Signal Recovery Using a Spiked Mixture Model

Authors: Delacour, Paul-Louis, Wahls, Sander, Spraggins, Jeffrey M., Migas, Lukasz, Van de Plas, Raf

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.01840

Virtual Staining of Label-Free Tissue in Imaging Mass Spectrometry

Authors: Zhang, Yijie, Huang, Luzhe, Pillar, Nir, Li, Yuzhu, Migas, Lukasz G., Van de Plas, Raf, Spraggins, Jeffrey M., Ozcan, Aydogan

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, Physics - Medical Physics, Physics - Optics

Access URL: http://arxiv.org/abs/2411.13120

Precision Medicine in Nephrology: An Integrative Framework of Multidimensional Data in the Kidney Precision Medicine Project

Authors: Lake, Blue, Zhang, Kun, Lecker, Stewart, Morales, Alexander, Bogen, Steve, Amodu, Afolarin A., Beck, Laurence, Henderson, Joel, Ilori, Titlayo, Maikhor, Shana, Onul, Ingrid, Schmidt, Insa, Verma, Ashish, Waikar, Sushrut, Yadati, Pranav, Yu, Guanghao, Colona, Mia R., McMahon, Gearoid, Hacohen, Nir, Greka, Anna, Hoover, Paul J., Marshall, Jamie L., Aulisio, Mark, Bush, William, Chen, Yijiang, Crawford, Dana, Madabhushi, Anant, Viswanathan, Vidya S., Bush, Lakeshia, Cooperman, Leslie, Gadegbeku, Crystal, Herlitz, Leal, Jolly, Stacey, Nguyen, Jane, O’Malley, Charles, O’Toole, John, Palmer, Ellen, Poggio, Emilio, Spates-Harden, Kassandra, Sedor, John, Sendrey, Dianna, Taliercio, Jonathan, Appelbaum, Paul, Balderes, Olivia, Barasch, Jonathan, Berroue, Cecilia, Bomback, Andrew, Canetta, Pietro A., D’Agati, Vivette, Kiryluk, Krzysztof, Kudose, Satoru, Mehl, Karla, Sabatello, Maya, Shang, Ning, de Pinho Gonçalves, Joana, Lardenoije, Roy, Migas, Lukasz, Van de Plas, Raf, Rennke, Helmut, Azeloglu, Evren, Campbell, Kirk, Coca, Steven, He, Cijang, He, John, Iyengar, Srinivas Ravi, Lefferts, Seanee, Nadkarni, Girish, Patel, Marissa, Tokita, Joji, Ward, Stephen, Xiong, Yuguang, Verdoes, Abraham, Sabo, Angela, Barwinska, Daria, Gisch, Debora Lidia, Williams, James, Kelly, Katherine, Dunn, Kenneth, Asghari, Mahla, Eadon, Michael, Ferkowicz, Michael, Dagher, Pierre, Ferreira, Ricardo Melo, Winfree, Seth, Bledsoe, Sharon, Wofford, Stephanie, El-Achkar, Tarek, Sutton, Timothy, Bowen, William, Cheng, Ying-Hua, Slade, Austen, Record, Elizabeth, Cheng, Yinghua, Borner, Katy, Herr, Bruce, Jain, Yashvardhan, Quardokus, Ellen, Atta, Mohamed, Bernard, Lauren, Menez, Steven, Parikh, Chirag, Corona Villalobos, Celia Pamela, Wang, Ashley, Wen, Yumeng, Xu, Alan, Chen, Sarah, Donohoe, Isabel, Johansen, Camille, Rosas, Sylvia, Sun, Jennifer, Ardayfio, Joseph, Bebiak, Jack, Campbell, Taneisha, Fox, Monica, Knight, Richard, Koewler, Robert, Pinkeney, Roy, Saul, John, Shpigel, Anna, Prasad, Pottumarthi, Madhavan, Sethu M., Parikh, Samir, Rovin, Brad, Shapiro, John P., Anderton, Christopher, Lukowski, Jessica, Pasa-Tolic, Ljiljana, Velickovic, Dusan, Oliver, George, Mao, Weiguang, Sealfon, Rachel, Troyanskaya, Olga, Pollack, Ari, Goltsev, Yury, Ginley, Brandon, Anjani, Kavya, Laszik, Zoltan