300 300 nd 100***

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Substrates used for growth of major meat spoilage microorganismsA B C D

Glucose 1 1 1 1glucose-6-P, 2 2D-L Lactic acid 3 2 3Pyruvate, 4 3Gluconate, 5 4Gluconate 6-P, 6proprionate 5ethanol 6acetate 7Amino acids, 7 8 2 4creatine 8creatinine 9citrate, 10aspartate, 11glutamate 12ribose 3glycerol 4

A: Pseudomonas spp.

B Sh. putrefaciensC. Br. thermosphactaD. Enterobacter spp.

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Short term inoffensive end-products

Glucose-6-P, GLUCOSE, Lactate, amino acids

Peptides, proteins, fats

In Short Time very offensive end-products (off-odours & off-flavours)

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WhatWhatWhat is spoilageis spoilageis spoilage

Who is causing spoilage General aspects of spoilage organismsGeneral aspects of spoilage organismsGeneral aspects of spoilage organisms

Factors affecting their development

spoilage ecology as a function of process and packaging

HowHowHow we can evaluate/measure spoilagewe can evaluate/measure spoilagewe can evaluate/measure spoilage

WhyWhyWhy this valuation/measurement is neededthis valuation/measurement is neededthis valuation/measurement is needed

WhereWhereWhere these measurements will be usedthese measurements will be usedthese measurements will be used

WhenWhenWhen and from whom these measurements will and from whom these measurements will and from whom these measurements will be appliedbe appliedbe applied

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Intrinsic factors Extrinsic factors

Implicit factors Processing factors

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Niche / Domain; Y= Growth X=pH Z=T°C

Χ

Υ

Ζ

Ν+2=spatial

Ν+2

Ν+1=interaction

Ν+1

Ν=available nutrients

Ν

Gram et al. 2002

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Growth curves of control cultures of Pseudomonas sp. strains (A), B.

thermosphacta strains (B), and S.putrefaciens strains (C) and changes in

glucose concentration ( ).

Appl. Environ. M

icrobiol. 69, 204 Tsigarida et al. (2003)

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Appl. Environ. Microbiol. 69, 204 Tsigarida et al. (2003)

The type and rate of metabolic products in co-cultured samples of this organism with B. thermosphacta suggested that other responses (negative or positive) might also account for this inhibition.

Despite the extremely high levels of formic acid formation and the unknown peaks a and b, evident in singly cultured samples of S. putrefaciens, the corresponding levels were significantly lower in samples in which this orgamismwas co-cultured with pseudomonads or B. thermosphacta. The lower productionof these metabolic products was found in the latter case. In our opinion, competition for glucose may also be a key factor for this negative response.

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Appl. Environ. Microbiol. 69, 204 Tsigarida et al. (2003)

A negative response (antagonistic) can be regarded also as a factor governing the selection of spoilage flora, particularly of meat. This is the case with pseudomonads and S.putrefaciens. It is well established in the literature that the inhibitory effect of the former bacterium on the latter is attributed to the ability of the Pseudomonas sp. to produce siderophores

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Processing factors

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Microbial Association

Processing & Packaging Factors e.g. air at 3° CCommunity Development

in space and time

Pseudomonadaceae

Enterobacteriaceae

Ps. fragi

Dynamic Microbial Association

Selected Microbial Association

Specific Spoilage Organisms

Ephemeral Spoilage Organisms

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Microbial Association

Processing & Packaging Factors e.g. mapCommunity Development

in space and time

Lactobacillus spp

Br. thermosphacta

L.sake & L. curvatusBr.thermosphacta

Dynamic Microbial Association

Selected Microbial Association

Specific Spoilage Organisms

Ephemeral Spoilage Organisms

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Gas Composition Specific spoilage flora

meat and poultry Specific spoilage flora fish

Air Pseudomonas spp. Shewanella putrefaciens, Pseudomonas spp.

