Program Official

Principal Investigator

Robert J.
Coffey
Awardee Organization

Vanderbilt University Medical Center
United States

Fiscal Year
2023
Activity Code
U2C
Early Stage Investigator Grants (ESI)
Not Applicable
Project End Date

Integrative Single-Cell Atlas of Host and Microenvironment in Colorectal Neoplastic Transformation

Statement of Work Dr. Sears will be co-leader of the Tissue Characterization Core of this Atlas grant working with Dr. Ken Lau (Vanderbilt). Dr. Sears and her laboratory will provide technical and analytical expertise on biofilm detection on human colon tissues. The Sears laboratory will train members of the Tissue Characterization Core in colon biofilm detection and will serve to independently read and validate a subset of colon tissue specimens once training is complete. This validation and cross-checking process will continue throughout the grant period. Furthery, Dr. Sears and her laboratory will participate in studies to address the relationship and contribution of colon biofilm formation to early colon carcinogenesis. This goal will be addressed through 2 core aims: 1) identifying the epidemiology of biofilm formation in colon adenomas; and 2) defining changes in single epithelial cell expression and proteomics in biofilm-positive vs biofilm-negative adenomas. Clinically relevant parameters for detecting and quantifying colon biofilms will be developed. Dr. Anders is an expert in defining the type, number and location of cells in tumor samples. He has published on the MANAFEST assay which is put forth as a proof of concept in year 5 of this application. He will assist Dr. Lau on the collection and processing of blood and patient tissue for MANAFEST assays as described in year 5 of this Atlas grant. Once processed the material will be shipped from Vanderbilt to Ors. Anders' laboratory who will help with the exome sequencing of the tumor tissue, the quantification and characterization of tumor infiltrating lymphocytes and the wet chemistry involved in the T-cell proliferation assay. 1. The Lau Lab will perform scRNA-seq on human tissues and deliver the data. 2. The Lau Lab will perform spatial transcriptomics on human tissues and deliver the data. 3. The Lau Lab will perform exome and genome sequencing on human tissues and deliver the data. 4. The Lau Lab will coordinate with other centers and conduct trans-atlas analyses on the colon.

Publications

  • Li J, Shyr Y, Liu Q. Single-cell and Spatial Transcriptomics Clustering with an Optimized Adaptive K-Nearest Neighbor Graph. bioRxiv : the preprint server for biology. 2023 Oct 17. PMID: 37905097
  • Chen HC, Wang J, Liu Q, Shyr Y. A domain damage index to prioritizing the pathogenicity of missense variants. Human mutation. 2021 Nov;42(11):1503-1517. Epub 2021 Aug 15. PMID: 34350656
