Gastroenterology Commons^™

Immunotherapy In Hepatocellular Cancer Patients With Mild To Severe Liver Dysfunction: Adjunctive Role Of The Albi Grade, David J Pinato, Takahiro Kaneko, Anwaar Saeed, Tiziana Pressiani, Ahmed Kaseb, Yinghong Wang, David Szafron, Tomi Jun, Sirish Dharmapuri, Abdul Rafeh Naqash, Mahvish Muzaffar, Musharraf Navaid, Chieh-Ju Lee, Anushi Bulumulle, Bo Yu, Sonal Paul, Neil Nimkar, Dominik Bettinger, Hannah Hildebrand, Yehia I Abugabal, Celina Ang, Thomas U Marron, Uqba Khan, Nicola Personeni, Lorenza Rimassa, Yi-Hsiang Huang

Faculty, Staff and Students Publications

Immune checkpoint inhibitors (ICI) have shown positive results in patients with hepatocellular carcinoma (HCC). As liver function contributes to prognosis, its precise assessment is necessary for the safe prescribing and clinical development of ICI in HCC. We tested the accuracy of the albumin-bilirubin (ALBI) grade as an alternative prognostic biomarker to the Child-Turcotte-Pugh (CTP). In a prospectively maintained multi-centre dataset of HCC patients, we assessed safety and efficacy of ICI across varying levels of liver dysfunction described by CTP (A to C) and ALBI grade and evaluated uni- and multi-variable predictors of overall (OS) and post-immunotherapy survival (PIOS). We studied …

Low Yield Of Hepatitis C Infection In An Outreach Screening Program In Harris County, Texas, Hyun-Seok Kim, Rosalia Guerrero, Shane W Reader, Maria Daheri, Maya Balakrishnan, Catherine L Troisi, Hashem B El-Serag, Aaron P Thrift

Faculty, Staff and Students Publications

A community outreach hepatitis C virus (HCV) infection screening program provided low yield of detecting HCV-infected patients, linking them to our hepatology clinic for treatment. Our data underscore that most of the yield was related to addiction centers and birth cohort; these groups should be targeted by future interventions.

Renal Trajectory Patterns Are Associated With Postdischarge Mortality In Patients With Cirrhosis And Acute Kidney Injury, Ayse L Mindikoglu, Ruben Hernaez, Yan Liu, Jennifer R Kramer, Thomas Taylor, Abbas Rana, Fasiha Kanwal

Faculty, Staff and Students Publications

BACKGROUND & AIMS: Little is known about long-term outcomes of acute kidney injury (AKI) in patients with cirrhosis. Outcomes can vary with stage of AKI, chronic kidney disease, and trajectory of renal function.

METHODS: We collected data from the Department of Veterans Affairs and identified 6917 patients with cirrhosis who developed AKI during hospitalization at any of its 127 hospitals, from 2004 through 2014. We used latent class analysis of serial creatinine measurements during the index hospitalization to determine trajectories of renal function.

RESULTS: Overall, 32% of patients died within 90 days of discharge from the hospital and 48% of …

Impact Of Covid-19 On Pediatric Gastroenterology Fellow Training In North America, Daniel Mallon, John F Pohl, Uma P Phatak, Melissa Fernandes, John M Rosen, Sarah S Lusman, Cade M Nylund, Candi S Jump, Aliza B Solomon, Arvind Srinath, Andrew Singer, Rula Harb, Norberto Rodriguez-Baez, Kristin L Whitfield Van Buren, Shifra Koyfman, Riha Bhatt, Dellys M Soler-Rodriguez, Mamata Sivagnanam, Christine K Lee, Naspghan Training Committee Covid-19 Survey Working Group

Faculty, Staff and Students Publications

BACKGROUND: The COVID-19 pandemic has drastically changed healthcare systems and training around the world. The Training Committee of the North American Society for Pediatric Gastroenterology, Hepatology and Nutrition sought to understand how COVID-19 has affected pediatric gastroenterology fellowship training.

METHODS: A 21 question survey was distributed to all 77 pediatric gastroenterology fellowship program directors (PDs) in the North American Society for Pediatric Gastroenterology, Hepatology and Nutrition program director database via email on April 7. Responses collected through April 19, 2020 were analyzed using descriptive statistics.