>50% CO2 with O2

B. thermosphacta B. thermosphacta, S. putrfaciens

>50% CO2 ? Enterobacteriaceae Photobacterium

phosphereum <50%CO2 with O2

Brochothrix thermosphacta, lactic acid bacteria

Photobacterium phosphereum, Lactic acid bacteria, B. thermosphacta

>50% CO2 ? lactic acid bacteria Lactic acid bacteria 100% CO2 lactic acid bacteria Lactic acid bacteria Vacuum packaged Pseudomonas spp., B.

thermosphacta Pseudomonads

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Effect of film characteristics (permeability vs % CO2) on the growth rate of main spoilage bacteria

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WhatWhatWhat is spoilageis spoilageis spoilage

WhoWhoWho is causing spoilageis causing spoilageis causing spoilageGeneral aspects of spoilage organisms General aspects of spoilage organisms General aspects of spoilage organisms

spoilage ecology as a function of process and packagingspoilage ecology as a function of process and packagingspoilage ecology as a function of process and packaging

How we can evaluate/measure spoilage

WhyWhyWhy this valuation/measurement is neededthis valuation/measurement is neededthis valuation/measurement is needed

WhereWhereWhere these measurements will be usedthese measurements will be usedthese measurements will be used

WhenWhenWhen and from whom these measurements will and from whom these measurements will and from whom these measurements will be appliedbe appliedbe applied

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OrganolepticOrganolepticOrganoleptic analysisanalysisanalysis

Ca. 50 Ca. 50 Ca. 50 physicophysicophysico---chemical methodschemical methodschemical methods

Microbiological methods

Chemical methods Chemical methods Chemical methods

Physical MethodsPhysical MethodsPhysical Methods

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Their use in the Meat Industry is under consideration since their disadvantage are related with

Time consuming,

Retrospective results,

Few samples,

Limited reproducibility,

Detection limits (e.g. insufficient for the reliable detection of low levels of organisms)

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The time consuming microbiological analyses should be replaced by the chemical changes which associated with microbial growth on meat(e.g. microbial metabolites and/or substrates)

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WhatWhatWhat is spoilageis spoilageis spoilage

WhoWhoWho is causing spoilageis causing spoilageis causing spoilageGeneral aspects of spoilage organisms General aspects of spoilage organisms General aspects of spoilage organisms

spoilage ecology as a function of process and packagingspoilage ecology as a function of process and packagingspoilage ecology as a function of process and packaging

How we can evaluate/measure spoilage

Available (?) Software

WhyWhyWhy this valuation/measurement is neededthis valuation/measurement is neededthis valuation/measurement is needed

WhereWhereWhere these measurements will be usedthese measurements will be usedthese measurements will be used

WhenWhenWhen and from whom these measurements will and from whom these measurements will and from whom these measurements will be appliedbe appliedbe applied

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GrowthPredictor (UK) - www.ifr.ac.uk/Safety/GrowthPredictor/ (Based on data previously used in the FoodMicromodel software; 18 models for growth of pathogenic bacteria; Available free of charge since 2003) Sym’Previus - www.symprevius.net (French predictive

microbiology application software under development)

Seafood Spoilage and Safety Predictor (Dalgaard et al. 2003) [Shelf-life of seafoods and growth of specific spoilage organisms; Listeria monocytogenes in cold-smoked salmon] Food Spoilage and E.coli Predictors (under development by Tom

Ross)

Greek predictive microbiology application software GRI-GRI (Koutsoumanis and Nychas Spin- off [under development]; The software is based on kinetic data of spoilage bacteria derived from fish, meat and milk in situ; Pathogen Modeling Programme (USA) -

www.arserrc.gov/mfs/pathogen.htm (37 models of growth, survival and inactivation; Frequently updated (version 7.0); Available free of charge during the last 15 years; ~ 5000 downloads per year

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WhatWhatWhat is spoilageis spoilageis spoilage

WhoWhoWho is causing spoilageis causing spoilageis causing spoilageGeneral aspects of spoilage organisms General aspects of spoilage organisms General aspects of spoilage organisms

spoilage ecology as a function of process and packagingspoilage ecology as a function of process and packagingspoilage ecology as a function of process and packaging