  • Drewes JL, Chen J, Markham NO, Knippel RJ, Domingue JC, Tam AJ, Chan JL, Kim L, McMann M, Stevens C, Dejea CM, Tomkovich S, Michel J, White JR, Mohammad F, Campodónico VL, Heiser CN, Wu X, Wu S, Ding H, Simner P, Carroll K, Shrubsole MJ, Anders RA, Walk ST, Jobin C, Wan F, Coffey RJ, Housseau F, Lau KS, Sears CL. Human Colon Cancer-Derived Clostridioides difficile Strains Drive Colonic Tumorigenesis in Mice. Cancer discovery. 2022 Aug 5;12(8):1873-1885. PMID: 35678528
  • Southard-Smith AN, Simmons AJ, Chen B, Jones AL, Ramirez Solano MA, Vega PN, Scurrah CR, Zhao Y, Brenan MJ, Xuan J, Shrubsole MJ, Porter EB, Chen X, Brenan CJH, Liu Q, Quigley LNM, Lau KS. Dual indexed library design enables compatibility of in-Drop single-cell RNA-sequencing with exAMP chemistry sequencing platforms. BMC genomics. 2020 Jul 2;21(1):456. PMID: 32616006
  • Schapiro D, Yapp C, Sokolov A, Reynolds SM, Chen YA, Sudar D, Xie Y, Muhlich J, Arias-Camison R, Arena S, Taylor AJ, Nikolov M, Tyler M, Lin JR, Burlingame EA, Human Tumor Atlas Network, Chang YH, Farhi SL, Thorsson V, Venkatamohan N, Drewes JL, Pe'er D, Gutman DA, Herrmann MD, Gehlenborg N, Bankhead P, Roland JT, Herndon JM, Snyder MP, Angelo M, Nolan G, Swedlow JR, Schultz N, Merrick DT, Mazzili SA, Cerami E, Rodig SJ, Santagata S, Sorger PK, Abravanel DL, Achilefu S, Ademuyiwa FO, Adey AC, Aft R, Ahn KJ, Alikarami F, Alon S, Ashenberg O, Baker E, Baker GJ, Bandyopadhyay S, Bayguinov P, Beane J, Becker W, Bernt K, Betts CB, Bletz J, Blosser T, Boire A, Boland GM, Boyden ES, Bucher E, Bueno R, Cai Q, Cambuli F, Campbell J, Cao S, Caravan W, Chaligné R, Chan JM, Chasnoff S, Chatterjee D, Chen AA, Chen C, Chen CH, Chen B, Chen F, Chen S, Chheda MG, Chin K, Cho H, Chun J, Cisneros L, Coffey RJ, Cohen O, Colditz GA, Cole KA, Collins N, Cotter D, Coussens LM, Coy S, Creason AL, Cui Y, Zhou DC, Curtis C, Davies SR, Bruijn I, Delorey TM, Demir E, Denardo D, Diep D, Ding L, DiPersio J, Dubinett SM, Eberlein TJ, Eddy JA, Esplin ED, Factor RE, Fatahalian K, Feiler HS, Fernandez J, Fields A, Fields RC, Fitzpatrick JAJ, Ford JM, Franklin J, Fulton B, Gaglia G, Galdieri L, Ganesh K, Gao J, Gaudio BL, Getz G, Gibbs DL, Gillanders WE, Goecks J, Goodwin D, Gray JW, Greenleaf W, Grimm LJ, Gu Q, Guerriero JL, Guha T, Guimaraes AR, Gutierrez B, Hacohen N, Hanson CR, Harris CR, Hawkins WG, Heiser CN, Hoffer J, Hollmann TJ, Hsieh JJ, Huang J, Hunger SP, Hwang ES, Iacobuzio-Donahue C, Iglesia MD, Islam M, Izar B, Jacobson CA, Janes S, Jayasinghe RG, Jeudi T, Johnson BE, Johnson BE, Ju T, Kadara H, Karnoub ER, Karpova A, Khan A, Kibbe W, Kim AH, King LM, Kozlowski E, Krishnamoorthy P, Krueger R, Kundaje A, Ladabaum U, Laquindanum R, Lau C, Lau KSK, LeBoeuf NR, Lee H, Lenburg M, Leshchiner I, Levy R, Li Y, Lian CG, Liang WW, Lim KH, Lin Y, Liu D, Liu Q, Liu R, Lo J, Lo P, Longabaugh WJ, Longacre T, Luckett