Food Processing Commons^™

A Novel Machine-Learning Framework Based On A Hierarchy Of Dispute Models For The Identification Of Fish Species Using Multi-Mode Spectroscopy, Mitchell Sueker, Amirreza Daghighi, Alireza Akhbardeh, Nicholas Mackinnon, Gregory Bearman, Insuck Baek, Chansong Hwang, Jianwei Qin, Amanda M. Tabb, Jiahleen Roungchun, Rosalee S. Hellberg, Fartash Vasefi, Moon Kim, Kouhyar Tavakolian, Hossein Kashini Zadeh

Food Science Faculty Articles and Research

Seafood mislabeling rates of approximately 20% have been reported globally. Traditional methods for fish species identification, such as DNA analysis and polymerase chain reaction (PCR), are expensive and time-consuming, and require skilled technicians and specialized equipment. The combination of spectroscopy and machine learning presents a promising approach to overcome these challenges. In our study, we took a comprehensive approach by considering a total of 43 different fish species and employing three modes of spectroscopy: fluorescence (Fluor), and reflectance in the visible near-infrared (VNIR) and short-wave near-infrared (SWIR). To achieve higher accuracies, we developed a novel machine-learning framework, where groups of …

Comparison Of Dna Extraction Methods For The Detection Of Canned Tuna Species With Dna Mini-Barcoding, Aubrey J. Emmi, Biola Fatusin, Rosalee S. Hellberg

Food Science Faculty Articles and Research

Tuna is susceptible to species mislabeling due to its high demand, quick rate of production, and wide range of price points. DNA barcoding, a sequencing-based technique, allows for the detection of species mislabeling by targeting a standardized region of DNA. A mitochondrial control region (CR) DNA barcode has been found to be capable of species discrimination for tuna, but it is challenging to recover the entire DNA fragment from canned tuna. While a short fragment of CR, referred to as a “mini-barcode,” has shown some success with canned tuna species identification, more research is needed to improve identification rates. The …

Rapid Assessment Of Fish Freshness For Multiple Supply-Chain Nodes Using Multi-Mode Spectroscopy And Fusion-Based Artificial Intelligence, Hossein Kashani Zadeh, Mike Hardy, Mitchell Sueker, Yicong Li, Angela Tzouchas, Nicholas Mackinnon, Gregory Bearman, Simon A. Haughey, Alireza Akhbardeh, Insuck Baek, Chansong Hwang, Jianwei Qin, Amanda M. Tabb, Rosalee S. Hellberg, Shereen Ismail, Hassan Reza, Fartash Vasefi, Moon Kim, Kouhyar Tavakolian, Christopher T. Elliott

Food Science Faculty Articles and Research

This study is directed towards developing a fast, non-destructive, and easy-to-use handheld multimode spectroscopic system for fish quality assessment. We apply data fusion of visible near infra-red (VIS-NIR) and short wave infra-red (SWIR) reflectance and fluorescence (FL) spectroscopy data features to classify fish from fresh to spoiled condition. Farmed Atlantic and wild coho and chinook salmon and sablefish fillets were measured. Three hundred measurement points on each of four fillets were taken every two days over 14 days for a total of 8400 measurements for each spectral mode. Multiple machine learning techniques including principal component analysis, self-organized maps, linear and …

Post-Harvest Treatment Effects On Physicochemical Quality Attributes Of North Atlantic Squid Doryteuthis Pealeii And Illex Illecebrosus, Caitlin M. Hillery

Electronic Theses and Dissertations

Doryteuthis pealeii (longfin inshore squid) and Illex illecebrosus (Northern shortfin squid) are the two most commercially important species of squid harvested in the United States. They are also the only two species of squid in the world certified sustainable by the Marine Stewardship Council. Despite their pivotal role in the U.S. seafood industry, very little research has been performed on their quality in decades. Two common methods of freezing and secondary processing applied to squid in the U.S. industry are blast-freezing either at sea or on land; and leaving the squid whole, or fully cleaning and then brining them. To …