How we can evaluate/measure spoilageOrganoleptic (sensory evaluation)

WhyWhyWhy this valuation/measurement is neededthis valuation/measurement is neededthis valuation/measurement is needed

WhereWhereWhere these measurements will be usedthese measurements will be usedthese measurements will be used

WhenWhenWhen and from whom these measurements will and from whom these measurements will and from whom these measurements will be appliedbe appliedbe applied

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Organoleptic analysis

Ca. 50 physico-chemical methods

Microbiological methods

Physical Methods

Chemical methods

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OrganolepticOrganolepticOrganoleptic analysisanalysisanalysis

Ca. 50 physico-chemical methods

Microbiological methodsMicrobiological methodsMicrobiological methods

Chemical methodsChemical methodsChemical methods

Physical Methods

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WhatWhatWhat is spoilageis spoilageis spoilage

WhoWhoWho is causing spoilageis causing spoilageis causing spoilageGeneral aspects of spoilage organisms General aspects of spoilage organisms General aspects of spoilage organisms

spoilage ecology as a function of process and packagingspoilage ecology as a function of process and packagingspoilage ecology as a function of process and packaging

How we can evaluate/measure spoilage

Microbial metabolites / BioChemical indices

WhyWhyWhy this valuation/measurement is neededthis valuation/measurement is neededthis valuation/measurement is needed

WhereWhereWhere these measurements will be usedthese measurements will be usedthese measurements will be used

WhenWhenWhen and from whom these measurements will and from whom these measurements will and from whom these measurements will be appliedbe appliedbe applied

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OrganolepticOrganolepticOrganoleptic analysisanalysisanalysis

Ca. 50 physico-chemical methods

Microbiological methodsMicrobiological methodsMicrobiological methods

Chemical methods Physical MethodsPhysical MethodsPhysical Methods

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Compound Test Tested Storage

conditions

Red meat & poultry

Finfish

Glucose Enzymatic kit Air, vp, map

Acetate Enzymatic kit, HPLC

vp-map

gluconate Enzymatic kit Air, vp-map Total lactate HPLC vp-map D-lactate Enzymatic kit vp-map

Ethanol Enzymatic kit, GLC vp-map Free amino acids chromatometric Air Ammonia Enzymatic,

colorimetric Air

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Compound Test Tested Storage

conditions

Red meat & poultry

Finfish

Acetone, methyl ethyl ketone, dimethyl sulphide, dimethyldisulphide Hydrogen sylfide

GLC GC/MS Sulphur selective detector

vp-map

diacetyl, acetoin colorimetric

vp-map

Biogenic amines HPLC, sensors, enzymic test, GLC, Enzyme electrodes, test strips

Air, vp, map

Diamines Amperometric electrodes (enzymatic systems)

Air

Microbial activity

Enzymic/Resazurin

air

Volatiles (odours)

Electronic noses, PTR-MS (chemical sensors)

Air-vp-map

Proteolysis (Amides, amines, etc.)

FT-IR, NIR, MIR

Air-vp-map

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Compound Test Tested Storage

conditions

Red meat & poultry

Finfish

Torymeter ATP/IMP HPLC air K-values HPLC air Lipid oxidation HPLC, GC,

spectroscopy Air,vp

TMA HPLC, GC, sensors, enzymatic

air

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The spoilage indicators or microbial metabolites should meet among others the following criteria (Jay, 1986a):

(i) the compound should be absent or at least at low levels in meat

(ii)(ii)(ii) should increase with the storageshould increase with the storageshould increase with the storage

(iii)(iii)(iii) should be produced by the dominant flora and should be produced by the dominant flora and should be produced by the dominant flora and have good correlation with have good correlation with have good correlation with organolepticorganolepticorganoleptic test. test. test.