RESULTS: Fifty-one of 77 (66%) PDs from the United States, Canada, and Mexico responded to …

Systemic Proteome Alterations Linked To Early Stage Pancreatic Cancer In Diabetic Patients, Hong Peng, Sheng Pan, Yuanqing Yan, Randall E Brand, Gloria M Petersen, Suresh T Chari, Lisa A Lai, Jimmy K Eng, Teresa A Brentnall, Ru Chen

Faculty, Staff and Students Publications

BACKGROUND: Diabetes is a risk factor associated with pancreatic ductal adenocarcinoma (PDAC), and new adult-onset diabetes can be an early sign of pancreatic malignancy. Development of blood-based biomarkers to identify diabetic patients who warrant imaging tests for cancer detection may represent a realistic approach to facilitate earlier diagnosis of PDAC in a risk population.

METHODS: A spectral library-based proteomic platform was applied to interrogate biomarker candidates in plasma samples from clinically well-defined diabetic cohorts with and without PDAC. Random forest algorithm was used for prediction model building and receiver operating characteristic (ROC) curve analysis was applied to evaluate the prediction …

Facing Real-World Challenges Of Immunogenicity In Pediatric Inflammatory Bowel Disease., Kyle Gress, Julie A. Bass, Ryan S Funk, Ryan Morrow, Rachel Hasenkamp, Valentina Shakhnovich

Manuscripts, Articles, Book Chapters and Other Papers

No abstract provided.

Internal Hernia As A Late Complication Of Roux-En-Y Gastric Bypass Procedure, Samantha Purton, Gabriel Meshekow, My Myers, Edgar Mercado, Allan Katz

West Florida Division GME Research Day 2020

As the prevalence of obesity continues to rise, so does the popularity of bariatric surgery. Previously the Roux-en-Y gastric bypass was the most common bariatric procedure, but now falls second to the gastric sleeve. It remains a relevant procedure, however, accounting for 17% of bariatric procedures in 2018. Due to its prevalence, it is important that the radiologist be familiar with the procedure and its complications such as leak, obstruction, stricture, or, as in this case, internal herniation through a mesenteric defect. Internal hernias are more commonly associated with the laparoscopic approach versus open. This is likely due to fewer …

Discovery Of A Selective Inhibitor Of Doublecortin Like Kinase 1, Fleur M Ferguson, Behnam Nabet, Srivatsan Raghavan, Yan Liu, Alan L Leggett, Miljan Kuljanin, Radha L Kalekar, Annan Yang, Shuning He, Jinhua Wang, Raymond W S Ng, Rita Sulahian, Lianbo Li, Emily J Poulin, Ling Huang, Jost Koren, Nora Dieguez-Martinez, Sergio Espinosa, Zhiyang Zeng, Cesear R Corona, James D Vasta, Ryoma Ohi, Taebo Sim, Nam Doo Kim, Wayne Harshbarger, Jose M Lizcano, Matthew B Robers, Senthil Muthaswamy, Charles Y Lin, A Thomas Look, Kevin M Haigis, Joseph D Mancias, Brian M Wolpin, Andrew J Aguirre, William C Hahn, Kenneth D Westover, Nathanael S Gray

Faculty, Staff and Students Publications

Doublecortin like kinase 1 (DCLK1) is an understudied kinase that is upregulated in a wide range of cancers, including pancreatic ductal adenocarcinoma (PDAC). However, little is known about its potential as a therapeutic target. We used chemoproteomic profiling and structure-based design to develop a selective, in vivo-compatible chemical probe of the DCLK1 kinase domain, DCLK1-IN-1. We demonstrate activity of DCLK1-IN-1 against clinically relevant patient-derived PDAC organoid models and use a combination of RNA-sequencing, proteomics and phosphoproteomics analysis to reveal that DCLK1 inhibition modulates proteins and pathways associated with cell motility in this context. DCLK1-IN-1 will serve as a versatile tool …

A Rare Clinical Presentation Of Metastatic Crohn's Disease, Kaitlyn L Streight, Tara L Braun, Nicholas Lowe, Soo Jung Kim