G., Mukatash, Tariq, Nolan, Garry, Beyda, David, Bracamonte, Erika, Brosius, Frank, Campos, Baltazar, Marquez, Nicole, Mendoza, Katherine, Scott, Raymond, Thajudeen, Bijin, Tsosie, Rebecca, Woodhead, Gregory, Saunders, Milda, Alloway, Rita R., Lee, Paul J., Rike, Adele, Shi, Tiffany, Woodle, E. Steve, Bjornstad, Petter, Hsieh, Elena, Kendrick, Jessica, Pyle, Laura, Thurman, Joshua, Vinovskis, Carissa, Wrobel, Julia, Lucarelli, Nicholas, Sarder, Pinaki, Bui, James, Carmona-Powell; Ron Gaba, Eunice, Kelly, Tanika, Lash, James, Meza, Natalie, Redmond, Devona, Renteria, Amada, Ricardo, Ana, Setty, Suman, Srivastava, Anand, Alakwaa, Fadhl, Ascani, Heather, Balis, Ul, Bitzer, Markus, Blanc, Victoria, Bonevich, Nikki, Conser, Ninive, Demeke, Dawit, Dull, Rachel, Eddy, Sean, Frey, Renee, Hartman, John, He, Yongqun Oliver, Hodgin, Jeffrey, Kretzler, Matthias, Lienczewski, Chrysta, Luo, Jinghui, Mariani, Laura, McCown, Phillip, Menon, Rajasree, Nair, Viji, Otto, Edgar, Reamy, Rebecca, Rose, Michael, Schaub, Jennifer, Steck, Becky, Wright, Zachary, Coleman, Alyson, Henderson-Brown; Jerica Berge, Dorisann, Caramori, Maria Luiza, Adeyi, Oyedele, Nachman, Patrick, Safadi, Sami, Flanagan, Siobhan, Ma, Sisi, Klett, Susan, Wolf, Susan, Harindhanavudhi, Tasma, Rao, Via, Bream, Peter, Froment, Anne, Kelley, Sara, Mottl, Amy, Chaudhury; Evan Zeitler, Prabir Roy, Bender, Filitsa, Elder, Michele, Gilliam, Matthew, Hall, Daniel E., Kellum, John A., Murugan, Raghavan, Palevsky, Paul, Rosengart, Matthew, Tan, Roderick, Tublin, Mitchell, Winters, James, Bansal, Shweta, Montellano, Richard, Pamreddy, Annapurna, Sharma, Kumar, Venkatachalam, Manjeri, Ye, Hongping, Zhang, Guanshi, Basit, Mujeeb, Cai, Qi, Hendricks, Allen, Hedayati, Susan, Kermani, Asra, Lee, Simon C., Ma, Shihong, Miller, Richard Tyler, Moe, Orson W., Park, Harold, Patel, Jiten, Pillai, Anil, Sambandam, Kamalanathan, Torrealba, Jose, Toto, Robert D., Vazquez, Miguel, Wang, Nancy, Wen, Natasha, Zhang, Dianbo, Alpers, Charles, Berglund, Ashley, Berry, Brooke, Blank, Kristina, Brown, Keith, Carson, Jonas, Daniel, Stephen, de Boer, Ian H., Dighe, Ashveena L., Dowd, Frederick, Grewenow, Stephanie M., Himmelfarb, Jonathan, Hoofnagle, Andrew, Jefferson, Nichole, Larson, Brandon, Limonte, Christine, McClelland, Robyn, Mooney, Sean, Nam, Yunbi, Park, Christopher, Phuong, Jimmy, Rezaei, Kasra, Roberts, Glenda, Sarkisova, Natalya, Shankland, Stuart, Snyder, Jaime, Stutzke, Christy, Tuttle, Katherine, Wangperawong, Artit, Wilcox, Adam, Williams, Kayleen, Young, Bessie, Allen, Jamie, Caprioli, Richard M., de Caestecker, Mark, Djambazova, Katerina, Dufresne, Martin, Farrow, Melissa, Fogo, Agnes, Sharman, Kavya, Spraggins, Jeffrey, Basta, Jeannine, Conlon, Kristine, Diettman, Sabine M., Gaut, Joseph, Kaushal, Madhurima, Jain, Sanjay, Knoten, Amanda, Minor, Brittany, Nwanne, Gerald, Vijayan, Anitha, Zhang, Bo, Arora, Tanima, Cantley, Lloyd, Victoria Castro, Angela M., Kakade, Vijayakumar, Moeckel, Gilbert, Moledina, Dennis, Shaw, Melissa, Wilson, Francis P., El-Achkar, Tarek M., Eadon, Michael T.