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Changes of area of acid withRT6.55

t0 t5 t10 t150 50 100 150 200 250

time

0

50000

1E5

1.5E5

2E5

2.5E5

3E5

3.5E5

4E5

4.5E5

peak

are

a

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As far as the spoilage indicators or microbial metabolites concern it is general accepted that these should meet among others the following criteria (Jay, 1986a):

(i)(i)(i) the compound should be absent or at least at low the compound should be absent or at least at low the compound should be absent or at least at low levels in meatlevels in meatlevels in meat

(ii) should increase with the storage

(iii)(iii)(iii) should be produced by the dominant flora and should be produced by the dominant flora and should be produced by the dominant flora and have good correlation with have good correlation with have good correlation with organolepticorganolepticorganoleptic test. test. test.

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changes in oa 7.7

0500000

10000001500000200000025000003000000350000040000004500000

0 50 100 150 200 250

time (h)

area

(%)

20151050

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Scatterplot (Spreadsheet2 in t-1a modified 100v*100c)

aa-0 aa-5 aa-10 aa-15 aa-200 20 40 60 80 100 120 140 160 180 200 220 240 260

time

0

10000

20000

30000

40000

50000

60000

70000

80000

90000co

ncen

tratio

n of

Ace

tic a

cid

in m

eat

Acetic acid Production in pork meat stored aerobically at different T° C

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As far as the spoilage indicators or microbial metabolites concern it is general accepted that these should meet among others the following criteria (Jay, 1986a):

(i)(i)(i) the compound should be absent or at least at low the compound should be absent or at least at low the compound should be absent or at least at low levels in meatlevels in meatlevels in meat

(ii)(ii)(ii) should increase with the storageshould increase with the storageshould increase with the storage

(iii) should be produced by the dominant flora and have good correlation with organoleptic test.

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Scatterplot (Spreadsheet2 in t-1a modified 100v*100c)

aa-0 aa-5 aa-10 aa-15 aa-200 20 40 60 80 100 120 140 160 180 200 220 240 260

time

0

10000

20000

30000

40000

50000

60000

70000

80000

90000co

ncen

tratio

n of

Ace

tic a

cid

in m

eat

Acetic acid Production in pork meat stored aerobically at different T° C

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The identification of the ideal metabolite that can be used for spoilage assessment has proved a difficult task:

a) most metabolites maybe specific to certain organisms (e.g. gluconate to pseudomonads) and when these organisms are not present or inhibited by the natural or imposed from man, food ecology, this provides incorrect spoilage information,

b) the metabolites are the result of the consumption of a specifb) the metabolites are the result of the consumption of a specifb) the metabolites are the result of the consumption of a specific ic ic substrate but the absence of the given substrate or its presencesubstrate but the absence of the given substrate or its presencesubstrate but the absence of the given substrate or its presence in in in low quantities does not preclude spoilage, low quantities does not preclude spoilage, low quantities does not preclude spoilage,

c) the rate of microbial metabolite production and the metabolicc) the rate of microbial metabolite production and the metabolicc) the rate of microbial metabolite production and the metabolicpathways of these bacteria are affected by the imposed pathways of these bacteria are affected by the imposed pathways of these bacteria are affected by the imposed environmental conditions (e.g. pH, oxygen tension, temperature environmental conditions (e.g. pH, oxygen tension, temperature environmental conditions (e.g. pH, oxygen tension, temperature etc.), etc.), etc.),

d) the accurate detection and their measurements requires d) the accurate detection and their measurements requires d) the accurate detection and their measurements requires sophisticated procedures, high educated personnel, time and sophisticated procedures, high educated personnel, time and sophisticated procedures, high educated personnel, time and equipment and equipment and equipment and

e) many of them give a retrospective information which is not e) many of them give a retrospective information which is not e) many of them give a retrospective information which is not satisfactory.satisfactory.satisfactory.