Faculty, Staff and Students Publications

A 31-year-old female with a history of systemic lupus erythematous, IgA nephropathy, and psoriasis presented with a one-month history of a painful, pruritic rash under the bilateral breasts and in the genital region. Cutaneous examination revealed a large, tender ulcer under the left breast with a shiny erythematous base and peripheral hypertrophic changes. Small ulcers were present on the bilateral inguinal folds, and the labia majora were edematous with multiple erythematous papules. Histological examination of the left breast revealed ulceration with granulomatous dermatitis, consistent with a diagnosis of metastatic Crohn's disease. Metastatic Crohn's disease is a rare cutaneous manifestation of …

What Are The Rhetorical Strategies And Consequences Of Food Labels Regarding Health, Lifestyle, And Ethics Of Consumers With Food-Related Diseases And Allergies?, Delaney Borchers

Master of Arts in Media and Communication Plan II Graduate Projects

In this study, it is investigated on how health, lifestyle and ethical factors of a consumer with a gluten-related disease and allergy influence their understanding and awareness of gluten-free food labels. This study was implemented through an online survey on a Facebook support group with a total of 195 respondents. The results show that consumers do have a strong awareness and understanding of the differences between certified gluten-free and non-certified gluten-free food labels. This indicates that having this strong awareness and understanding is influenced based upon a consumer’s health, lifestyle and ethical factors of following a gluten-free diet.

Can Technology Help Improve Diarrhoea Management?, Zulfiqar Ahmed Bhutta

Woman and Child Health

No abstract provided.

A Rare Cause Of Pneumoperitoneum, Robert Zusman, George Michael, Anna E. Augustin, My Myers, Dudith Pierre-Victor

West Florida Division GME Research Day 2020

Pneumoperitoneum is most commonly associated with a perforated viscus. When free air is seen on imaging, the most common course of action is an emergent exploratory laparotomy. However, pneumoperitoneum may not always be indicative of a perforated bowel. In the case described below, we will discuss a patient who developed acute peritonitis and pneumoperitoneum after undergoing chest compressions during cardiopulmonary resuscitation (CPR) and positive pressure mechanical ventilation.

The Inflammatory Bowel Disease Questionnaire In Randomized Controlled Trials Of Treatment For Ulcerative Colitis: Systematic Review And Meta-Analysis, Aaron Yarlas, Stephen Maher, Martha Bayliss, Andrew Lovley, Joseph C. Cappelleri, Andrew G. Bushmakin, Marco D. Dibonaventura

Journal of Patient-Centered Research and Reviews

Purpose: The 32-item Inflammatory Bowel Disease Questionnaire (IBDQ-32) is the most frequently used instrument to capture disease-specific quality of life in randomized clinical trials for ulcerative colitis. This review and meta-analysis provides the first synthesis of evidence regarding the sensitivity of IBDQ-32 total and domain scores to treatment efficacy.

Methods: A systematic literature search and risk-of-bias assessment yielded 14 articles that were included in the primary analysis. Treatments were categorized as efficacious if they met the primary efficacy endpoint (which was not the IBDQ-32); otherwise they were categorized as non-efficacious. A continuous measure of treatment efficacy was calculated for …

A Survey Of Feature Extraction And Fusion Of Deep Learning For Detection Of Abnormalities In Video Endoscopy Of Gastrointestinal-Tract, Hussam Ali, Muhammad Sharif, Mussarat Yasmin, Mubashir Husain Rehmani, Farhan Riaz

Publications

A standard screening procedure involves video endoscopy of the Gastrointestinal tract. It is a less invasive method which is practiced for early diagnosis of gastric diseases. Manual inspection of a large number of gastric frames is an exhaustive, time-consuming task, and requires expertise. Conversely, several computer-aided diagnosis systems have been proposed by researchers to cope with the dilemma of manual inspection of the massive volume of frames. This article gives an overview of different available alternatives for automated inspection, detection, and classification of various GI abnormalities. Also, this work elaborates techniques associated with content-based image retrieval and automated systems for …

