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Review| Volume 104, ISSUE 2, P1251-1261, February 2021

Invited review: Controlling dairy product spoilage to reduce food loss and waste

Open ArchivePublished:December 10, 2020DOI:https://doi.org/10.3168/jds.2020-19130

      ABSTRACT

      Food loss and waste is a major concern in the United States and globally, with dairy foods representing one of the top categories of food lost and wasted. Estimates indicate that in the United States, approximately a quarter of dairy products are lost at the production level or wasted at the retail or consumer level annually. Premature microbial spoilage of dairy products, including fluid milk, cheese, and cultured products, is a primary contributor to dairy food waste. Microbial contamination may occur at various points throughout the production and processing continuum and includes organisms such as gram-negative bacteria (e.g., Pseudomonas), gram-positive bacteria (e.g., Paenibacillus), and a wide range of fungal organisms. These organisms grow at refrigerated storage temperatures, often rapidly, and create various degradative enzymes that result in off-odors, flavors, and body defects (e.g., coagulation), rendering them inedible. Reducing premature dairy food spoilage will in turn reduce waste throughout the dairy continuum. Strategies to reduce premature spoilage include reducing raw material contamination on-farm, physically removing microbial contaminants, employing biocontrol agents to reduce outgrowth of microbial contaminants, tracking and eliminating microbial contaminants using advanced molecular microbiological techniques, and others. This review will address the primary microbial causes of premature dairy product spoilage and methods of controlling this spoilage to reduce loss and waste in dairy products.

      Key words

      INTRODUCTION

      Over the last decade, there has been an increasing amount of attention paid to the issue of food loss and waste, both in the United States, as well as globally. The amount of food lost or wasted in the United States every year is estimated to exceed 130 billion pounds, or just over 30% of the total pounds available (
      • Buzby J.C.
      • Farah-Wells H.
      • Hyman J.
      The estimated amount, value, and calories of postharvest food losses at the retail and consumer levels in the United States. USDA-ERS Economic Information Bulletin.
      ). Dairy foods represent the third highest group in terms of dollar value of food lost and wasted at the retail and consumer level in the United States in 2010, with 17% of the total value lost ($165.6 billion), behind meat, poultry, and fish at 30% and vegetables at 19% (
      • Buzby J.C.
      • Farah-Wells H.
      • Hyman J.
      The estimated amount, value, and calories of postharvest food losses at the retail and consumer levels in the United States. USDA-ERS Economic Information Bulletin.
      ). The implications of food loss and waste are broad and include food and nutritional insecurity, environmental considerations, and economic losses for consumers and businesses (
      • Papargyropoulou E.
      • Lozano R.
      • Steinberger J.K.
      • Wright N.
      • bin Ujang Z.
      The food waste hierarchy as a framework for the management of food surplus and food waste.
      ,
      • Gunders D.
      • Bloom J.
      Wasted: How America is losing up to 40 percent of its food from farm to fork to landfill.
      ).
      In addition to factors such as retail overstocking and discarding products that have surpassed their expiration or sell-by dates (
      • Gunders D.
      • Bloom J.
      Wasted: How America is losing up to 40 percent of its food from farm to fork to landfill.
      ), an important contributor to dairy food waste is microbial spoilage. Although there are no estimates for how much food is wasted due to spoilage in the United States, in the United Kingdom approximately two-thirds of household waste is due to spoilage (
      • Gunders D.
      • Bloom J.
      Wasted: How America is losing up to 40 percent of its food from farm to fork to landfill.
      ). Although some dairy foods contribute very little to food waste (e.g., extended shelf life products such as dried dairy powders and UHT fluid milk), many dairy foods such as conventionally pasteurized fluid milk, cheese, and cultured products are susceptible to contamination with spoilage microorganisms at various points throughout the production and processing continuum. These microorganisms include gram-negative and gram-positive bacteria and a broad range of fungal organisms (i.e., yeasts and molds;
      • Ledenbach L.H.
      • Marshall R.T.
      Microbiological spoilage of dairy products.
      ). The mechanisms of dairy product spoilage vary by type of microorganism but typically include: (1) the production of extracellular enzymes that break down components including proteins, lipids, and lactose, producing off-odors, off-flavor, and body defects (e.g., coagulation in fluid milk); (2) visually detectable growth, most often by spoilage fungi; (3) production of pigments by bacterial and fungal contaminants; and (4) other metabolic processes (e.g., fermentation). When spoilage occurs, it renders all or a portion of the product inedible and results in dairy food waste.
      Strategies for preventing or reducing dairy food waste due to spoilage should include a variety of approaches throughout the production process, including: (1) reducing transmission of spoilage microbes from environmental sources on the farm and from the processing facility into dairy products; (2) applying processing technologies to reduce or eliminate the presence of microbial contaminants; (3) controlling the outgrowth of spoilage microorganisms through biocontrol strategies; (4) preventing contamination through proactively monitoring and controlling spoilage organisms in raw ingredients and the environment; and (5) using data-driven decision making tools to optimize quality and reduce spoilage. Here we discuss the primary microbial agents responsible for dairy food spoilage and explore the diverse approaches that should be considered for use by the dairy industry to reduce microbial spoilage and resulting food waste.