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Microbial Association

Processing & Packaging Factors e.g. mapCommunity Development

in space and time

Lactobacillus spp

Br. thermosphacta

L.sake & L. curvatusBr.thermosphacta

Dynamic Microbial Association

Selected Microbial Association

Specific Spoilage Organisms

Ephemeral Spoilage Organisms

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The identification of the ideal metabolite that can be used for spoilage assessment has proved a difficult task:

a) most metabolites maybe specific to certain organisms (e.g. a) most metabolites maybe specific to certain organisms (e.g. a) most metabolites maybe specific to certain organisms (e.g. gluconategluconategluconate to to to pseudomonadspseudomonadspseudomonads) and when these organisms are not ) and when these organisms are not ) and when these organisms are not present or inhibited by the natural or imposed from man, food present or inhibited by the natural or imposed from man, food present or inhibited by the natural or imposed from man, food ecology, this provides incorrect spoilage information, ecology, this provides incorrect spoilage information, ecology, this provides incorrect spoilage information,

b) the metabolites are the result of the consumption of a specific substrate but the absence of the given substrate or its presence in low quantities does not preclude spoilage,

c) the rate of microbial metabolite production and the metabolicc) the rate of microbial metabolite production and the metabolicc) the rate of microbial metabolite production and the metabolicpathways of these bacteria are affected by the imposed pathways of these bacteria are affected by the imposed pathways of these bacteria are affected by the imposed environmental conditions (e.g. pH, oxygen tension, temperature environmental conditions (e.g. pH, oxygen tension, temperature environmental conditions (e.g. pH, oxygen tension, temperature etc.), etc.), etc.),

d) the accurate detection and their measurements requires d) the accurate detection and their measurements requires d) the accurate detection and their measurements requires sophisticated procedures, high educated personnel, time and sophisticated procedures, high educated personnel, time and sophisticated procedures, high educated personnel, time and equipment and equipment and equipment and

e) many of them give a retrospective information which is not e) many of them give a retrospective information which is not e) many of them give a retrospective information which is not satisfactory.satisfactory.satisfactory.

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The identification of the ideal metabolite that can be used for spoilage assessment has proved a difficult task:

a) most metabolites maybe specific to certain organisms (e.g. a) most metabolites maybe specific to certain organisms (e.g. a) most metabolites maybe specific to certain organisms (e.g. gluconategluconategluconate to to to pseudomonadspseudomonadspseudomonads) and when these organisms are not ) and when these organisms are not ) and when these organisms are not present or inhibited by the natural or imposed from man, food present or inhibited by the natural or imposed from man, food present or inhibited by the natural or imposed from man, food ecology, this provides incorrect spoilage information,ecology, this provides incorrect spoilage information,ecology, this provides incorrect spoilage information,

b) the metabolites are the result of the consumption of a specifb) the metabolites are the result of the consumption of a specifb) the metabolites are the result of the consumption of a specific ic ic substrate but the absence of the given substrate or its presencesubstrate but the absence of the given substrate or its presencesubstrate but the absence of the given substrate or its presence in in in low quantities does not preclude spoilage, low quantities does not preclude spoilage, low quantities does not preclude spoilage,

c) the rate of microbial metabolite production or consumption and the metabolic pathways of these bacteria are affected by the imposed environmental conditions (e.g. pH, oxygen tension, temperature etc.),

d) the accurate detection and their measurements requires d) the accurate detection and their measurements requires d) the accurate detection and their measurements requires sophisticated procedures, high educated personnel, time and sophisticated procedures, high educated personnel, time and sophisticated procedures, high educated personnel, time and equipment and equipment and equipment and

e) many of them give a retrospective information which is not e) many of them give a retrospective information which is not e) many of them give a retrospective information which is not satisfactory.satisfactory.satisfactory.

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Linear regression of changes of lactic acid in meat stored under different T° C ( : 0 oC, 10 oC, : 15 oC, : 20 oC)

0 50 100 150 200 250 300 350 400

Time (h)

0

50

100

150

200

250

300

350

400

Lact

ic A

cid

(%ar

ea)

Air

0 100 200 300 400 500 600 700 800

Time (h)

0

50

100

150

200

250

300

350

400

Lact

ic A

cid

(%ar

ea)