Provider Attitudes And Practice Patterns For Direct-Acting Antiviral Therapy For Patients With Hepatocellular Carcinoma, Nicole E Rich, Ju Dong Yang, Ponni V Perumalswami, Naim Alkhouri, Whitney Jackson, Neehar D Parikh, Neil Mehta, Reena Salgia, Andres Duarte-Rojo, Laura Kulik, Mina Rakoski, Adnan Said, Omobonike Oloruntoba, George N Ioannou, Maarouf A Hoteit, Andrew M Moon, Amol S Rangnekar, Sheila L Eswaran, Elizabeth Zheng, Janice H Jou, James Hanje, Anjana Pillai, Ruben Hernaez, Robert Wong, Steven Scaglione, Hrishikesh Samant, Devika Kapuria, Shaun Chandna, Russell Rosenblatt, Veeral Ajmera, Catherine T Frenette, Sanjaya K Satapathy, Parvez Mantry, Prasun Jalal, Binu V John, Oren K Fix, Michael Leise, Christina C Lindenmeyer, Avegail Flores, Nayan Patel, Z Gordon Jiang, Nyan Latt, Renumathy Dhanasekaran, Mobolaji Odewole, Sofia Kagan, Jorge A Marrero, Amit G Singal

Faculty, Staff and Students Publications

BACKGROUND & AIMS: Direct-acting antivirals (DAAs) are effective against hepatitis C virus and sustained virologic response is associated with reduced incidence of hepatocellular carcinoma (HCC). However, there is controversy over the use of DAAs in patients with active or treated HCC and uncertainty about optimal management of these patients. We aimed to characterize attitudes and practice patterns of hepatology practitioners in the United States regarding the use of DAAs in patients with HCC.

METHODS: We conducted a survey of hepatology providers at 47 tertiary care centers in 25 states. Surveys were sent to 476 providers and we received 279 responses …

Hepatitis B Virus Hbx Protein Mediates The Degradation Of Host Restriction Factors Through The Cullin 4 Ddb1 E3 Ubiquitin Ligase Complex, Marissa M Minor, F Blaine Hollinger, Adrienne L Mcnees, Sung Yun Jung, Antrix Jain, Joseph M Hyser, Karl-Dimiter Bissig, Betty L Slagle

Faculty, Staff and Students Publications

The hepatitis B virus (HBV) regulatory HBx protein is required for infection, and its binding to cellular damaged DNA binding protein 1 (DDB1) is critical for this function. DDB1 is an adaptor protein for the cullin 4A Really Interesting New Gene (RING) E3 ubiquitin ligase (CRL4) complex and functions by binding cellular DDB1 cullin associated factor (DCAF) receptor proteins that recruit substrates for ubiquitination and degradation. We compared the proteins found in the CRL4 complex immunoprecipitated from uninfected versus HBV-infected hepatocytes from human liver chimeric mice for insight into mechanisms by which HBV and the cell interact within the CRL4 …

Quality Improvement In Ibd Care: The Influence Of A Qi Specific Conference For Fellows, Olayinka Afolabi, Alexis Faber, Raya Kutaimy, Paul Naylor, Murray Ehrinpreis

Medical Student Research Symposium

Given the complexity of management of inflammatory bowel disease (IBD), medical societies such as the American Gastroenterological Association (AGA) and Crohn’s and Colitis Foundation of America (CCFA) have established measures aimed at defining quality of care. In 2011, the AGA proposed 10 quality metrics for IBD, eight of these measures relate to outpatient management and two focus on inpatient management. Our objective was to evaluate compliance with these measures in our own general GI practice and determine whether a GI conference discussing quality improvement (QI) in 2017 was effective.

Gut Microbial Protein Expression In Response To Dietary Patterns In A Controlled Feeding Study: A Metaproteomic Approach, Sheng Pan, Meredith A J Hullar, Lisa A Lai, Hong Peng, Damon H May, William S Noble, Daniel Raftery, Sandi L Navarro, Marian L Neuhouser, Paul D Lampe, Johanna W Lampe, Ru Chen

Faculty, Staff and Students Publications

Although the gut microbiome has been associated with dietary patterns linked to health, microbial metabolism is not well characterized. This ancillary study was a proof of principle analysis for a novel application of metaproteomics to study microbial protein expression in a controlled dietary intervention. We measured the response of the microbiome to diet in a randomized crossover dietary intervention of a whole-grain, low glycemic load diet (WG) and a refined-grain, high glycemic load diet (RG). Total proteins in stools from 9 participants at the end of each diet period (

Methyl-Sensing Nuclear Receptor Liver Receptor Homolog-1 Regulates Mitochondrial Function In Mouse Hepatocytes, Sungwoo Choi, Bingning Dong, Chih-Chun Janet Lin, Mi Jeong Heo, Kang Ho Kim, Zhen Sun, Martin Wagner, Nagireddy Putluri, Jae Myoung Suh, Meng C Wang, David D Moore