Biodiversity Of Philippine Marine Fishes: A Dna Barcode Reference Library Based On Voucher Specimens, Katherine E. Bemis, Matthew G. Girard, Mudjekeewis D. Santos, Kent E. Carpenter, Jonathan R. Deeds, Diane E. Pitassy, Nicko Amor L. Flores, Elizabeth S. Hunter, Amy C. Driskell, Kenneth S. Macdonald Iii, Lee A. Weigt, Jeffrey T. Williams

Biological Sciences Faculty Publications

Accurate identification of fishes is essential for understanding their biology and to ensure food safety for consumers. DNA barcoding is an important tool because it can verify identifications of both whole and processed fishes that have had key morphological characters removed (e.g., filets, fish meal); however, DNA reference libraries are incomplete, and public repositories for sequence data contain incorrectly identified sequences. During a nine-year sampling program in the Philippines, a global biodiversity hotspot for marine fishes, we developed a verified reference library of cytochrome c oxidase subunit I (COI) sequences for 2,525 specimens representing 984 species. Specimens were primarily purchased …

Authentication Of Red Snapper (Lutjanus Campechanus) Fillets Using A Combination Of Real-Time Pcr And Dna Barcoding, Rachel B. Isaacs, Rosalee S. Hellberg

Food Science Faculty Articles and Research

Red snapper (Lutjanus campechanus) is a historically overfished and highly valued species that is commonly substituted with other fish, such as tilapia, rockfish, and other snapper species. The objective of this study was to assess the ability of real-time PCR to be used as a screening tool to rapidly test commercial fillets for the presence of red snapper, followed by species identification of negative samples with DNA barcoding. A total of 24 frozen, fresh, or thawed (previously frozen) fillets labeled as “red snapper” were tested with real-time PCR, along with 54 fillets from fish that are common substitutes …

Inspecting Species And Freshness Of Fish Fillets Using Multimode Hyperspectral Imaging Techniques, Jianwei Qin, Fartash Vasefi, Rosalee S. Hellberg, Alireza Akhbardeh, Rachel B. Isaacs, Ayse Gamze Yilmaz, Chansong Hwang, Insuck Baek, Walter F. Schmidt, Moon S. Kim

Food Science Faculty Articles and Research

This study developed multimode hyperspectral imaging techniques to detect substitution and mislabeling of fish fillets. Line-scan hyperspectral images were collected from fish fillets in four modes, including reflectance in visible and nearinfrared (VNIR) region, fluorescence by 365 nm UV excitation, reflectance in short-wave infrared (SWIR) region, and Raman by 785 nm laser excitation. Fish fillets of six species (i.e., red snapper, vermilion snapper, Malabar snapper, summer flounder, white bass, and tilapia) were used for species differentiation and frozen-thawed red snapper fillets were used for freshness evaluation. A total of 24 machine learning classifiers were used for fish species and freshness …

Detection Of Fish Fillet Substitution And Mislabeling Using Multimode Hyperspectral Imaging Techniques, Jianwei Qin, Fartash Vasefi, Rosalee S. Hellberg, Alireza Akhbardeh, Rachel B. Isaacs, Ayse Gamze Yilmaz, Chansong Hwang, Insuck Baek, Walter F. Schmidt, Moon S. Kim

Food Science Faculty Articles and Research

Substitution of high-priced fish species with inexpensive alternatives and mislabeling frozen-thawed fish fillets as fresh are two important fraudulent practices of concern in the seafood industry. This study aimed to develop multimode hyperspectral imaging techniques to detect substitution and mislabeling of fish fillets. Line-scan hyperspectral images were acquired from fish fillets in four modes, including reflectance in visible and near-infrared (VNIR) region, fluorescence by 365 nm UV excitation, reflectance in short-wave infrared (SWIR) region, and Raman by 785 nm laser excitation. Fish fillets of six species (i.e., red snapper, vermilion snapper, Malabar snapper, summer flounder, white bass, and tilapia) were …

Microplate Immunocapture Coupled With The 3m Molecular Detection System And Selective Plating For The Rapid Detection Of Salmonella Infantis In Dry Dog Food And Treats, Danielle K. Rosen, Miguel Gallardo, Mcclain Vail, Rosalee S. Hellberg

