Literature DB >> 31932730

Integrating microarray-based spatial transcriptomics and single-cell RNA-seq reveals tissue architecture in pancreatic ductal adenocarcinomas.

Reuben Moncada1, Dalia Barkley1, Florian Wagner1, Marta Chiodin1, Joseph C Devlin1, Maayan Baron1, Cristina H Hajdu2, Diane M Simeone2,3,4, Itai Yanai5,6.   

Abstract

Single-cell RNA sequencing (scRNA-seq) enables the systematic identification of cell populations in a tissue, but characterizing their spatial organization remains challenging. We combine a microarray-based spatial transcriptomics method that reveals spatial patterns of gene expression using an array of spots, each capturing the transcriptomes of multiple adjacent cells, with scRNA-Seq generated from the same sample. To annotate the precise cellular composition of distinct tissue regions, we introduce a method for multimodal intersection analysis. Applying multimodal intersection analysis to primary pancreatic tumors, we find that subpopulations of ductal cells, macrophages, dendritic cells and cancer cells have spatially restricted enrichments, as well as distinct coenrichments with other cell types. Furthermore, we identify colocalization of inflammatory fibroblasts and cancer cells expressing a stress-response gene module. Our approach for mapping the architecture of scRNA-seq-defined subpopulations can be applied to reveal the interactions inherent to complex tissues.

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Year:  2020        PMID: 31932730     DOI: 10.1038/s41587-019-0392-8

Source DB:  PubMed          Journal:  Nat Biotechnol        ISSN: 1087-0156            Impact factor:   54.908


  58 in total

Review 1.  The technology and biology of single-cell RNA sequencing.

Authors:  Aleksandra A Kolodziejczyk; Jong Kyoung Kim; Valentine Svensson; John C Marioni; Sarah A Teichmann
Journal:  Mol Cell       Date:  2015-05-21       Impact factor: 17.970

Review 2.  Single-cell RNA sequencing to explore immune cell heterogeneity.

Authors:  Efthymia Papalexi; Rahul Satija
Journal:  Nat Rev Immunol       Date:  2017-08-07       Impact factor: 53.106

3.  Decade in review--genomics: a decade of discovery in cancer genomics.

Authors:  Kenneth Offit
Journal:  Nat Rev Clin Oncol       Date:  2014-10-07       Impact factor: 66.675

4.  Haloperidol in severe facial dyskinesia. Case report.

Authors:  M M Gilbert
Journal:  Dis Nerv Syst       Date:  1969-07

5.  Single-Cell RNA-seq Reveals a Subpopulation of Prostate Cancer Cells with Enhanced Cell-Cycle-Related Transcription and Attenuated Androgen Response.

Authors:  Aaron M Horning; Yao Wang; Che-Kuang Lin; Anna D Louie; Rohit R Jadhav; Chia-Nung Hung; Chiou-Miin Wang; Chun-Lin Lin; Nameer B Kirma; Michael A Liss; Addanki P Kumar; LuZhe Sun; Zhijie Liu; Wei-Ting Chao; Qianben Wang; Victor X Jin; Chun-Liang Chen; Tim H-M Huang
Journal:  Cancer Res       Date:  2017-12-12       Impact factor: 12.701

6.  Single-cell RNA-seq highlights intratumoral heterogeneity in primary glioblastoma.

Authors:  Anoop P Patel; Itay Tirosh; John J Trombetta; Alex K Shalek; Shawn M Gillespie; Hiroaki Wakimoto; Daniel P Cahill; Brian V Nahed; William T Curry; Robert L Martuza; David N Louis; Orit Rozenblatt-Rosen; Mario L Suvà; Aviv Regev; Bradley E Bernstein
Journal:  Science       Date:  2014-06-12       Impact factor: 47.728

7.  Dissecting the multicellular ecosystem of metastatic melanoma by single-cell RNA-seq.

Authors:  Itay Tirosh; Benjamin Izar; Sanjay M Prakadan; Marc H Wadsworth; Daniel Treacy; John J Trombetta; Asaf Rotem; Christopher Rodman; Christine Lian; George Murphy; Mohammad Fallahi-Sichani; Ken Dutton-Regester; Jia-Ren Lin; Ofir Cohen; Parin Shah; Diana Lu; Alex S Genshaft; Travis K Hughes; Carly G K Ziegler; Samuel W Kazer; Aleth Gaillard; Kellie E Kolb; Alexandra-Chloé Villani; Cory M Johannessen; Aleksandr Y Andreev; Eliezer M Van Allen; Monica Bertagnolli; Peter K Sorger; Ryan J Sullivan; Keith T Flaherty; Dennie T Frederick; Judit Jané-Valbuena; Charles H Yoon; Orit Rozenblatt-Rosen; Alex K Shalek; Aviv Regev; Levi A Garraway
Journal:  Science       Date:  2016-04-08       Impact factor: 47.728

8.  Single-cell RNA-seq supports a developmental hierarchy in human oligodendroglioma.

Authors:  Itay Tirosh; Andrew S Venteicher; Christine Hebert; Leah E Escalante; Anoop P Patel; Keren Yizhak; Jonathan M Fisher; Christopher Rodman; Christopher Mount; Mariella G Filbin; Cyril Neftel; Niyati Desai; Jackson Nyman; Benjamin Izar; Christina C Luo; Joshua M Francis; Aanand A Patel; Maristela L Onozato; Nicolo Riggi; Kenneth J Livak; Dave Gennert; Rahul Satija; Brian V Nahed; William T Curry; Robert L Martuza; Ravindra Mylvaganam; A John Iafrate; Matthew P Frosch; Todd R Golub; Miguel N Rivera; Gad Getz; Orit Rozenblatt-Rosen; Daniel P Cahill; Michelle Monje; Bradley E Bernstein; David N Louis; Aviv Regev; Mario L Suvà
Journal:  Nature       Date:  2016-11-02       Impact factor: 69.504