Faculty, Staff and Students Publications

Liver receptor homologue-1 (LRH-1; NR5A2) is a nuclear receptor that regulates metabolic homeostasis in the liver. Previous studies identified phosphatidylcholines as potential endogenous agonist ligands for LRH-1. In the liver, distinct subsets of phosphatidylcholine species are generated by two different pathways: choline addition to phosphatidic acid via the Kennedy pathway, or trimethylation of phosphatidylethanolamine via Phosphatidylethanolamine N-methyl Transferase (PEMT). Here we report that a PEMT - LRH-1 pathway specifically couples methyl metabolism and mitochondrial activities in hepatocytes. We show that the loss of Lrh-1 reduces mitochondrial number, basal respiration, beta-oxidation and ATP production in hepatocytes, and decreases expression of mitochondrial …

Comparison Of Microneutralization And Histo-Blood Group Antigen-Blocking Assays For Functional Norovirus Antibody Detection, Robert L Atmar, Khalil Ettayebi, B Vijayalakshmi Ayyar, Frederick H Neill, Ralph P Braun, Sasirekha Ramani, Mary K Estes

Faculty, Staff and Students Publications

BACKGROUND: The development of an in vitro cultivation system for human noroviruses allows the measurement of neutralizing antibody levels.

METHODS: Serum neutralizing antibody levels were determined using a GII.4/Sydney/2012-like virus in human intestinal enteroids in samples collected before and 4 weeks after administration of an investigational norovirus vaccine and were compared with those measured in histo-blood group antigen (HBGA)-blocking assays.

RESULTS: Neutralizing antibody seroresponses were observed in 71% of 24 vaccinated adults, and antibody levels were highly correlated (r = 0.82, P < .001) with those measured by HBGA blocking.

CONCLUSIONS: HBGA-blocking antibodies are a surrogate for neutralization in human noroviruses.

A Rare Case Of Perforated Jejunal Diverticulitis, Mohamed Nagi Md, Stanley Deturris Md, Ang Darwin

General Surgery

Introduction: Jejunal diverticulosis is a rare condition with clinical incidence of 0.5%. It is less common than colonic and duodenum diverticulosis. It is usually asymptomatic and diagnosed incidentally but it may cause chronic symptoms and acute complications. The aim of the case report to increase the awareness about the disease Case Report: This is a 56-year-old Caucasian male who presented with abdominal pain and fever and was diagnosed with transverse colon diverticulitis with microperforation on CT scan. Patient was treated nonoperatively with antibiotics and was discharged home. Two months later, he presented with similar recurrent abdominal pain and was found …

Bradycardia In The Setting Of Gastric Sarcoidosis, Kameron Black Mph, Michelle Levine Do, Rage Geringer Md, Gregory Hicks Md, Oliwier Dziadkowiec

Internal Medicine

No abstract provided.

The Role Of Noninvasive Tests For Differentiating Nash From Nafl And Diagnosing Advanced Fibrosis Among Patients With Nafld, Maya Balakrishnan, Rohit Loomba

Faculty, Staff and Students Publications

Assessing for the presence of non-alcoholic steatohepatitis (NASH) and the presence of advanced fibrosis is vital among patients with non-alcoholic fatty liver disease (NAFLD) as each is predictive of disease outcomes. A liver biopsy is the gold standard method for doing so but is impossible to perform among all patients with NAFLD. Reliable methods for noninvasively detecting for the presence of NASH and advanced fibrosis are thus a pressing need. The search for noninvasive tests has been more successful for advanced fibrosis than for NASH. Clinical prediction models and elastography have acceptable accuracy for ruling out advanced fibrosis; when used …

Color-Based Template Selection For Detection Of Gastric Abnormalities In Video Endoscopy, Hussam Ali, Muhammad Sharif, Mussarat Yasmin, Mubashir Husain Rehmani

Publications

Computer-aided diagnosis of gastric diseases from endoscopy frames is an important task. It facilitates both the patient and gastroenterologist in terms of time, money and most important health. Colors are the basic visual features of endoscopic images and also provide clues about abnormal regions in endoscopy frames. A variety of color spaces available for representation of color frames. However, we are not certain about which color space is more suitable for representing color features of gastric images. This paper presents a comparison of color features in different color spaces for detection of abnormal areas in chromoendoscopy (CH) frames. In addition, …