      FLUID MILK SPOILAGE

      Fluid milk that is processed using HTST pasteurization, the primary method used in the United States, is an inherently perishable product with expected average shelf life of 14 to 21 d (
      • Ranieri M.L.
      • Boor K.J.
      Short communication: Bacterial ecology of high-temperature, short-time pasteurized milk processed in the United States.
      ), which generally corresponds to the code or best-by date printed on the packaging. Bacterial spoilage of fluid milk occurs by 1 of 2 primary pathways: (1) recontamination after pasteurization in the processing facility, also known as post-pasteurization contamination (PPC), often with gram-negative bacteria such as Pseudomonas (
      • Reichler S.J.
      • Trmčić A.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      Pseudomonas fluorescens group bacterial strains are responsible for repeat and sporadic postpasteurization contamination and reduced fluid milk shelf life.
      ), or (2) contamination at the farm level with psychrotolerant spore-forming bacteria that survive pasteurization in spore form and subsequently germinate and grow during refrigerated storage (
      • Huck J.R.
      • Sonnen M.
      • Boor K.J.
      Tracking heat-resistant, cold-thriving fluid milk spoilage bacteria from farm to packaged product.
      ).
      Gram-negative bacteria are common contaminants in raw milk, making up the majority of the raw milk microflora (
      • Ternström A.
      • Lindberg A.M.
      • Molin G.
      Classification of the spoilage flora of raw and pasteurized bovine milk, with special reference to Pseudomonas and Bacillus..
      ). However, these organisms are heat labile, and reductions of at least 6 log are achieved using HTST pasteurization (e.g., a minimum of 72°C for 15s;
      • Villamiel M.
      • de Jong P.
      Inactivation of Pseudomonas fluorescens and Streptococcus thermophilus in Trypticase Soy Broth and total bacteria in milk by continuous-flow ultrasonic treatment and conventional heating.
      ). It should be noted that some psychrotolerant gram-negative bacteria in raw milk produce heat-stable enzymes that survive pasteurization, despite the destruction of the bacterial cell itself, and cause product deterioration over shelf life. Although it has been reported that very high bacterial concentrations (e.g., ~6.0 log cfu/mL) are necessary to produce these enzymes,
      • Zhang D.
      • Li S.
      • Palmer J.
      • Teh K.H.
      • Leow S.
      • Flint S.
      The relationship between numbers of Pseudomonas bacteria in milk used to manufacture UHT milk and the effect on product quality.
      identified that even at much lower concentrations (e.g., ~4.0 log cfu/mL) some species of Pseudomonas can produce heat-stable enzymes that result in reduced quality product. However, this is likely to primarily affect products with extended shelf life (e.g., UHT milk) due to suboptimal enzymatic activity at refrigeration temperatures (
      • Murphy S.C.
      • Martin N.H.
      • Barbano D.M.
      • Wiedmann M.
      Influence of raw milk quality on processed dairy products: How do raw milk quality test results relate to product quality and yield?.
      ). Hence, at levels below the Pasteurized Milk Ordinance (PMO) limit of 300,000 cfu/mL for comingled raw milk (
      • FDA (Food and Drug Administration)
      Standards for grade “A” pasteurized milk and milk products.
      ), psychrotolerant gram-negative bacteria not only remain at concentrations where production of heat-stable enzymes are not a major concern, but they are also effectively eliminated during the pasteurization process. Consequently, when gram-negative bacteria are found in pasteurized fluid milk, it typically is an indication that PPC has occurred. The most common microorganism responsible for PPC of fluid milk is Pseudomonas (
      • Alles A.A.
      • Wiedmann M.
      • Martin N.H.
      Rapid detection and characterization of postpasteurization contaminants in pasteurized fluid milk.
      ;
      • Reichler S.J.
      • Trmčić A.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      Pseudomonas fluorescens group bacterial strains are responsible for repeat and sporadic postpasteurization contamination and reduced fluid milk shelf life.
      ). Pseudomonas is found ubiquitously in food processing environments, including dairy processing environments (
      • Stellato G.
      • Utter D.R.
      • Voorhis A.
      • De Angelis M.
      • Eren A.M.
      • Ercolini D.
      A few Pseudomonas oligotypes dominate in the meat and dairy processing environment.
      ), where they may form biofilms (
      • Cherif-Antar A.
      • Moussa–Boudjemâa B.
      • Didouh N.
      • Medjahdi K.
      • Mayo B.
      • Flórez A.B.
      Diversity and biofilm-forming capability of bacteria recovered from stainless steel pipes of a milk-processing dairy plant.
      ). Pseudomonas grows rapidly at refrigeration temperatures (e.g., 6°C), and even when it is introduced into fluid milk at low levels (e.g., <1 cfu/mL), it can grow to levels exceeding the PMO limit of 20,000 cfu/mL only 4 to 7 d after pasteurization. More importantly in terms of food waste, it can grow to levels where product quality begins to deteriorate (i.e., approximately 1 million cfu/mL) only 7 to 10 d after pasteurization (
      • Ranieri M.L.
      • Boor K.J.
      Short communication: Bacterial ecology of high-temperature, short-time pasteurized milk processed in the United States.
      ). In fact, PPC often occurs at low levels.
      • Schröder M.J.A.
      Origins and levels of post pasteurization contamination of milk in the dairy and their effects on keeping quality.
      reported contamination of fluid milk occurred with 1 to 50 psychrotolerant gram-negative bacteria per 100 mL of fluid milk (
      • Schröder M.J.A.
      Origins and levels of post pasteurization contamination of milk in the dairy and their effects on keeping quality.
      ), yet in theory, even contamination with 1 cell per container would cause product spoilage over refrigerated shelf life. Quality defects caused by Pseudomonas in fluid milk include off-odors, off-flavors, body defects, and pigment production (
      • Dogan B.
      • Boor K.J.
      Genetic diversity and spoilage potentials among Pseudomonas spp. isolated from fluid milk products and dairy processing plants.
      ;
      • Reichler S.J.
      • Martin N.H.
      • Evanowski R.L.
      • Kovac J.
      • Wiedmann M.
      • Orsi R.H.
      A century of gray: A genomic locus found in 2 distinct Pseudomonas spp. is associated with historical and contemporary color defects in dairy products worldwide.
      ). Beyond Pseudomonas, there are several other gram-negative organisms that cause PPC in fluid milk, including psychrotolerant coliform bacteria (e.g., Citrobacter) and other members of the order Pseudomonadales (e.g., Acinetobacter;
      • Alles A.A.
      • Wiedmann M.
      • Martin N.H.
      Rapid detection and characterization of postpasteurization contaminants in pasteurized fluid milk.
      ); however, these organisms represent a small proportion of the bacterial agents responsible for PPC in contemporary US fluid milk supplies. Approximately 50 to 60% of fluid milk that spoils in the United States due to microbial growth is a result of PPC (
      • Alles A.A.
      • Wiedmann M.
      • Martin N.H.
      Rapid detection and characterization of postpasteurization contaminants in pasteurized fluid milk.
      ;
      • Reichler S.J.
      • Trmčić A.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      Pseudomonas fluorescens group bacterial strains are responsible for repeat and sporadic postpasteurization contamination and reduced fluid milk shelf life.
      ).
      The remaining approximately 40 to 50% of fluid milk that reaches the PMO limit of 20,000 cfu/mL during refrigerated storage can be attributed to gram-positive bacteria, specifically spore-forming bacteria such as Bacillus and Paenibacillus (
      • Ranieri M.L.
      • Boor K.J.
      Short communication: Bacterial ecology of high-temperature, short-time pasteurized milk processed in the United States.
      ;
      • Alles A.A.
      • Wiedmann M.
      • Martin N.H.
      Rapid detection and characterization of postpasteurization contaminants in pasteurized fluid milk.
      ;
      • Reichler S.J.
      • Trmčić A.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      Pseudomonas fluorescens group bacterial strains are responsible for repeat and sporadic postpasteurization contamination and reduced fluid milk shelf life.
      ). In contrast to Pseudomonas and other post-pasteurization contaminants in fluid milk, spoilage resulting from the growth of gram-positive spore-forming bacteria occurs later in shelf life, reaching 20,000 cfu/mL approximately 14 to 21 d after pasteurization (
      • Ranieri M.L.
      • Boor K.J.
      Short communication: Bacterial ecology of high-temperature, short-time pasteurized milk processed in the United States.
      ). Spores, the resistant structure formed by spore-forming bacteria, typically enter the fluid milk supply at the farm where they are found ubiquitously in the environment (e.g., soil, feed, bedding). They are then transferred into raw milk primarily during milking, survive pasteurization in spore form, and subsequently germinate and grow to spoilage levels during shelf life. Often psychrotolerant spores are present in bulk tank raw milk at very low levels; for example, a recent study of spore levels in environmental and milk samples from 17 New York State dairy farms found a mean psychrotolerant spore count of 0.57 cfu/mL (
      • Martin N.H.
      • Kent D.J.
      • Evanowski R.L.
      • Zuber Hrobuchak T.J.
      • Wiedmann M.
      Bacterial spore levels in bulk tank raw milk are influenced by environmental and cow hygiene factors.
      ). However, despite these low spore levels in bulk tank raw milk, and similarly to PPC, in theory, as few as 1 psychrotolerant spore per container of packaged fluid milk can grow to spoilage levels during refrigerated storage. Many psychrotolerant spore-forming bacteria produce lipolytic and proteolytic enzymes (
      • Trmčić A.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      A standard bacterial isolate set for research on contemporary dairy spoilage.
      ) capable of degrading the quality of fluid milk. Notably, Bacillus weihenstephanensis, a psychrotolerant sporeformer in the Bacillus cereus group, is the causative agent of a defect known as sweet curdling, whereby coagulation occurs through proteolytic activity (
      • Gopal N.
      • Hill C.
      • Ross P.R.
      • Beresford T.P.
      • Fenelon M.A.
      • Cotter P.D.
      The prevalence and control of Bacillus and related spore-forming bacteria in the dairy industry.
      ). Indeed, Bacillus weihenstephanensis is one of the predominant spore-forming bacteria found in fluid milk that has reached bacterial levels capable of causing product defects (
      • Masiello S.N.
      • Martin N.H.
      • Watters R.D.
      • Galton D.M.
      • Schukken Y.H.
      • Wiedmann M.
      • Boor K.J.
      Identification of dairy farm management practices associated with the presence of psychrotolerant sporeformers in bulk tank milk.
      ). Others include Paenibacillus, Psychrobacillus and Viridibacillus (
      • Reichler S.J.
      • Trmčić A.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      Pseudomonas fluorescens group bacterial strains are responsible for repeat and sporadic postpasteurization contamination and reduced fluid milk shelf life.
      ).
      It is worth noting that fluid milk spoilage occurs at various points throughout the shelf life of the product and is influenced by various factors, the most important being: (1) type and initial concentration of bacterial contaminants, (2) storage temperature, and (3) storage time. Fluid milk waste resulting from bacterial spoilage will be highly dependent on those factors. In general, however, fluid milk spoilage as a result of PPC occurs earlier in shelf life (i.e., 7 to 10 d after pasteurization, occurring before typical stated code or best-by date), whereas spoilage occurring due to the growth of psychrotolerant spore-forming bacteria typically occurs near or after the stated shelf life of the product has elapsed (i.e., 14–21 d after pasteurization;
      • Ranieri M.L.
      • Boor K.J.
      Short communication: Bacterial ecology of high-temperature, short-time pasteurized milk processed in the United States.
      ). Accurate shelf life dating and understanding corresponding consumer behaviors (e.g., what proportion of consumers continue to drink fluid milk beyond the labeled date) should also be considered when evaluating risk of consumer exposure to spoilage and corresponding food waste but will not be considered in depth in this review.