K, Ma C, Maher C, Maier A, Makowski D, Maley C, Maliga Z, Manoj P, Maris JM, Markham N, Marks JR, Martinez D, Mashl J, Masilionis I, Massague J, Mazurowski MA, McKinley ET, McMichael J, Meyerson M, Mills GB, Mitri ZI, Moorman A, Mudd J, Murphy GF, Deen NNA, Navin NE, Nawy T, Ness RM, Nevins S, Nirmal AJ, Novikov E, Oh ST, Oldridge DA, Owzar K, Pant SM, Park W, Patti GJ, Paul K, Pelletier R, Persson D, Petty C, Pfister H, Polyak K, Puram SV, Qiu Q, Villalonga ÁQ, Ramirez MA, Rashid R, Reeb AN, Reid ME, Remsik J, Riesterer JL, Risom T, Ritch CC, Rolong A, Rudin CM, Ryser MD, Sato K, Sears CL, Semenov YR, Shen J, Shoghi KI, Shrubsole MJ, Shyr Y, Sibley AB, Simmons AJ, Sinha A, Sivagnanam S, Song SK, Southar-Smith A, Spira AE, Cyr JS, Stefankiewicz S, Storrs EP, Stover EH, Strand SH, Straub C, Street C, Su T, Surrey LF, Suver C, Tan K, Terekhanova NV, Ternes L, Thadi A, Thomas G, Tibshirani R, Umeda S, Uzun Y, Vallius T, Van Allen ER, Vandekar S, Vega PN, Veis DJ, Vennam S, Verma A, Vigneau S, Wagle N, Wahl R, Walle T, Wang LB, Warchol S, Washington MK, Watson C, Weimer AK, Wendl MC, West RB, White S, Windon AL, Wu H, Wu CY, Wu Y, Wyczalkowski MA, Xu J, Yao L, Yu W, Zhang K, Zhu X. MITI minimum information guidelines for highly multiplexed tissue images. Nature methods. 2022 Mar;19(3):262-267. PMID: 35277708
  • Wang J, Chen HC, Sheng Q, Dawson TR, Coffey RJ, Patton JG, Weaver AM, Shyr Y, Liu Q. Systematic Assessment of Small RNA Profiling in Human Extracellular Vesicles. Cancers. 2023 Jun 30;15. (13). PMID: 37444556
  • Chen B, Scurrah CR, McKinley ET, Simmons AJ, Ramirez-Solano MA, Zhu X, Markham NO, Heiser CN, Vega PN, Rolong A, Kim H, Sheng Q, Drewes JL, Zhou Y, Southard-Smith AN, Xu Y, Ro J, Jones AL, Revetta F, Berry LD, Niitsu H, Islam M, Pelka K, Hofree M, Chen JH, Sarkizova S, Ng K, Giannakis M, Boland GM, Aguirre AJ, Anderson AC, Rozenblatt-Rosen O, Regev A, Hacohen N, Kawasaki K, Sato T, Goettel JA, Grady WM, Zheng W, Washington MK, Cai Q, Sears CL, Goldenring JR, Franklin JL, Su T, Huh WJ, Vandekar S, Roland JT, Liu Q, Coffey RJ, Shrubsole MJ, Lau KS. Differential pre-malignant programs and microenvironment chart distinct paths to malignancy in human colorectal polyps. Cell. 2021 Dec 22;184(26):6262-6280.e26. Epub 2021 Dec 14. PMID: 34910928
  • Macedonia MC, Drewes JL, Markham NO, Simmons AJ, Roland JT, Vega PN, Scurrah CR, Coffey RJ, Shrubsole MJ, Sears CL, Lau KS. Clinically adaptable polymer enables simultaneous spatial analysis of colonic tissues and biofilms. NPJ biofilms and microbiomes. 2020 Sep 24;6(1):33. PMID: 32973205
  • Harris CR, McKinley ET, Roland JT, Liu Q, Shrubsole MJ, Lau KS, Coffey RJ, Wrobel J, Vandekar SN. Quantifying and correcting slide-to-slide variation in multiplexed immunofluorescence images. Bioinformatics (Oxford, England). 2022 Mar 4;38(6):1700-1707. PMID: 34983062