50% CO2/50% Air

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The identification of the ideal metabolite that can be used for spoilage assessment has proved a difficult task:

a) most metabolites maybe specific to certain organisms (e.g. a) most metabolites maybe specific to certain organisms (e.g. a) most metabolites maybe specific to certain organisms (e.g. gluconategluconategluconate to to to pseudomonadspseudomonadspseudomonads) and when these organisms are not ) and when these organisms are not ) and when these organisms are not present or inhibited by the natural or imposed from man, food present or inhibited by the natural or imposed from man, food present or inhibited by the natural or imposed from man, food ecology, this provides incorrect spoilage information,ecology, this provides incorrect spoilage information,ecology, this provides incorrect spoilage information,

b) the metabolites are the result of the consumption of a specifb) the metabolites are the result of the consumption of a specifb) the metabolites are the result of the consumption of a specific ic ic substrate but the absence of the given substrate or its presencesubstrate but the absence of the given substrate or its presencesubstrate but the absence of the given substrate or its presence in in in low quantities does not preclude spoilage, low quantities does not preclude spoilage, low quantities does not preclude spoilage,

c) the rate of microbial metabolite production or consumption anc) the rate of microbial metabolite production or consumption anc) the rate of microbial metabolite production or consumption and d d the metabolic pathways of these bacteria are affected by the the metabolic pathways of these bacteria are affected by the the metabolic pathways of these bacteria are affected by the imposed environmental conditions (e.g. pH, oxygen tension, imposed environmental conditions (e.g. pH, oxygen tension, imposed environmental conditions (e.g. pH, oxygen tension, temperature etc.), temperature etc.), temperature etc.),

d) the accurate detection and their measurements requires sophisticated procedures, high educated personnel, time and equipment and

e) many of them give a retrospective information which is not e) many of them give a retrospective information which is not e) many of them give a retrospective information which is not satisfactory.satisfactory.satisfactory.

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Bloodhound BH114 Electronic nose

GASP Instrument

Ai

t (min)

Headspace

Sample

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Spoilage recognition

sensors

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Typical FT-IR absorbance spectra from pre- andpostspoilage chicken. Also shown is the Pearson correlation coefficient (R) between

the FT-IR absorbances and the log10(TVC). The asterisks indicate peaks that are attributable to amide I (1,640 cm1), amide II (1,550 cm1), and amine (1,240 and 1,088 cm1) vibrations.

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Generalised schematic of an electronic nose employing chemical sensors.

The pattern-recognition system, is based on neural networks (machine learning)

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Monitoring the end-products formation and/or substrate changes occurring during storage of meat (pork) at different T° C was analyzed with HPLC

Cluster analysis

Factor Analysis

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Typical organic acid profile from meat

LA

FA

AA

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Dendrogram using Average Linkage (Within Group)

Cluster Tree

0.0 0.5 1.0 1.5 2.0Distances

P

B

S

PB

PS

BS

PBS

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0

0.100

0.200

0.300

0.400

0.500

0.600

0.700

Dis

sim

ilari

tyDendrogram

144b 79

c79

d72

a21

c 0c 10c

31c

21d

48b

10d 0e 0b 0d 5e

120a 72

b11

e16

8a21

6a 53c

96b

43c

31d

18,5

e35

e67

c43

d67

d26

d53

d25

e48

e25

0a19

2b33

6a38

4a24

0b28

8b12

2c67

,5e

90e

Dendrogram using Average Linkage (Within Group)

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Canonical Discriminant Functions

Function 1

6543210-1-2-3-4-5-6

Func

tion

210

8

6

4

2

0

-2

-4

-6

Ward Method

Group Centroids

Ungrouped Cases

4

3

2

1

3

2

1

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Canonical Discriminant Functions

Function 1

3020100-10

Func

tion

210

8

6

4

2

0

-2

-4

-6

Ward Method

Group Centroids

7

6

5

4

3

2

1

7

65

4

3

2

1

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Food Safety &Quality

PILLAR

1

Microbial status (Emerging pathogens & Specific Spoilage organisms) and their

Activities in products

PILLAR

2

Metabolomics & Genomics

Devices & methods

monitoring safety and

quality

Field Tests

(end-users)

P I L L A R 3

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THANK YOU