      CHEESE SPOILAGE

      In general, most cheeses are manufactured using starter cultures (i.e., lactic acid bacteria) to ferment lactose into lactic acid, thereby increasing the acidity of the milk and thus triggering coagulation and whey expulsion. The resulting intrinsic properties of many cheeses, namely low pH and water activity (aw), inherently provide some protection against spoilage by many common bacterial contaminants. However, cheese products remain susceptible to growth of a variety of fungal species that can thrive under low pH and low aw conditions. Fungi that are responsible for cheese spoilage are diverse and belong to a broad range of fungal genera, for example, Acremonium, Alternaria, Aspergillus, Aureobasidium, Botrytis, Cladosporium, Epicoccum, Eurotium, Exophiala, Fusarium, Gliocladium, Lecanicillium, Mucor, Penicillum, Rhizopus, and others (
      • Garnier L.
      • Valence F.
      • Mounier J.
      Diversity and control of spoilage fungi in dairy products: An update.
      ). In particular, the most common fungal genera found to cause cheese spoilage are Penicillum followed by Aspergillus (
      • Kure C.F.
      • Skaar I.
      The fungal problem in cheese industry.
      ). These fungi cause a range of cheese defects including visual mycelial growth, pigment formation, and off-odors and off-flavors (
      • Garnier L.
      • Valence F.
      • Mounier J.
      Diversity and control of spoilage fungi in dairy products: An update.
      ). Yeast and molds in general are not heat resistant; therefore, in pasteurized cheese, raw milk fungal contamination is not a considerable source of spoilage. Sources of postprocessing fungal contamination commonly include contaminated air, brine, equipment, or ingredients (
      • Garnier L.
      • Valence F.
      • Mounier J.
      Diversity and control of spoilage fungi in dairy products: An update.
      ).
      Beyond fungi, cheese spoilage may occur by bacterial contamination, especially in products with relatively high pH and aw. Coliform bacteria, which are commonly used as indicators of hygienic conditions in cheese manufacturing, can produce gas in some styles of cheese causing a defect known as early blowing. For example, Enterobacter aerogenes, Escherichia coli, Klebsiella aeogenes (
      • Alichanidis E.
      What causes early and late gas blowing in white-brined cheeses?.
      ), C. braakii, C. freundii, K. oxytoca, and H. alvei (
      • Tabla R.
      • Gómez A.
      • Simancas A.
      • Rebollo J.E.
      • Molina F.
      • Roa I.
      Enterobacteriaceae species during manufacturing and ripening of semi–hard and soft raw ewe's milk cheese: Gas production capacity.
      ) have been associated with early blowing in cheese. This defect is typically found in brined white cheeses and is characterized by the presence of numerous small holes in the cheese curd that sometimes result in deformation of the cheese block and significant swelling (
      • Alichanidis E.
      What causes early and late gas blowing in white-brined cheeses?.
      ). In addition to coliforms, other gram-negative bacteria cause spoilage of cheese, namely Pseudomonas. Members of the Pseudomonas genus are unable to grow at pH lower than 4.5 (
      • De Jonghe V.
      • Coorevits A.
      • Van Hoorde K.
      • Messens W.
      • Van Landschoot A.
      • De Vos P.
      • Heyndrickx M.
      Influence of storage conditions on the growth of pseudomonas species in refrigerated raw milk.
      ); however, in fresh and low-acid cheese products (e.g., mozzarella), these contaminants can thrive and cause several defects due to the production of enzymes such as proteases, lipases, pectinases, or lecithinase (
      • Caldera L.
      • Arioli S.
      • Stuknyte M.
      • Scarpellini M.
      • Franzetti L.
      Setup of a rapid method to distinguish among dead, alive, and viable but not cultivable cells of Pseudomonas spp. in mozzarella cheese.
      ), which result in flavor, odor, and body defects in cheese. Another characteristic cheese defect caused by Pseudomonas, and in particular members of the Pseudomonas fluorescens group, is pigment formation.
      • Martin N.H.
      • Murphy S.C.
      • Ralyea R.D.
      • Wiedmann M.
      • Boor K.J.
      When cheese gets the blues: Pseudomonas fluorescens as the causative agent of cheese spoilage.
      described queso fresco with blue and fluorescent pigments which were caused by Pseudomonas fluorescens biovar IV (
      • Martin N.H.
      • Murphy S.C.
      • Ralyea R.D.
      • Wiedmann M.
      • Boor K.J.
      When cheese gets the blues: Pseudomonas fluorescens as the causative agent of cheese spoilage.
      ). Similar pigment defects caused by growth of Pseudomonas in fresh cheeses such as mozzarella and Burgos have also been reported (
      • del Olmo A.
      • Calzada J.
      • Nuñez M.
      The blue discoloration of fresh cheeses: A worldwide defect associated to specific contamination by Pseudomonas fluorescens..
      ).
      In addition to gram-negative spoilage bacteria, certain gram-positive bacterial contaminants can cause spoilage in cheese. For example, nonstarter, heterofermentative lactic acid bacteria, such as Lactobacillus brevis, Lactobacillus fermentum, or Lactobacillus wasatchensis, can grow during cheese ripening and produce gas in cheese such as cheddar (
      • Ortakci F.
      • Broadbent J.R.
      • Oberg C.J.
      • McMahon D.J.
      Late blowing of cheddar cheese induced by accelerated ripening and ribose and galactose supplementation in presence of a novel obligatory heterofermentative nonstarter Lactobacillus wasatchensis..
      ). The production of CO2 occurs from the fermentation of residual lactose or galactose or by metabolism of citrate (
      • Sheehan J.J.
      What causes the development of gas during ripening?.
      ), resulting in an open cheese texture (slits or cracks) or blown wrappers, without any texture change in cheeses aged more than 3 mo (
      • Laleye L.C.
      • Simard R.E.
      • Lee B.-H.
      • Holley R.A.
      • Giroux R.N.
      Involvement of heterofermentative lactobacilli in development of open texture in cheeses.
      ). This defect occurs particularly in products aged at higher temperatures to facilitate faster ripening (
      • Ortakci F.
      • Broadbent J.R.
      • Oberg C.J.
      • McMahon D.J.
      Late blowing of cheddar cheese induced by accelerated ripening and ribose and galactose supplementation in presence of a novel obligatory heterofermentative nonstarter Lactobacillus wasatchensis..
      ). Additionally, anaerobic gram-positive spore-forming bacteria of the genus Clostridium also cause a gas defect known as late blowing, especially in hard and semi-hard cheeses and more specifically, in brined salted cheeses (
      • Sheehan J.J.
      What causes the development of gas during ripening?.
      ). Clostridium spores germinate and grow during the aging process before achieving salt concentrations that limit microbial growth in the cheese loaf, as long as lactate is available as a substrate (
      • Brändle J.
      • Domig K.J.
      • Kneifel W.
      Relevance and analysis of butyric acid producing clostridia in milk and cheese.
      ). Slits, cracks, and irregular eyes are formed in the cheese due to the production of CO2 and hydrogen gas (
      • Doyle C.J.
      • Gleeson D.
      • Jordan K.
      • Beresford T.P.
      • Ross R.P.
      • Fitzgerald G.F.
      • Cotter P.D.
      Anaerobic sporeformers and their significance with respect to milk and dairy products.
      ). Clostridium tyrobutyricum is the primary species of concern; however, there are several other Clostridium species that have been implicated in late blowing defects in cheese (
      • Schöbitz T.R.
      • Uribe M.C.
      • Molina C.L.H.
      • Espina U.F.
      Control del desarrollo de bacterias acido butiricas en queso tipo gouda empleando diferentes concentraciones de nitrato y temperaturas de maduracion.
      ;
      • Gómez-Torres N.
      • Ávila M.
      • Narbad A.
      • Mayer M.J.
      • Garde S.
      Use of fluorescent CTP1L endolysin cell wall-binding domain to study the evolution of Clostridium tyrobutyricum during cheese ripening.
      ).