Source: In American Journal of Kidney Diseases March 2024 83(3):402-410

Rapid Multivariate Analysis Approach to Explore Differential Spatial Protein Profiles in Tissue

Authors: Sharman, Kavya, Patterson, Nathan Heath, Weiss, Andy, Neumann, Elizabeth K., Guiberson, Emma R., Ryan, Daniel J., Gutierrez, Danielle B., Spraggins, Jeffrey M., Van de Plas, Raf, Skaar, Eric P.

Source: Journal of proteome research. 22(5):1394-1405

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCRN632515260&indx=1&recIds=ETOCRN632515260

MALDI TIMS IMS of Disialoganglioside Isomers—GD1a and GD1b in Murine Brain Tissue

Authors: Djambazova, Katerina V., Dufresne, Martin, Migas, Lukasz G., Kruse, Angela R. S., Van de Plas, Raf, Caprioli, Richard M., Spraggins, Jeffrey M.

Source: Analytical chemistry. 95(2):1176-1183

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCRN631539130&indx=1&recIds=ETOCRN631539130

Imaging mass spectrometry reveals complex lipid distributions across Staphylococcus aureus biofilm layers

Authors: Rivera, Emilio S., Weiss, Andy, Migas, Lukasz G., Freiberg, Jeffrey A., Djambazova, Katerina V., Neumann, Elizabeth K., Van de Plas, Raf, Spraggins, Jeffrey M., Skaar, Eric P., Caprioli, Richard M.

Source: In Journal of Mass Spectrometry and Advances in the Clinical Lab November 2022 26:36-46

msiFlow: automated workflows for reproducible and scalable multimodal mass spectrometry imaging and microscopy data analysis.

Authors: Spangenberg, Philippa, Bessler, Sebastian, Widera, Lars, Bottek, Jenny, Richter, Mathis, Thiebes, Stephanie, Siemes, Devon, Krauß, Sascha D., Migas, Lukasz G., Kasarla, Siva Swapna, Phapale, Prasad, Kleesiek, Jens, Führer, Dagmar, Moeller, Lars C., Heuer, Heike, Van de Plas, Raf, Gunzer, Matthias, Soehnlein, Oliver, Soltwisch, Jens, Shevchuk, Olga

Source: Nature Communications; 1/27/2025, Vol. 16 Issue 1, p1-13, 13p

Subject Terms: LIFE sciences, COMPUTER software, CYTOLOGY, ARACHIDONIC acid, CELL populations, MATRIX-assisted laser desorption-ionization

Automated biomarker candidate discovery in imaging mass spectrometry data through spatially localized Shapley additive explanations

Authors: Tideman, Leonoor E.M., Migas, Lukasz G., Djambazova, Katerina V., Patterson, Nathan Heath, Caprioli, Richard M., Spraggins, Jeffrey M., Van de Plas, Raf

Source: In Analytica Chimica Acta 8 September 2021 1177

Cadherin-11, Sparc-related modular calcium binding protein-2, and Pigment epithelium-derived factor are promising non-invasive biomarkers of kidney fibrosis