  • Rifkin SB, Giardiello FM, Zhu X, Hylind LM, Ness RM, Drewes JL, Murff HJ, Spence EH, Smalley WE, Gills JJ, Mullin GE, Kafonek D, La Luna L, Zheng W, Sears CL, Shrubsole MJ, Biofilm Study Consortium. Yogurt consumption and colorectal polyps. The British journal of nutrition. 2020 Jul 14;124(1):80-91. Epub 2020 Feb 20. PMID: 32077397
  • Lin JR, Wang S, Coy S, Chen YA, Yapp C, Tyler M, Nariya MK, Heiser CN, Lau KS, Santagata S, Sorger PK. Multiplexed 3D atlas of state transitions and immune interaction in colorectal cancer. Cell. 2023 Jan 19;186(2):363-381.e19. PMID: 36669472
  • McKinley ET, Shao J, Ellis ST, Heiser CN, Roland JT, Macedonia MC, Vega PN, Shin S, Coffey RJ, Lau KS. MIRIAM: A machine and deep learning single-cell segmentation and quantification pipeline for multi-dimensional tissue images. Cytometry. Part A : the journal of the International Society for Analytical Cytology. 2022 Jun;101(6):521-528. Epub 2022 Feb 7. PMID: 35084791
  • Rozenblatt-Rosen O, Regev A, Oberdoerffer P, Nawy T, Hupalowska A, Rood JE, Ashenberg O, Cerami E, Coffey RJ, Demir E, Ding L, Esplin ED, Ford JM, Goecks J, Ghosh S, Gray JW, Guinney J, Hanlon SE, Hughes SK, Hwang ES, Iacobuzio-Donahue CA, Jané-Valbuena J, Johnson BE, Lau KS, Lively T, Mazzilli SA, Pe'er D, Santagata S, Shalek AK, Schapiro D, Snyder MP, Sorger PK, Spira AE, Srivastava S, Tan K, West RB, Williams EH, Human Tumor Atlas Network, Aberle D, Achilefu SI, Ademuyiwa FO, Adey AC, Aft RL, Agarwal R, Aguilar RA, Alikarami F, Allaj V, Amos C, Anders RA, Angelo MR, Anton K, Ashenberg O, Aster JC, Babur O, Bahmani A, Balsubramani A, Barrett D, Beane J, Bender DE, Bernt K, Berry L, Betts CB, Bletz J, Blise K, Boire A, Boland G, Borowsky A, Bosse K, Bott M, Boyden E, Brooks J, Bueno R, Burlingame EA, Cai Q, Campbell J, Caravan W, Cerami E, Chaib H, Chan JM, Chang YH, Chatterjee D, Chaudhary O, Chen AA, Chen B, Chen C, Chen CH, Chen F, Chen YA, Chheda MG, Chin K, Chiu R, Chu SK, Chuaqui R, Chun J, Cisneros L, Coffey RJ, Colditz GA, Cole K, Collins N, Contrepois K, Coussens LM, Creason AL, Crichton D, Curtis C, Davidsen T, Davies SR, de Bruijn I, Dellostritto L, De Marzo A, Demir E, DeNardo DG, Diep D, Ding L, Diskin S, Doan X, Drewes J, Dubinett S, Dyer M, Egger J, Eng J, Engelhardt B, Erwin G, Esplin ED, Esserman L, Felmeister A, Feiler HS, Fields RC, Fisher S, Flaherty K, Flournoy J, Ford JM, Fortunato A, Frangieh A, Frye JL, Fulton RS, Galipeau D, Gan S, Gao J, Gao L, Gao P, Gao VR, Geiger T, George A, Getz G, Ghosh S, Giannakis M, Gibbs DL, Gillanders WE, Goecks J, Goedegebuure SP, Gould A, Gowers K, Gray JW, Greenleaf W, Gresham J, Guerriero JL, Guha TK, Guimaraes AR, Guinney J, Gutman D, Hacohen N, Hanlon S, Hansen CR, Harismendy O, Harris KA, Hata A, Hayashi A, Heiser C, Helvie K, Herndon JM, Hirst G, Hodi F, Hollmann T, Horning A, Hsieh