      YOGURT AND CULTURED DAIRY PRODUCT SPOILAGE

      Much as in the cheese products mentioned above, the types of microorganisms that cause spoilage of yogurt and other cultured dairy products (e.g., sour cream, buttermilk) are greatly affected by the intrinsic properties of the product itself, with pH playing the largest role. Many cultured dairy products have a pH below 4.6, which generally limits the growth of most bacterial contaminants. Food spoilage fungi (i.e., yeasts and molds) can grow under conditions that are normally prohibitive to bacterial growth (e.g., low pH, low aw), and many also grow at low temperatures, making them particularly well suited to growth in yogurt and other cultured dairy products. Hence, the primary organisms that cause spoilage of yogurt and other cultured dairy products are fungi.
      Spoilage fungi isolated from yogurt and cultured dairy products represent a broad diversity of yeasts and molds reportedly spanning multiple fungal phyla (e.g., Ascomycota, Basidiomycota, and Mucoromycota), with yeasts often cited as the primary spoilage organism in these products (
      • Ledenbach L.H.
      • Marshall R.T.
      Microbiological spoilage of dairy products.
      ). Indeed,
      • Buehler A.J.
      • Evanowski R.L.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      Internal transcribed spacer (ITS) sequencing reveals considerable fungal diversity in dairy products.
      isolated 83 fungal isolates representing 22 different internal transcribed spacer (ITS) allelic types (i.e., unique subtypes based on the ITS sequencing region) from 30 yogurt products with Torulaspora delbrueckii, Clavispora lusinaniae, and Penicillium spp. representing the most common fungi in these samples. Other studies have also identified the spoilage yeasts Debaryomyces, Rhodotorula, Kluyveromyces, and Candida from yogurt (
      • Rohm H.
      • Eliskases-Lechner F.
      • Bräuer M.
      Diversity of yeasts in selected dairy products.
      ), along with identification of spoilage molds Rhizomucor, Sistotrema, and Mucor in yogurt (
      • Buehler A.J.
      • Evanowski R.L.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      Internal transcribed spacer (ITS) sequencing reveals considerable fungal diversity in dairy products.
      ). Product defects caused by spoilage fungi in yogurt and other cultured dairy products include off-odors (e.g., yeasty odors), off-flavors (e.g., bitter), and body defects (e.g., gas production) through lactose fermentation, lipolysis, proteolysis, and other metabolic processes (
      • Fleet G.H.
      Yeasts in dairy products.
      ,
      • Fleet G.
      Spoilage yeasts.
      ). For example, spoilage yeasts may metabolize diacetyl in sour cream and buttermilk, leading to a yogurt-like flavor (
      • Ledenbach L.H.
      • Marshall R.T.
      Microbiological spoilage of dairy products.
      ). Finally, in some cultured dairy products, spoilage may occur by gram-negative bacteria such as Pseudomonas or psychrotolerant coliform bacteria (
      • Ledenbach L.H.
      • Marshall R.T.
      Microbiological spoilage of dairy products.
      ); although these represent a minor proportion of spoilage microorganisms in those products.