Authors: Knight, Richard, Lecker, Stewart H., Stillman, Isaac, Bogen, Steve, Amodu, Afolarin A., Ilori, Titlayo, Maikhor, Shana, Schmidt, Insa M., Beck, Laurence H., Henderson, Joel M., Onul, Ingrid, Verma, Ashish, McMahon, Gearoid M., Valerius, M. Todd, Waikar, Sushrut, Weins, Astrid, Colona, Mia R., Greka, Anna, Hacohen, Nir, Hoover, Paul J., Marshall, Jamie L., Aulisio, Mark, Chen, Yijiang M., Janowczyk, Andrew, Jayapandian, Catherine, Viswanathan, Vidya S., Bush, William S., Crawford, Dana C., Madabhushi, Anant, Bush, Lakeshia, Cooperman, Leslie, Gonzalez-Vicente, Agustin, Herlitz, Leal, Jolly, Stacey, Nguyen, Jane, O’toole, John, Palmer, Ellen, Poggio, Emilio, Sedor, John, Sendrey, Dianna, Spates-Harden, Kassandra, Taliercio, Jonathan, Bjornstad, Petter M., Pyle, Laura, Vinovskis, Carissa, Appelbaum, Paul, Balderes, Olivia, Barasch, Jonathan M., Bomback, Andrew S., Canetta, Pietro A., D’Agati, Vivette D., Kiryluk, Krzysztof, Kudose, Satoru, Mehl, Karla, Shang, Ning, Bansal, Shweta, Alexandrov, Theodore, Rennke, Helmut, El-Achkar, Tarek M., Barwinska, Daria, Bledso, Sharon, Borner, Katy, Bueckle, Andreas, Cheng, Yinghua, Dagher, Pierre C., Dunn, Kenneth W., Eadon, Michael T., Ferkowicz, Michael J., Herr, Bruce W., Kelly, Katherine J., Ferreira, Ricardo Melo, Quardokus, Ellen M., Record, Elizabeth, Rivera, Marcelino, Su, Jing, Sutton, Timothy A., Williams, James C., Jr., Winfree, Seth, Jain, Yashvardhan, Menez, Steven, Parikh, Chirag R., Rosenberg, Avi, Corona-Villalobos, Celia P., Wen, Yumeng, Johansen, Camille, Rosas, Sylvia E., Roy, Neil, Sun, Jennifer, Williams, Mark, Azeloglu, Evren U., Hansen, Jens, He, Cijang, Iyengar, Ravi, Xiong, Yuguang, Prasad, Pottumarthi, Srivastava, Anand, Madhavan, Sethu M., Parikh, Samir, Rovin, Brad, Shapiro, John P., Anderton, Christopher R., Lukowski, Jessica, Pasa-Tolic, Ljiljana, Velickovic, Dusan, Oliver, George (Holt), Ardayfio, Joseph, Bebiak, Jack, Brown, Keith, Campbell, Taneisha, Campbell, Catherine E., Hayashi, Lynda, Jefferson, Nichole, Roberts, Glenda V., Saul, John, Shpigel, Anna, Stutzke, Christy, Koewler, Robert, Pinkeney, Roy, Sealfon, Rachel, Troyanskaya, Olga, Wong, Aaron, Tuttle, Katherine R., Pollack, Ari, Goltsev, Yury, Ginley, Brandon, Lucarelli, Nicholas, Lutnick, Brendon, Sarder, Pinaki, Lake, Blue B., Zhang, Kun, Boada, Patrick, Laszik, Zoltan G., Nolan, Garry, Anjani, Kavya, Sarwal, Minnie, Mukatash, Tariq, Sigdel, Tara, Alloway, Rita R., Burg, Ashley R., Lee, Paul J., Rike, Adele, Shi, Tiffany, Woodle, E. Steve, Ascani, Heather, Balis, Ulysses G.J., Blanc, Victoria M., Conser, Ninive C., Eddy, Sean, Frey, Renee, He, Yougqun, Hodgin, Jeffrey B., Kretzler, Matthias, Lienczewski, Chrysta, Luo, Jinghui, Mariani, Laura H., Menon, Rajasree, Otto, Edgar, Schaub, Jennifer, Steck, Becky, Elder, Michele M., Gilliam, Matthew, Hall, Daniel E., Murugan, Raghavan, Palevsky, Paul M., Randhawa, Parmjeet, Rosengart, Matthew, Tublin, Mitchell, Vita, Tina, Winters, James, Kellum, John A., Alpers, Charles E., Berglund, Ashley, Berry, Brooke, Blank, Kristina N., Carson, Jonas, Daniel, Stephen, De Boer, Ian H., Dighe, Ashveena L., Dowd, Frederick, Grewenow, Stephanie M., Himmelfarb, Jonathan, Hoofnagle, Andrew N., Limonte, Christine, McClelland, Robyn L., Mooney, Sean D., Rezaei, Kasra, Shankland, Stuart, Snyder, Jamie, Wang, Ruikang, Wilcox, Adam, Williams, Kayleen, Park, Christopher, Montellano, Richard, Pamreddy, Annapurna, Sharma, Kumar, Venkatachalam, Manjeri, Ye, Hongping, Zhang, Guanshi, Basit, Mujeeb, Hedayati, S. Susan, Kermani, Asra, Lee, Simon C., Lu, Christopher Y., Miller, R. Tyler, Moe, Orson W., Patel, Jiten, Pillai, Anil, Sambandam, Kamalanathan, Torrealba, Jose, Toto, Robert D., Vazquez, Miguel, Wang, Nancy, Wen, Natasha, Zhang, Dianbo, Park, Harold, Caprioli, Richard M., Patterson, Nathan, Sharman, Kavya, Spraggins, Jeffrey M., Van de Plas, Raf, Basta, Jeanine, Diettman, Sabine M., Gaut, Joseph P., Jain, Sanjay, Rauchman, Michael I., Vijayan, Anitha, Cantley, Lloyd G., Kakade, Vijaykumar R., Moledina, Dennis, Shaw, Melissa M., Ugwuowo, Ugochukwu, Wilson, Francis P., Arora, Tanima, Kestenbaum, Bryan R., Alexopoulos, Leonidas G., Palsson, Ragnar, Liu, Jing, Stillman, Isaac E., Rennke, Helmut G., Vaidya, Vishal S., Wu, Haojia, Humphreys, Benjamin D., Waikar, Sushrut S.