9.  Single-cell RNA-seq enables comprehensive tumour and immune cell profiling in primary breast cancer.

Authors:  Woosung Chung; Hye Hyeon Eum; Hae-Ock Lee; Kyung-Min Lee; Han-Byoel Lee; Kyu-Tae Kim; Han Suk Ryu; Sangmin Kim; Jeong Eon Lee; Yeon Hee Park; Zhengyan Kan; Wonshik Han; Woong-Yang Park
Journal:  Nat Commun       Date:  2017-05-05       Impact factor: 14.919

10.  Stem cell-associated heterogeneity in Glioblastoma results from intrinsic tumor plasticity shaped by the microenvironment.

Authors:  Anne Dirkse; Anna Golebiewska; Thomas Buder; Petr V Nazarov; Arnaud Muller; Suresh Poovathingal; Nicolaas H C Brons; Sonia Leite; Nicolas Sauvageot; Dzjemma Sarkisjan; Mathieu Seyfrid; Sabrina Fritah; Daniel Stieber; Alessandro Michelucci; Frank Hertel; Christel Herold-Mende; Francisco Azuaje; Alexander Skupin; Rolf Bjerkvig; Andreas Deutsch; Anja Voss-Böhme; Simone P Niclou
Journal:  Nat Commun       Date:  2019-04-16       Impact factor: 14.919

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  147 in total

Review 1.  Multiplex bioimaging of single-cell spatial profiles for precision cancer diagnostics and therapeutics.

Authors:  Mayar Allam; Shuangyi Cai; Ahmet F Coskun
Journal:  NPJ Precis Oncol       Date:  2020-05-01

2.  Single-Cell RNA Sequencing Analysis: A Step-by-Step Overview.

Authors:  Shaked Slovin; Annamaria Carissimo; Francesco Panariello; Antonio Grimaldi; Valentina Bouché; Gennaro Gambardella; Davide Cacchiarelli
Journal:  Methods Mol Biol       Date:  2021

Review 3.  Integrating single-cell and spatial transcriptomics to elucidate intercellular tissue dynamics.

Authors:  Sophia K Longo; Margaret G Guo; Andrew L Ji; Paul A Khavari
Journal:  Nat Rev Genet       Date:  2021-06-18       Impact factor: 53.242

Review 4.  Toward precision immunotherapy using multiplex immunohistochemistry and in silico methods to define the tumor immune microenvironment.

Authors:  Samuel S Widodo; Ryan A Hutchinson; Yitong Fang; Stefano Mangiola; Paul J Neeson; Phillip K Darcy; Alexander D Barrow; Christopher M Hovens; Marija Dinevska; Stanley S Stylli; Theo Mantamadiotis
Journal:  Cancer Immunol Immunother       Date:  2021-01-03       Impact factor: 6.968

5.  The Stress-Like Cancer Cell State Is a Consistent Component of Tumorigenesis.

Authors:  Maayan Baron; Mohita Tagore; Miranda V Hunter; Isabella S Kim; Reuben Moncada; Yun Yan; Nathaniel R Campbell; Richard M White; Itai Yanai
Journal:  Cell Syst       Date:  2020-09-09       Impact factor: 10.304

Review 6.  Exploring tissue architecture using spatial transcriptomics.

Authors:  Anjali Rao; Dalia Barkley; Gustavo S França; Itai Yanai
Journal:  Nature       Date:  2021-08-11       Impact factor: 49.962

Review 7.  Plasticity and heterogeneity of thermogenic adipose tissue.

Authors:  Wenfei Sun; Salvatore Modica; Hua Dong; Christian Wolfrum
Journal:  Nat Metab       Date:  2021-06-22

Review 8.  Applicability of spatial transcriptional profiling to cancer research.

Authors:  Rania Bassiouni; Lee D Gibbs; David W Craig; John D Carpten; Troy A McEachron
Journal:  Mol Cell       Date:  2021-04-06       Impact factor: 17.970

Review 9.  Spatial omics and multiplexed imaging to explore cancer biology.

Authors:  Verena C Wimmer; Delphine Merino; Kelly L Rogers; Shalin H Naik; Sabrina M Lewis; Marie-Liesse Asselin-Labat; Quan Nguyen; Jean Berthelet; Xiao Tan
Journal:  Nat Methods       Date:  2021-08-02       Impact factor: 28.547

10.  Multimodal Mapping of the Tumor and Peripheral Blood Immune Landscape in Human Pancreatic Cancer.

Authors:  Nina G Steele; Eileen S Carpenter; Samantha B Kemp; Veerin R Sirihorachai; Stephanie The; Lawrence Delrosario; Jenny Lazarus; El-Ad David Amir; Valerie Gunchick; Carlos Espinoza; Samantha Bell; Lindsey Harris; Fatima Lima; Valerie Irizarry-Negron; Daniel Paglia; Justin Macchia; Angel Ka Yan Chu; Heather Schofield; Erik-Jan Wamsteker; Richard Kwon; Allison Schulman; Anoop Prabhu; Ryan Law; Arjun Sondhi; Jessica Yu; Arpan Patel; Katelyn Donahue; Hari Nathan; Clifford Cho; Michelle A Anderson; Vaibhav Sahai; Costas A Lyssiotis; Weiping Zou; Benjamin L Allen; Arvind Rao; Howard C Crawford; Filip Bednar; Timothy L Frankel; Marina Pasca di Magliano
Journal:  Nat Cancer       Date:  2020-10-26
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