      STRATEGIES TO AID IN REDUCING DAIRY PRODUCT SPOILAGE AND WASTE

      Strategies to reduce dairy product spoilage have long focused on preventing recontamination of processed products with spoilage microorganisms through a focus on cleaning and sanitation in the processing environment. For example, adequate cleaning and sanitation is necessary to prevent the development of biofilms in dairy processing equipment. Biofilms are a major source of dairy product contamination during processing (
      • Knight G.
      Biofilm control in dairy manufacturing plants.
      ), and once biofilms are established in processing equipment, they are a considerable challenge to eliminate (
      • Bremer P.
      • Flint S.
      • Brooks J.
      • Palmer J.
      Introduction to biofilms: Definition and basic concepts.
      ). Reducing microbial contamination during processing through cleaning and sanitization has been shown to have a dramatic effect of dairy product shelf life. For example, the shelf life (i.e., the number of days for the bacterial concentration to reach 20,000 cfu/mL) of fluid milk in a study by
      • Gruetzmacher T.J.
      • Bradley Jr., R.L.
      Identification and control of processing variables that affect the quality and safety of fluid milk.
      was increased by more than 11 d (from 9 d to more than 21 d) following proper cleaning and sanitization with chlorine, and changing the sanitizing agent from chlorine to peroxyacetic acid increased the shelf life to more than 30 d (Gruetmacher and Bradley, 1999). These improvements should not be understated, as cleaning and sanitation programs have improved through advances in sanitary design of equipment and the use of novel chemical sanitizers. However, there is a need to explore additional strategies to reduce spoilage by microorganisms introduced at the farm and processing facility to further reduce food waste caused by premature spoilage. Here we discuss approaches that take advantage of the use of on-farm interventions, processing technologies, biocontrol strategies, and tools that provide information that can be used to reduce spoilage, including advanced molecular microbiology techniques and the application of mathematical modeling to improve product quality and reduce spoilage. A list of strategies that can be applied for different dairy products to reduce spoilage from specific groups of dairy spoilage organisms can be found in Table 1 and are discussed further here.
      Table 1Major microbial causes of dairy product spoilage and corresponding strategies to reduce spoilage
      ProductKey groups of spoilage organismsStrategies and tools to reduce dairy product spoilage
      Fluid milkGram-negative bacteriaMolecular microbiological techniques
      Mathematical modeling
      Psychrotolerant aerobic spore-forming bacteriaOn-farm interventions
      Processing technologies
      Molecular microbiological techniques
      Mathematical modeling
      CheeseFungiBiocontrol
      Molecular microbiological techniques
      Mathematical modeling
      Gram-negative bacteriaMolecular microbiological techniques
      Mathematical modeling
      Lactic acid bacteriaBiocontrol
      Anaerobic spore-forming butyric acid bacteriaOn-farm interventions
      Processing technologies
      Molecular microbiological techniques
      Mathematical modeling
      Yogurt and cultured dairyFungiBiocontrol
      Molecular microbiological techniques
      Mathematical modeling

      ON-FARM INTERVENTION STRATEGIES

      The effect of raw milk quality on the shelf life and spoilage of processed dairy products has been extensively reviewed (
      • Murphy S.C.
      • Martin N.H.
      • Barbano D.M.
      • Wiedmann M.
      Influence of raw milk quality on processed dairy products: How do raw milk quality test results relate to product quality and yield?.
      ). Somatic cells and total bacterial concentrations predominantly influence finished products by affecting yield and quality via heat-stable enzyme production. Here, we focus on strategies targeted toward spores in raw milk, as these are the primary microbial group that originate at the farm level, survive processing hurdles, and ultimately cause finished product quality deterioration in several dairy products (e.g., fluid milk and cheese). Bacterial spores are found ubiquitously in natural environments, specifically in the dairy farm environment, and enter raw milk primarily during milking (
      • Martin N.H.
      • Kent D.J.
      • Evanowski R.L.
      • Zuber Hrobuchak T.J.
      • Wiedmann M.
      Bacterial spore levels in bulk tank raw milk are influenced by environmental and cow hygiene factors.
      ). Several studies have investigated the role of farm practices and sources in the transmission of spores from environmental niches into raw milk, with bedding, feed, and parlor practices reportedly playing important roles (
      • Vissers M.M.M.
      • Driehuis F.
      • Te Giffel M.C.
      • De Jong P.
      • Lankveld J.M.G.
      Improving farm management by modeling the contamination of farm tank milk with butyric acid bacteria.
      ;
      • Magnusson M.
      • Christiansson A.
      • Svensson B.
      Bacillus cereus spores during housing of dairy cows: Factors affecting contamination of raw milk.
      ;
      • Masiello S.N.
      • Martin N.H.
      • Watters R.D.
      • Galton D.M.
      • Schukken Y.H.
      • Wiedmann M.
      • Boor K.J.
      Identification of dairy farm management practices associated with the presence of psychrotolerant sporeformers in bulk tank milk.
      ;
      • Martin N.H.
      • Kent D.J.
      • Evanowski R.L.
      • Zuber Hrobuchak T.J.
      • Wiedmann M.
      Bacterial spore levels in bulk tank raw milk are influenced by environmental and cow hygiene factors.
      ;
      • Murphy S.I.
      • Kent D.
      • Martin N.H.
      • Evanowski R.L.
      • Patel K.
      • Godden S.M.
      • Wiedmann M.
      Bedding and bedding management practices are associated with mesophilic and thermophilic spore levels in bulk tank raw milk.
      ). To reduce the transmission of spores from dairy environments into bulk tank raw milk, thereby reducing finished product spoilage, intervention strategies have been investigated. For example,
      • Magnusson M.
      • Christiansson A.
      • Svensson B.
      • Kolstrup C.
      Effect of different premilking manual teat-cleaning methods on bacterial spores in milk.
      investigated the effect of premilking cleaning methods on teats experimentally contaminated with spores of Clostridium tyrobutyricum and Bacillus cereus. The authors found that cleaning teats with a moist towel followed by drying with a dry towel significantly reduced spore counts in raw milk (
      • Magnusson M.
      • Christiansson A.
      • Svensson B.
      • Kolstrup C.
      Effect of different premilking manual teat-cleaning methods on bacterial spores in milk.
      ). Similarly,
      • Evanowski R.L.
      • Kent D.J.
      • Wiedmann M.
      • Martin N.H.
      Milking time hygiene interventions on dairy farms reduce spore counts in raw milk.
      applied a combination of interventions to reduce spore levels in bulk tank raw milk, including training milking parlor employees on enhanced teat-end cleaning and implementing a standard laundered towel cleaning protocol (i.e., laundering with detergent and chlorine bleach and fully drying). The authors concluded that the combination of interventions significantly decreased the mesophilic and thermophilic spore levels in bulk tank raw milk (
      • Evanowski R.L.
      • Kent D.J.
      • Wiedmann M.
      • Martin N.H.
      Milking time hygiene interventions on dairy farms reduce spore counts in raw milk.
      ). The use of simple, low-cost on-farm interventions, such as those discussed here, to reduce the concentration of spores in bulk tank raw milk is a viable strategy for reducing dairy food waste due to microbial spoilage. However, future studies are needed to further quantify the effect of these strategies on dairy spoilage.
      Beyond the contribution of spores that enter the dairy product continuum through raw milk at the farm level, there is also some evidence that microbial contamination and growth may occur during raw milk transportation from the farm to the processing facility, potentially leading to reduced finished product quality. For example,
      • Huck J.R.
      • Hammond B.H.
      • Murphy S.C.
      • Woodcock N.H.
      • Boor K.J.
      Tracking spore-forming bacterial contaminants in fluid milk-processing systems.
      identified unique strains of spore-forming bacteria in raw milk collected from tanker trucks that were not identified in the raw milk at the farm, suggesting that the tanker truck itself may be a source of spores. Further,
      • Teh K.H.
      • Flint S.
      • Palmer J.
      • Lindsay D.
      • Andrewes P.
      • Bremer P.
      Thermo-resistant enzyme-producing bacteria isolated from the internal surfaces of raw milk tankers.
      isolated a variety of bacterial genera from swabs of putative biofilms on internal surfaces of raw milk tanker trucks, including Bacillus and Pseudomonas. Importantly, the authors found that many of the isolates collected were able to produce heat-stable enzymes, highlighting the possibility that raw milk may become contaminated during transportation, not only with heat-resistant bacterial spores, but also potentially with heat-resistant enzymes (
      • Teh K.H.
      • Flint S.
      • Palmer J.
      • Andrewes P.
      • Bremer P.
      • Lindsay D.
      Proteolysis produced within biofilms of bacterial isolates from raw milk tankers.
      ), both of which may cause dairy product spoilage and waste.