Source: In Kidney International September 2021 100(3):672-683

In situmolecular profiles of glomerular cells by integrated imaging mass spectrometry and multiplexed immunofluorescence microscopy

Authors: Esselman, Allison B., Moser, Felipe A., Tideman, Léonore E.M., Migas, Lukasz G., Djambazova, Katerina V., Colley, Madeline E., Pingry, Ellie L., Patterson, Nathan Heath, Farrow, Melissa A., Yang, Haichun, Fogo, Agnes B., de Caestecker, Mark, Van de Plas, Raf, Spraggins, Jeffrey M.

Source: Kidney International; February 2025, Vol. 107 Issue: 2 p332-337, 6p

Comparison of macro x‐ray fluorescence and reflectance imaging spectroscopy for the semi‐quantitative analysis of pigments in easel paintings: A study on lead white and blue verditer.

Authors: de Almeida Nieto, Luís Manuel, Gabrieli, Francesca, van Loon, Annelies, Gonzalez, Victor, Dik, Joris, Van de Plas, Raf, Alfeld, Matthias

Source: XRS: X-ray Spectrometry; Nov2024, Vol. 53 Issue 6, p438-451, 14p

Subject Terms: SPECTRAL imaging, REFLECTANCE spectroscopy, MATRIX effect, ART conservation & restoration, PIGMENT analysis

Integrated molecular imaging technologies for investigation of metals in biological systems: A brief review

Authors: Perry, William J., Weiss, Andy, Van de Plas, Raf, Spraggins, Jeffrey M., Caprioli, Richard M., Skaar, Eric P.