Food Science Faculty Articles and Research

The objective of this study was to use microplate immunocapture (IC) to reduce the enrichment time required for detection of Salmonella in pet food with the 3 M Molecular Detection System (MDS) or selective plating on XLD. Dog food and pig ear treats were inoculated with Salmonella Infantis at concentrations of 10⁰–10⁴ CFU/25 g, followed by a 3-h enrichment, then microplate IC and 3 M MDS or microplate IC and selective plating on XLD. Another set of samples underwent a traditional 24-h enrichment followed by 3 M MDS or selective plating. Based on the results of three …

Labeling Compliance And Species Authentication Of Fish Fillets Sold At Grocery Stores In Southern California, Priscila Liou, Angela Banda, Rachel B. Isaacs, Rosalee S. Hellberg

Food Science Faculty Articles and Research

Seafood mislabeling has numerous consequences, including economic deception and food safety risks. The focus of this study was to investigate fish species labeling, use of acceptable market names, and Country of Origin Labeling (COOL) compliance for fresh fish fillets sold at grocery store seafood counters in Southern California. A total of 120 fillets representing 16 different categories of fish were collected from 30 Perishable Agricultural Commodities Act (PACA)-listed grocery stores. Each sample underwent DNA barcoding to identify the species. Acceptable market names were confirmed using the FDA Seafood List. Samples were determined to be compliant with COOL if both …

Feeding The Future Meat Doesn’T Come Cheap, Lukas C. Southard

Capstones

Cultured – or as it is referred to by companies innovating the technology clean – meat is expected to be the next innovation to change the way the world gets its animal protein. Meat from animal cells grown in a lab seems like science fiction but it is around the corner from hitting your supermarket shelves. The technology has been developed but how these companies intend on scaling up their production to meet retail demands remains a mystery. So far companies have relied on seed and early stage investment from venture capital companies and private sources to fund research. Predictions …

Development Of A Dna Mini-Barcoding Protocol Targeting Coi For The Identification Of Elasmobranch Species In Shark Cartilage Pills, Rowena J. Zahn, Anthony J. Silva, Rosalee S. Hellberg

Food Science Faculty Articles and Research

Many elasmobranch (shark and ray) species are considered threatened and their identification in processed products is important for conservation and authentication purposes. However, identification of elasmobranch species in shark cartilage pills has proven difficult using existing methodologies. The objective of this study was to develop a DNA mini-barcoding protocol using a ~130 bp region of the cytochrome c oxidase subunit I (COI) gene for species identification in shark cartilage pills. A total of 22 shark cartilage products underwent DNA extraction in duplicate using the DNeasy Blood and Tissue Kit (Qiagen). The effectiveness of a clean-up step following DNA extraction was …

Multi-Instrument Evaluation Of A Real-Time Pcr Assay For Identification Of Atlantic Salmon: A Case Study On The Use Of A Pre-Packaged Kit For Rapid Seafood Species Identification, Amanda A. Naaum, Rosalee S. Hellberg, Tara A. Okuma, Robert H. Hanner

Food Science Faculty Articles and Research

Protecting the seafood supply chain from species substitution is critical for economic, health, and conservation reasons. DNA-based methods represent an effective means to detect species substitution, but current methods can be time consuming or costly, and require specialized instruments and operators. Real-time PCR provides an alternative that can be performed quickly, and in some cases even on-site. The use of commercial kits reduces the expertise required by the operator and therefore increases accessibility to testing. This potentially increases the likelihood of adoption into the supply chain, but only if the kits are robust across multiple operators, instruments, and samples. In …

Species Substitution And Country Of Origin Mislabeling Of Catfish Products On The U.S. Commercial Market, Shayna A. Bosko, Denise M. Foley, Rosalee S. Hellberg

Food Science Faculty Articles and Research

Catfish belong to the order Siluriformes and include both the Ictaluridae and Pangasiidae families. However, U.S. labeling laws require only species of the family Ictaluridae to be marketed as catfish. The lower production price of Pangasiidae, combined with changes in regulations over time, have resulted in high potential for species substitution and country of origin mislabeling among catfish products. The objective of this study was to conduct a market survey of catfish products sold at the U.S. retail level to examine species mislabeling and compliance with Country of Origin Labeling (COOL) regulations. A total of 80 catfish samples were collected …