      PROCESSING TECHNOLOGIES AND PRACTICES

      Technological strategies applied in dairy processing to improve product quality by removing bacterial contaminants, in particular bacterial spores (e.g., Bacillus, Paenibacillus, Clostridium, etc.), from either the incoming raw milk supply or the processed milk stream include bactofugation and microfiltration. Bactofugation, also known as bacterial clarification, is applied to separate components that have different densities using high-speed centrifugation (
      • Damerow G.
      Bactofuge and its uses in the dairy industry.
      ), with reported bacterial spore removal efficiencies between 90 and 98% (
      • Gésan-Guiziou G.
      Removal of bacteria, spores and somatic cells from milk by centrifugation and microfiltration techniques.
      ). This technology was first applied in the dairy industry as a method to remove spores of anaerobic Clostridium tyrobutyricum to prevent late blowing in cheese (
      • Gésan-Guiziou G.
      Removal of bacteria, spores and somatic cells from milk by centrifugation and microfiltration techniques.
      ). More recently, bactofugation has been applied to raw milk before HTST pasteurization to reduce bacterial cells including spores (
      • Gésan-Guiziou G.
      Removal of bacteria, spores and somatic cells from milk by centrifugation and microfiltration techniques.
      ), specifically those that lead to spoilage of fluid milk (e.g., Paenibacillus), although this application of bactofugation is less common (
      • Goff H.D.
      • Griffiths M.W.
      Major advances in fresh milk and milk products: Fluid milk products and frozen desserts.
      ). Alternatively, microfiltration uses a semi-permeable membrane with varying pore sizes to separate bacteria and milk components based on particle size. Microfiltration reportedly has higher levels of bacterial removal compared with bactofugation, with efficiencies that are between 99.1 and 99.99% (
      • Gésan-Guiziou G.
      Removal of bacteria, spores and somatic cells from milk by centrifugation and microfiltration techniques.
      ). In contrast to bactofugation, microfiltration has been more commonly applied to fluid milk products in combination with HTST pasteurization to extend shelf life and reduce spoilage (
      • Elwell M.W.
      • Barbano D.M.
      Use of microfiltration to improve fluid milk quality.
      ). Indeed,
      • Wang D.
      • Fritsch J.
      • Moraru C.I.
      Shelf life and quality of skim milk processed by cold microfiltration with a 1.4-μm pore size membrane, with or without heat treatment.
      report fluid milk shelf life exceeding 90 d at 6°C using high-quality raw milk and the combination of microfiltration and HTST pasteurization (
      • Wang D.
      • Fritsch J.
      • Moraru C.I.
      Shelf life and quality of skim milk processed by cold microfiltration with a 1.4-μm pore size membrane, with or without heat treatment.
      ). Both bactofugation and microfiltration allow the dairy industry to reduce spoilage and quality defects without the addition of inhibiters of spore germination, such as nitrates, lysozyme, or nisin (
      • Sheehan J.J.
      Cheese: Avoidance of gas blowing.
      ).
      In addition to technologies that remove spoilage organisms as discussed above, process optimization to control the outgrowth of spoilage microorganisms also represents an important strategy to reduce dairy product spoilage. For example,
      • Ranieri M.L.
      • Huck J.R.
      • Sonnen M.
      • Barbano D.M.
      • Boor K.J.
      High temperature, short time pasteurization temperatures inversely affect bacterial numbers during refrigerated storage of pasteurized fluid milk.
      demonstrated that fluid milk pasteurized at 85.2°C had significantly higher bacterial counts during refrigerated storage than fluid milk pasteurized at 72.9°C (
      • Ranieri M.L.
      • Huck J.R.
      • Sonnen M.
      • Barbano D.M.
      • Boor K.J.
      High temperature, short time pasteurization temperatures inversely affect bacterial numbers during refrigerated storage of pasteurized fluid milk.
      ). A similar study found that in a commercial fluid milk processing facility, reducing the pasteurization temperature from 79.4 to 76.1°C resulted in reduced bacterial growth during refrigerated shelf life (
      • Martin N.H.
      • Ranieri M.L.
      • Wiedmann M.
      • Boor K.J.
      Reduction of pasteurization temperature leads to lower bacterial outgrowth in pasteurized fluid milk during refrigerated storage: A case study.
      ). In addition to the benefit of reduced spoilage and therefore, reduced food waste, lowering pasteurization temperature of fluid milk is easy to implement and requires less energy, conserving processor resources.
      In addition to the processing technologies and strategies outline above, it should be noted that there are promising emerging technologies that, although not currently widely adopted or approved for use in dairy products, may represent viable options for reducing dairy product spoilage and waste in the future. For example, high pressure processing has been shown to provide similar log reduction of pathogens and spoilage organisms in milk as pasteurization (
      • Stratakos A.C.
      • Inguglia E.S.
      • Linton M.
      • Tollerton J.
      • Murphy L.
      • Corcionivoschi N.
      • Koidis A.
      • Tiwari B.K.
      Effect of high pressure processing on the safety, shelf life and quality of raw milk.
      ;
      • Liu G.
      • Carøe C.
      • Qin Z.
      • Munk D.M.E.
      • Crafack M.
      • Petersen M.A.
      • Ahrné L.
      Comparative study on quality of whole milk processed by high hydrostatic pressure or thermal pasteurization treatment.
      ) but may also provide additional benefits to consumers (e.g., retention of heat labile nutrients). Other nonthermal processing technologies have also been explored to inactivate microorganisms in dairy products, including pulsed electric fields (
      • Bendicho S.
      • Barbosa-Cánovas G.V.
      • Martín O.
      Milk processing by high intensity pulsed electric fields.
      ;
      • Walkling-Ribeiro M.
      • Noci F.
      • Cronin D.A.
      • Lyng J.G.
      • Morgan D.J.
      Antimicrobial effect and shelf-life extension by combined thermal and pulsed electric field treatment of milk.
      ), ultrasound (
      • D'Amico D.J.
      • Silk T.M.
      • Wu J.
      • Guo M.
      Inactivation of microorganisms in milk and apple cider treated with ultrasound.
      ;
      • Barbosa-Cánovas G.
      • Bermúdez-Aguirre D.
      Other novel milk preservation technologies: Ultrasound, irradiation, microwave, radio frequency, ohmic heating, ultraviolet light and bacteriocins.
      ), irradiation (
      • Matak K.E.
      • Churey J.J.
      • Worobo R.W.
      • Sumner S.S.
      • Hovingh E.
      • Hackney C.R.
      • Pierson M.D.
      Efficacy of UV light for the reduction of Listeria monocytogenes in goat's milk.
      ;
      • Choudhary R.
      • Bandla S.
      Ultraviolet pasteurization for food industry.
      ), and others (
      • Barbosa-Cánovas G.
      • Bermúdez-Aguirre D.
      Other novel milk preservation technologies: Ultrasound, irradiation, microwave, radio frequency, ohmic heating, ultraviolet light and bacteriocins.
      ). Continued development of such nonthermal technologies and their use in concert with thermal technologies will provide additional strategies to reduce dairy product spoilage and waste.