Source: In Current Opinion in Chemical Biology April 2020 55:127-135

In situ molecular profiles of glomerular cells by integrated imaging mass spectrometry and multiplexed immunofluorescence microscopy

Authors: Esselman, Allison B. ^{1, 2}, Moser, Felipe A. ³, Tideman, Léonore E.M. ³, Migas, Lukasz G. ^{1, 3}, Djambazova, Katerina V. ^{1, 4}, Colley, Madeline E. ^{1, 5}, Pingry, Ellie L. ^{1, 4}, Patterson, Nathan Heath ^{1, 5, 9}, Farrow, Melissa A. ^{1, 4}, Yang, Haichun ^{6, 7}, Fogo, Agnes B. ^{6, 7, 8}, de Caestecker, Mark ^{4, 8}, Van de Plas, Raf ^{1, 3, 5, ∗}, Spraggins, Jeffrey M. ^{1, 2, 4, 5, 6, ∗∗}

Source: In Kidney International February 2025 107(2):332-337

Imaging mass spectrometry based exploration of biochemical tissue composition using peak intensity weighted PCA

Authors: Van de Plas, Raf, De Moor, Bart, Waelkens, Etienne

Source: 2007 IEEE/NIH Life Science Systems and Applications Workshop Life Science Systems and Applications Workshop, 2007. LISA 2007. IEEE/NIH. :209-212 Nov, 2007

Relation: 2007 IEEE/NIH Life Science Systems and Applications Workshop

Spatial Metabolomics of the Human Kidney using MALDI Trapped Ion Mobility Imaging Mass Spectrometry

Authors: Neumann, Elizabeth K., Migas, Lukasz G., Allen, Jamie L., Caprioli, Richard M., Van de Plas, Raf, Spraggins, Jeffrey M.

Source: Analytical chemistry. 92(19):13084-13091

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCRN625039719&indx=1&recIds=ETOCRN625039719

Resolving the Complexity of Spatial Lipidomics Using MALDI TIMS Imaging Mass Spectrometry

Authors: Djambazova, Katerina V., Klein, Dustin R., Migas, Lukasz G., Neumann, Elizabeth K., Rivera, Emilio S., Van de Plas, Raf, Caprioli, Richard M., Spraggins, Jeffrey M.

Source: Analytical chemistry. 92(19):13290-13297

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCRN625039949&indx=1&recIds=ETOCRN625039949

Unsupervised machine learning for exploratory data analysis in imaging mass spectrometry

Authors: Verbeeck, Nico, Caprioli, Richard M., Van de Plas, Raf

Source: Mass spectrometry reviews. 39(3):245-291

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100107197346.0x000001&indx=1&recIds=ETOCvdc_100107197346.0x000001

Discovering New Lipidomic Features Using Cell Type Specific Fluorophore Expression to Provide Spatial and Biological Specificity in a Multimodal Workflow with MALDI Imaging Mass Spectrometry

Authors: Jones, Marissa A., Cho, Sung Hoon, Patterson, Nathan Heath, Van de Plas, Raf, Spraggins, Jeffrey M., Boothby, Mark R., Caprioli, Richard M.

Source: Analytical chemistry. 92(10):7079-7086

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCRN623903447&indx=1&recIds=ETOCRN623903447

Validation of an organ mapping antibody panel for cyclical immunofluorescence microscopy on normal human kidneys.

Authors: Brewer, Maya, Migas, Lukasz G., Clouthier, Kelly A., Allen, Jamie L., Anderson, David M., Pingry, Ellie, Farrow, Melissa, Quardokus, Ellen M., Spraggins, Jeffrey M., Van de Plas, Raf, de Caestecker, Mark P.

Source: American Journal of Physiology: Renal Physiology; Jul2024, Vol. 327 Issue 1, pF91-F102, 12p

Subject Terms: IMMUNOFLUORESCENCE, MICROSCOPY, IMAGE registration, FLUORESCENCE microscopy, KIDNEYS

High-Performance Molecular Imaging with MALDI Trapped Ion-Mobility Time-of-Flight (timsTOF) Mass Spectrometry

Authors: Spraggins, Jeffrey M., Djambazova, Katerina V., Rivera, Emilio S., Migas, Lukasz G., Neumann, Elizabeth K., Fuetterer, Arne, Suetering, Juergen, Goedecke, Niels, Ly, Alice, Van de Plas, Raf

Source: Analytical chemistry. 91(22):14552-14560

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCRN622347384&indx=1&recIds=ETOCRN622347384