JJ, Hughes S, Huh WJ, Hunger S, Hwang SE, Iacobuzio-Donahue CA, Ijaz H, Izar B, Jacobson CA, Janes S, Jané-Valbuena J, Jayasinghe RG, Jiang L, Johnson BE, Johnson B, Ju T, Kadara H, Kaestner K, Kagan J, Kalinke L, Keith R, Khan A, Kibbe W, Kim AH, Kim E, Kim J, Kolodzie A, Kopytra M, Kotler E, Krueger R, Krysan K, Kundaje A, Ladabaum U, Lake BB, Lam H, Laquindanum R, Lau KS, Laughney AM, Lee H, Lenburg M, Leonard C, Leshchiner I, Levy R, Li J, Lian CG, Lim KH, Lin JR, Lin Y, Liu Q, Liu R, Lively T, Longabaugh WJR, Longacre T, Ma CX, Macedonia MC, Madison T, Maher CA, Maitra A, Makinen N, Makowski D, Maley C, Maliga Z, Mallo D, Maris J, Markham N, Marks J, Martinez D, Mashl RJ, Masilionais I, Mason J, Massagué J, Massion P, Mattar M, Mazurchuk R, Mazutis L, Mazzilli SA, McKinley ET, McMichael JF, Merrick D, Meyerson M, Miessner JR, Mills GB, Mills M, Mondal SB, Mori M, Mori Y, Moses E, Mosse Y, Muhlich JL, Murphy GF, Navin NE, Nawy T, Nederlof M, Ness R, Nevins S, Nikolov M, Nirmal AJ, Nolan G, Novikov E, Oberdoerffer P, O'Connell B, Offin M, Oh ST, Olson A, Ooms A, Ossandon M, Owzar K, Parmar S, Patel T, Patti GJ, Pe'er D, Pe'er I, Peng T, Persson D, Petty M, Pfister H, Polyak K, Pourfarhangi K, Puram SV, Qiu Q, Quintanal-Villalonga Á, Raj A, Ramirez-Solano M, Rashid R, Reeb AN, Regev A, Reid M, Resnick A, Reynolds SM, Riesterer JL, Rodig S, Roland JT, Rosenfield S, Rotem A, Roy S, Rozenblatt-Rosen O, Rudin CM, Ryser MD, Santagata S, Santi-Vicini M, Sato K, Schapiro D, Schrag D, Schultz N, Sears CL, Sears RC, Sen S, Sen T, Shalek A, Sheng J, Sheng Q, Shoghi KI, Shrubsole MJ, Shyr Y, Sibley AB, Siex K, Simmons AJ, Singer DS, Sivagnanam S, Slyper M, Snyder MP, Sokolov A, Song SK, Sorger PK, Southard-Smith A, Spira A, Srivastava S, Stein J, Storm P, Stover E, Strand SH, Su T, Sudar D, Sullivan R, Surrey L, Suvà M, Tan K, Terekhanova NV, Ternes L, Thammavong L, Thibault G, Thomas GV, Thorsson V, Todres E, Tran L, Tyler M, Uzun Y, Vachani A, Van Allen E, Vandekar S, Veis DJ, Vigneau S, Vossough A, Waanders A, Wagle N, Wang LB, Wendl MC, West R, Williams EH, Wu CY, Wu H, Wu HY, Wyczalkowski MA, Xie Y, Yang X, Yapp C, Yu W, Yuan Y, Zhang D, Zhang K, Zhang M, Zhang N, Zhang Y, Zhao Y, Zhou DC, Zhou Z, Zhu H, Zhu Q, Zhu X, Zhu Y, Zhuang X. The Human Tumor Atlas Network: Charting Tumor Transitions across Space and Time at Single-Cell Resolution. Cell. 2020 Apr 16;181(2):236-249. PMID: 32302568
  • Yang J, Zhao S, Wang J, Sheng Q, Liu Q, Shyr Y. Immu-Mela: An open resource for exploring immunotherapy-related multidimensional genomic profiles in melanoma. Journal of genetics and genomics = Yi chuan xue bao. 2021 May 20;48(5):361-368. Epub 2021 May 14. PMID: 34127402