      PRODUCT FORMULATION

      Manipulating product formulation has long been a method to prevent growth of spoilage microorganisms in dairy products. In particular, there is a long history of use of chemical preservatives (e.g., organic acids such as potassium sorbate) that are effective at controlling the outgrowth of spoilage bacteria and fungi in products such as cheese and cultured dairy (
      • Zamani Mazdeh F.
      • Sasanfar S.
      • Chalipour A.
      • Pirhadi E.
      • Yahyapour G.
      • Mohammadi A.
      • Rostami A.
      • Amini M.
      • Hajimahmoodi M.
      Simultaneous determination of preservatives in dairy products by HPLC and chemometric analysis.
      ). Because consumer demand for preservative-free or clean-label dairy products has increased since the 1970s and 1980s, the use of these time-tested chemical preservatives has declined (
      • Brockman C.
      • Beeren C.J.M.
      Additives in dairy foods: Consumer perceptions of additives in dairy products.
      ). Dairy manufacturers have reformulated their products using seemingly more natural strategies, namely the use of bioprotective cultures. Bioprotective cultures are defined as live microorganisms that are deliberately added to foods to control microbial growth without changing its technological and sensory qualities. They have 3 primary mechanisms of action: (1) displacement, (2) competition for nutrients, or (3) production of metabolites (
      • Ben Said L.
      • Gaudreau H.
      • Dallaire L.
      • Tessier M.
      • Fliss I.
      Bioprotective culture: A new generation of food additives for the preservation of food quality and safety.
      ). The use of bioprotective cultures represents a preservative technique against yeast and molds in many food matrices and specifically in dairy, where the use of starter cultures for fermented products such as cheese and yogurt are already used. Lactic acid bacteria are the most common microorganisms used as bioprotective agents and have been granted “generally recognized as safe” status or “qualified presumption of safety” status in the United States and European Union, respectively. Production of metabolites is the most studied mechanism of action of bioprotective cultures, with several antifungal compounds identified, including organic acids, fatty acids, cyclopeptides, reuterin, hydrogen peroxide, and volatile compounds such as diacetyl (
      • Sjögren J.
      • Magnusson J.
      • Broberg A.
      • Schnürer J.
      • Kenne L.
      Antifungal 3-hydroxy fatty acids from Lactobacillus plantarum MiLAB 14.
      ;
      • Crowley S.
      • Mahony J.
      • van Sinderen D.
      Current perspectives on antifungal lactic acid bacteria as natural bio-preservatives.
      ;
      • Leyva Salas M.
      • Mounier J.
      • Valence F.
      • Coton M.
      • Thierry A.
      • Coton E.
      Antifungal microbial agents for food biopreservation—A review.
      ). Lactobacillus and specifically Lactobacillus paracasei and Lactobacillus rhamnosus have been reported to exhibit antifungal properties in yogurt against spoilage microorganisms (
      • Lačanin I.
      • Mounier J.
      • Pawtowski A.
      • Dušková M.
      • Kameník J.
      • Karpíšková R.
      Assessment of the antifungal activity of Lactobacillus and Pediococcus spp. for use as bioprotective cultures in dairy products.
      ). A recent study of these same 2 Lactobacillus strains in yogurt demonstrated effective inhibition of fungal contaminants through the competition of nutrients mechanism, namely competition for manganese (
      • Siedler S.
      • Rau M.H.
      • Bidstrup S.
      • Vento J.M.
      • Aunsbjerg S.D.
      • Bosma E.F.
      • McNair L.M.
      • Beisel C.L.
      • Neves A.R.
      Competitive exclusion is a major bioprotective mechanism of lactobacilli against fungal spoilage in fermented milk products.
      ). Bioprotective cultures have also been developed for use against heterofermentative lactic acid spoilage bacteria, as well as gas-producing Clostridium species (
      • Carmen Martínez-Cuesta M.
      • Bengoechea J.
      • Bustos I.
      • Rodríguez B.
      • Requena T.
      • Peláez C.
      Control of late blowing in cheese by adding lacticin 3147-producing Lactococcus lactis IFPL 3593 to the starter.
      ).