Evaluation Of Dna Barcoding Methodologies For The Identification Of Fish Species In Cooked Products, Sophia J. Pollack, Michael D. Kawalek, Donna M. Williams-Hill, Rosalee S. Hellberg

Food Science Faculty Articles and Research

DNA barcoding is a powerful sequencing-based tool for the detection of fish species substitution. However, various cooking methods have the potential to reduce the quality and success of DNA sequencing. The objective of this study was to determine the effects of common cooking methods on DNA sequencing results with both full-length (655 bp) and mini-barcodes (208–226 bp), and to determine the optimal methodology to use for species identification of various fish products. Six types of fish (salmon, tuna, scad, pollock, swai and tilapia) were prepared in triplicate using the following methods: uncooked, baked, fried, broiled, acid-cooked, smoked and canned. DNA …

The Lobster Bulletin, Summer 2014, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Summer 2014 issue include:

• In Memorium: Klaus G. Sonnenberg, 1946-2014
• Lobster Institute Adds Two New Board Members
• Changes in Leadership in Fishery Organizations
• Research Report: Green Crab Studied as Possible Lobster Bait
• Research Report: European Lobster Hatchery Aims to Release 60,000 Lobsters

The Lobster Bulletin, Spring 2014, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Spring 2014 issue include:

• Red Lobster Restaurants Under New Ownership
• Maine Department of Marine Resources Gathers Input in Advance of a Possible Lobster Management Plan
• 2014 Canadian/U.S. Lobstermen's Town Meeting Held in Portland
• Research Report: Areas of interest and suggested further study concerning the Searsport Harbor Federal Navigation Project
• Research Report: University of Maine …

The Lobster Bulletin, Winter 2014, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Winter 2014 issue include:

• 2013 Lobster Landings in Maine Remain High
• Mouth of the Penobscot River Closed to Lobster Fishing—Though Lobsters Still Safe to Eat
• Pending Canada/E.U. Trade Agreement May Provide Boost to Lobster Exports
• 2013 Friends of the Lobster Institute
• Research Report: DMR's Status of the Lobster Fishery as Reported at the Maine …

The Lobster Bulletin, Fall 2013, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Fall 2013 issue include:

• Marine Lobster Panel Releases Report
• Atlantic States Marine Fisheries Commission Mandated Fall Closure in Long Island Sound
• Research Report: Lobster Research Fleet Pilot Project
• Research Report: Fractions, Models and Resource Regulations Prospects for Lowering the Maine Lobster Trap Limit
• Seabourn Cruis Lines Hosts Lobster College

The Lobster Bulletin, Summer 2013, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Summer 2013 issue include:

• Lobster Intitute & Atlantic Lobster Sutainability Foundation Building a Working Relationship
• Belize Fishermen Visit Maine
• Editorial — More Questions than Answers
• Editor's Notes on Shell Diseased Lobsters
• Research Report: Scientists Share Research Plans and Results at Lobster Science Symposium
• Lobster Grip Study
• Policy Makers Meet and Share Thoughts on Sustainability …

The Lobster Bulletin, Spring 2013, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Spring 2013 issue include:

• "Sharing a Common Resource" Theme of Lobster Institute's 2013 Canadian/U.S. Lobstermen's Town Meeting
• Nova Scotia Sets Up Panel to Develop Rules for Fish Farms by End of 2014
• Downeast Maine Fisheries Inspire Online Literary Journal
• Research Report: Wind Farm Sites Tested as Possible Habitat for European Lobsters
• Research Report: Refresher …

The Lobster Bulletin, Winter 2013, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in this edition include:

• Unprecidented Lobster Landings in Maine in 2012
• Endowment Funds Support the Work of the Lobster Institute
• 2012 Friends of the Lobster Institute
• Research Report: Size at Maturity Study Reviewed
• Research Report: Atlantic Lobster Moult & Quality
• Research Report: Temperature Changes
• Fishermen & Scientist Research Society Celebrates 20 Years
• 2013 Canadian/U.S. Lobstermen's Town …