  • Huang LC, Stolze LK, Chen HC, Gelbard A, Shyr Y, Liu Q, Sheng Q. scDemultiplex: An iterative beta-binomial model-based method for accurate demultiplexing with hashtag oligos. Computational and structural biotechnology journal. 2023 Aug 19;21:4044-4055. doi: 10.1016/j.csbj.2023.08.013. eCollection 2023. PMID: 37664174
  • Domingue JC, Drewes JL, Merlo CA, Housseau F, Sears CL. Host responses to mucosal biofilms in the lung and gut. Mucosal immunology. 2020 May;13(3):413-422. Epub 2020 Feb 28. PMID: 32112046
  • Wrobel J, Harris C, Vandekar S. Statistical Analysis of Multiplex Immunofluorescence and Immunohistochemistry Imaging Data. Methods in molecular biology (Clifton, N.J.). 2023;2629:141-168. PMID: 36929077
  • Heiser CN, Lau KS. A Quantitative Framework for Evaluating Single-Cell Data Structure Preservation by Dimensionality Reduction Techniques. Cell reports. 2020 May 5;31(5):107576. PMID: 32375029
  • Rolong A, Chen B, Lau KS. Deciphering the cancer microenvironment from bulk data with EcoTyper. Cell. 2021 Oct 14;184(21):5306-5308. PMID: 34653367
  • Islam M, Chen B, Spraggins JM, Kelly RT, Lau KS. Use of Single-Cell -Omic Technologies to Study the Gastrointestinal Tract and Diseases, From Single Cell Identities to Patient Features. Gastroenterology. 2020 Aug;159(2):453-466.e1. Epub 2020 May 14. PMID: 32417404
  • Arceneaux D, Chen Z, Simmons AJ, Heiser CN, Southard-Smith AN, Brenan MJ, Yang Y, Chen B, Xu Y, Choi E, Campbell JD, Liu Q, Lau KS. A contamination focused approach for optimizing the single-cell RNA-seq experiment. iScience. 2023 Jun 29;26(7):107242. doi: 10.1016/j.isci.2023.107242. eCollection 2023 Jul 21. PMID: 37496679
  • Heiser CN, Simmons AJ, Revetta F, McKinley ET, Ramirez-Solano MA, Wang J, Kaur H, Shao J, Ayers GD, Wang Y, Glass SE, Tasneem N, Chen Z, Qin Y, Kim W, Rolong A, Chen B, Vega PN, Drewes JL, Markham NO, Saleh N, Nikolos F, Vandekar S, Jones AL, Washington MK, Roland JT, Chan KS, Schürpf T, Sears CL, Liu Q, Shrubsole MJ, Coffey RJ, Lau KS. Molecular cartography uncovers evolutionary and microenvironmental dynamics in sporadic colorectal tumors. Cell. 2023 Dec 7;186(25):5620-5637.e16. PMID: 38065082
  • Yang J, Liu Q, Shyr Y. A Large-Scale Meta-Analysis Reveals Positive Feedback between Macrophages and T Cells That Sensitizes Tumors to Immunotherapy. Cancer research. 2024 Feb 15;84(4):626-638. PMID: 38117502
  • Chen HC, Wang J, Shyr Y, Liu Q. FindAdapt: A python package for fast and accurate adapter detection in small RNA sequencing. PLoS computational biology. 2024 Jan 22;20(1):e1011786. doi: 10.1371/journal.pcbi.1011786. eCollection 2024 Jan. PMID: 38252662
  • Liu Q, Hsu CY, Shyr Y. Scalable and model-free detection of spatial patterns and colocalization. Genome research. 2022 Sep;32(9):1736-1745. Epub 2022 Sep 9. PMID: 36223499
  • Harris C, Wrobel J, Vandekar S. mxnorm: An R Package to Normalize Multiplexed Imaging Data. Journal of open source software. 2022;7. (71). Epub 2022 Mar 30. PMID: 36017308