Isolated Gallbladder Injury From Blunt Abdominal Trauma: A Rare Co-Incidence, Muhammad Rizwan Khan, Saleema Begum

Section of General Surgery

Gallbladder injury resulting from blunt abdominal trauma is a rare entity and generally associated with other intra-abdominal injuries. Incidence of isolated gallbladder injury has not been reported yet. The most common mechanism of injury reported is road traffic accident. Diagnosis is usually made on imaging as clinical presentation may vary from no symptoms to peritonitis due to extravasation of bile in the abdominal cavity. Cholecystectomy is the treatment of choice and minimally invasive approach can be considered in haemodynamically stable patients.

Metastatic Leiomyosarcoma Presenting As Polycystic Liver Disease, Michael Burkholz Do, Apurva Modi Md

Gastroenterology

No abstract provided.

Proteome Alterations In Pancreatic Ductal Adenocarcinoma, Sheng Pan, Teresa A Brentnall, Ru Chen

Faculty, Staff and Students Publications

Proteins are the essential functional biomolecules profoundly implicated in all aspects of pancreatic tumorigenesis and its progression. While common genomic factors, such as KRAS, TP53, SMAD4, and CDKN2A have been well recognized in association of pancreatic ductal adenocarcinoma (PDAC), our understanding of functional changes at the proteome level merits further investigation. Malignance associated proteome alterations can be attributed to the convoluted outcomes from genetic, epigenetic and environmental factors in initiating and progressing PDAC, and may reflect on changes in protein expressional level, structure, localization, as well as post-translational modifications (PTMs) status. The study of localized or systemic proteome alterations in …

Elucidating The Complex Signaling Events Driving Intestinal Stem Cell Plasticity Following Injury, Evan Lynch

Theses and Dissertations--Microbiology, Immunology, and Molecular Genetics

Signaling events governing intestinal stem cell (ISC) homeostasis maintain the delicate balance of active self-renewal and passive differentiation to replenish intestinal epithelial cells (IEC) every 3-5 days. However, under certain contexts, ISC function is irreversibly compromised—requiring committed IEC lineages to dedifferentiate and regain “stemness”. In the current studies, we examine the signaling events driving epithelial cell responses to injury to expose pathologic failures in the healing response. Our specific goal is to tease out the cellular contexts that promote dedifferentiation to design effective therapeutics for disease conditions compromising ISC function.

First, we generated a novel transgenic animal using the epithelial-specific …

Mucosa-Associated Microbiota In Barrett’S Esophagus, Dysplasia, And Esophageal Adenocarcinoma Differ Similarly Compared With Healthy Controls, Shajan Peter, Amanda Pendergraft,, William Vanderpol, Mel Wilcox, Kondal R. Kyanam Kabir Baig, Casey Morrow, Jacques Izard, Peter J. Mannon

Department of Food Science and Technology: Faculty Publications

Introduction: Alterations in the composition of the human gut microbiome and its metabolites have been linked to gut epithelial neoplasia. We hypothesized that differences in mucosa-adherent Barrett’s microbiota could link to risk factors, providing risk of progression to neoplasia.

Methods: Paired biopsies from both diseased and nonaffected esophagus (as well as gastric cardia and gastric juice for comparison) from patients with intestinal metaplasia (n = 10), low grade dysplasia (n = 10), high grade dysplasia (n = 10), esophageal adenocarcinoma (n = 12), and controls (n = 10) were processed for mucosa-associated bacteria …

Metaproteomic Analysis Of Human Gut Microbiome In Digestive And Metabolic Diseases, Sheng Pan, Ru Chen

Faculty, Staff and Students Publications

Metaproteomics, as a subfield of proteomics, has quickly emerged as a pivotal tool for global characterization of a microbiome system at a functional level. It has been increasingly applied in studying human digestive and metabolic diseases, and provides information-rich data to identify the dysbiosis of human gut microbiome related to healthy or disease states to elucidate the molecular events underlying host-microbiota interplays. While significant technical challenges still exist, this emerging technology has been demonstrated to provide essential information in interrogating functional changes in the human gut microbiome, complementary to metagenomics and metatranscriptomics. This chapter overviews the overall metaproteomic work flow …