The Lobster Bulletin, Fall 2012, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Fall 2012 issue include:

• Group Seeks to Protect Ocean by Promoting Better Lawn Care Practices
• Lobster Institute 25th Anniversary Celebration Continues
• Maine Conforms First-Ever Case of West Nile Virus
• Research Report: Direct Determination of Age in Lobsters
• Research Report: Lobster Cam Back Online Soon
• Lobster Council Taking Giant Step Forward

The Lobster Bulletin, Summer 2012, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Summer 2012 issue include:

• Understanding the Soft Shell Lobster
• Lobster Institute to Host UMaine Lobster Showcase to Celebrate Its 25th Anniversary
• New Lobster Mandatory V-Notch Rules In New York Marine Waters
• Research Report: Effects of Acidification on Juvenile Lobsters Being Studied at UMaine
• Research Report: Fact Sheet Released on Status of Eutrophication in the …

The Lobster Bulletin, Spring 2012, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Spring 2012 issue include:

• Lobster Institute’s 2012 Canadian/U.S. Lobstermen’s Town Meeting Attracts over 100
• Darden Restaurants to Establish a “Lobster Farm” in Malaysia
• National Seafood Marketing Coalition Addresses U.S. Senate
• Lobster Science Symposium Planned for November
• Research Report: Warm Water Affecting Lobsters
• Research Report: Steneck participates in Task Force on Global Fishing
• Lobster Institute’s …

The Lobster Bulletin, Fall 2011, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Fall 2011 issue include:

• Lobster Institute to Present Two Workshops at the Massachusetts Lobstermen's Association Weekend
• Number of Right Whales Up in Bay of Fundy
• Coming 2012 The Lobster Institute's 25th Anniversary
• A Full House for the Lobster Institute's Holiday Lobster & Wine Fest
• Research Report: Squid Outweighs Lobster in Rhode Island Fishery
• Research …

The Lobster Bulletin, Summer 2011, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Summer 2011 issue include:

• Lobster Institute Cooperating Experts Directory a Valuable Asset
• Atlantic Lobster Sustainability Foundation Hosts First Lobster Science Symposium
• Research Report: Using the Invasive Green Crab in Food Product Development
• Research Report: Progress in the war against sea lice
• Maine Lobster Chef of the Year Finalists to Compete in Portland

The Lobster Bulletin, Spring 2011, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Spring 2011 include:

• “Give Back” Programs Becoming a Popular Way to Support the Lobster Institute
• 2011 Canadian/U.S. Lobstermen’s Town Meeting Transcript Now Available
• Lobster Institute on Facebook
• Research Report: Gardner Pinfold Long-term Value Strategy for the Canadian Lobster Fishery report discussed at Town Meeting

Research Report: Right whale population monitoring explained at Town Meeting …

---

Go to article

The Lobster Bulletin, Winter 2011, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Winter 2011 issue include:

• Massachusetts Lobster Fishery Invited to Participate in New "Commonwealth Quality" Program
• Laitram Machinery Donates Lobster Cooking Equipment to the Lobster Institute & University of Maine
• 2010 Friends of the Lobster Institute
• Research Report: Does less bait mean fewer lobsters?
• Lobster Institute to Host 2011 Canadian/U.S. Lobstermen's Town Meeting - March …

The Lobster Bulletin, Fall 2010, Lobster Institute, University Of Maine

Lobster Bulletin

The Lobster Bulletin newsletter includes research updates, and information on lobsters and the lobster industry. The Lobster Institute at the University of Maine is dedicated to protecting and conserving the lobster resource, and enhancing lobstering as an industry and a way of life.

Headlines in the Fall 2010 issue include:

• The Heanssler Family: Three Generations of Volunteer Lobster Researchers
• Lobstermen Qualify for TAAF Program — Can Apply for Training & Cash Benefits
• Update on Lobster Science Centre's Molt & Qualify Monitoring Available
• Research Report: Habitat Mooring System Showing Early Results
• Research Report: Vertical Line Density Research

---

Go to article