      ENVIRONMENTAL AND RAW INGREDIENT MONITORING AND SOURCE TRACKING USING MOLECULAR METHODS

      The use of molecular microbiological methods in food microbiology has, until recently, been focused on identification, subtyping, and source tracking of bacterial pathogens. These techniques have changed considerably in recent years, becoming more discriminatory, faster, and less expensive to implement (
      • Gerner-Smidt P.
      • Trees E.
      • Carleton H.
      • Katz L.
      • den Bakker H.
      • Deng X.
      Molecular source tracking and molecular subtyping.
      ). The same technologies and methodologies used for food safety are increasingly being adopted to address contamination with spoilage microorganisms. In particular, the use of single-gene sequencing approaches represents a useful strategy for identification, subtyping, and source tracking of target spoilage organisms in dairy foods and associated environments (e.g., farm and processing facilities). For example, rpoB, the gene encoding for the β subunit of RNA polymerase, has been used to subtype aerobic spore-forming bacteria from farm environments, raw milk, distribution channels, processing facilities, and pasteurized fluid milk throughout shelf life (
      • Huck J.R.
      • Hammond B.H.
      • Murphy S.C.
      • Woodcock N.H.
      • Boor K.J.
      Tracking spore-forming bacterial contaminants in fluid milk-processing systems.
      ,
      • Huck J.R.
      • Sonnen M.
      • Boor K.J.
      Tracking heat-resistant, cold-thriving fluid milk spoilage bacteria from farm to packaged product.
      ). The use of rpoB sequencing has allowed dairy industry stakeholders, including producers and processors, to identify strategies to reduce levels of these organisms throughout the dairy product continuum, thereby reducing spoilage. For example,
      • Miller R.A.
      • Kent D.J.
      • Watterson M.J.
      • Boor K.J.
      • Martin N.H.
      • Wiedmann M.
      Spore populations among bulk tank raw milk and dairy powders are significantly different.
      determined that isolates originating from raw milk and powder samples were significantly different by assigning rpoB allelic types to 1,949 aerobic spore-forming bacterial isolates collected from bulk tank raw milk and dairy powder processing facilities. The authors concluded that dairy powder processors should focus efforts to reduce aerobic spores at the farm and processing level based on the specific rpoB allelic types found in their product. Similarly,
      • Buehler A.J.
      • Evanowski R.L.
      • Wiedmann M.
      • Martin N.H.
      Internal transcribed spacer (ITS) sequence-based characterization of fungal isolates from multiple yogurt facilities—A case study.
      used single-gene sequencing of the ITS region in dairy spoilage fungi to track fungal spoilage in 2 yogurt processing facilities. A total of 852 fungal isolates in the study originated from raw materials, in-process product samples, finished product samples, and environmental samples from 2 yogurt processing facilities, and the authors found that using ITS sequencing allowed for improved source tracking of fungal contamination throughout the processing continuum.
      In addition to single-gene sequencing approaches, metagenomics is another emerging technology that is becoming increasingly accessible to the dairy industry with potential applications in the area of spoilage prevention and waste reduction. In contrast to single-gene sequencing tools, whereby a gene from single bacterial isolate is sequenced, metagenomics is the sequencing of single genes (e.g., 16s) or entire genomes (e.g., shotgun metagenomics) from potentially diverse microbial communities inhabiting a common environment (
      • Yeung M.
      ADSA Foundation Scholar Award: Trends in culture-independent methods for assessing dairy food quality and safety: Emerging metagenomic tools.
      ). Metagenomics tools have been proposed for use as a powerful raw ingredient monitoring tool, whereby deviations in the expected microbial population of raw ingredients alert processors to potential lot-to-lot inconsistencies, which may result in reduced quality or spoilage in the finished product (
      • De Filippis F.
      • Parente E.
      • Ercolini D.
      Metagenomics insights into food fermentations.
      ). Metagenomic tools have also been used to monitor microbial contaminants in dairy processing environments, which are an important source of spoilage and pathogenic microorganisms (
      • Bokulich N.A.
      • Mills D.A.
      Facility-specific “house” microbiome drives microbial landscapes of artisan cheesemaking plants.
      ;
      • Stellato G.
      • De Filippis F.
      • La Storia A.
      • Ercolini D.
      Coexistence of lactic acid bacteria and potential spoilage microbiota in a dairy processing environment.
      ;
      • Calasso M.
      • Ercolini D.
      • Mancini L.
      • Stellato G.
      • Minervini F.
      • Di Cagno R.
      • De Angelis M.
      • Gobbetti M.
      Relationships among house, rind and core microbiotas during manufacture of traditional Italian cheeses at the same dairy plant.
      ). Further, the use of metagenomics to understand the role of microbial communities can be instrumental in identifying sources and transmission pathways of quality deteriorating microbes (
      • Kable M.E.
      • Srisengfa Y.
      • Laird M.
      • Zaragoza J.
      • McLeod J.
      • Heidenreich J.
      • Marco M.L.
      The core and seasonal microbiota of raw bovine milk in tanker trucks and the impact of transfer to a milk processing facility.
      ;
      • Vermote L.
      • Verce M.
      • De Vuyst L.
      • Weckx S.
      Amplicon and shotgun metagenomic sequencing indicates that microbial ecosystems present in cheese brines reflect environmental inoculation during the cheese production process.
      ;
      • McHugh A.J.
      • Feehily C.
      • Fenelon M.A.
      • Gleeson D.
      • Hill C.
      • Cotter P.D.
      Tracking the dairy microbiota from farm bulk tank to skimmed milk powder.
      ). Although the use of metagenomics is not currently widespread in the US dairy industry, these tools promise to revolutionize our understanding of microbial populations throughout the dairy product continuum and how these communities affect finished product quality and spoilage.

      MATHEMATICAL MODELING TO PREDICT SHELF LIFE AND OPTIMIZE RESOURCE MANAGEMENT

      With the increasing diversity of strategies available to dairy industry stakeholders to improve product quality and reduce spoilage, the implementation of predictive mathematical modeling tools will be important to enable data-driven decision making throughout the dairy product continuum. Predictive models, such as Monte Carlo simulations, allow users to model complex systems, such as product spoilage, by accounting for the normal variation within factors important to microbial growth (e.g., microbial contamination level, population composition;
      • Poschet F.
      • Geeraerd A.H.
      • Scheerlinck N.
      • Nicolai B.M.
      • Van Impe J.F.
      Monte Carlo analysis as a tool to incorporate variation on experimental data in predictive microbiology.
      ). These models not only allow for prediction of shelf life and product spoilage, but they importantly allow users to predict how implementation of intervention strategies will affect these outcomes. For example,
      • Buehler A.J.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      Psychrotolerant spore-former growth characterization for the development of a dairy spoilage predictive model.
      used Monte Carlo simulations to predict fluid milk spoilage by psychrotolerant aerobic spore-forming bacteria (e.g., Paenibacillus) using data on initial spore concentration, prevalence of spore types, and experimentally determined growth parameters for the most prevalent strains. The authors also modeled how the implementation of microfiltration and reduced storage temperature would affect fluid milk spoilage (
      • Buehler A.J.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      Psychrotolerant spore-former growth characterization for the development of a dairy spoilage predictive model.
      ). In another study by
      • Buehler A.J.
      • Martin N.H.
      • Boor K.J.
      • Wiedmann M.
      Evaluation of biopreservatives in Greek yogurt to inhibit yeast and mold spoilage and development of a yogurt spoilage predictive model.
      , Monte Carlo simulations were used to estimate yogurt spoilage by fungal contaminants and assess the use of 2 fungal control strategies (i.e., using a shortened distribution chain and reduced storage temperature) on the number of consumers who would be exposed to spoiled yogurt. Using these tools to predict the effect of various spoilage control strategies, the dairy industry will be able to ensure that resources are devoted to the best methods.

      CONCLUSIONS

      As the dairy industry strives to reduce waste, a major consideration should be reducing microbial spoilage. Using the approaches outlined here, dairy industry stakeholders may adopt one or multiple strategies to control and reduce spoilage by key microbial populations throughout the farm-to-consumer continuum. Importantly, it will be critical for stakeholders to use tools that not only reduce spoilage but also conserve economic, employee, and environmental resources to ensure a sustainable dairy industry for the future.

      ACKNOWLEDGMENTS

      The authors acknowledge the role that the New York State Dairy Promotion Advisory Board (Albany, NY) has played in their continued support of research aimed at improving the quality and safety of dairy products in New York and beyond. The authors have not stated any conflicts of interest.

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