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AI-assisted Discovery of an Ethnicity-influenced Driver of Cell Transformation in Esophageal and Gastroesophageal Junction Adenocarcinomas

Pradipta Ghosh, Vinicius J. Campos, Daniella T. Vo, Caitlin Guccione, Vanae Goheen-Holland, Courtney Tindle, Guilherme S. Mazzini, Yudou He, View ORCID ProfileLudmil Alexandrov, Scott M. Lippman, Richard R. Gurski, View ORCID ProfileSoumita Das, Rena Yadlapati, Kit Curtius, Debashis Sahoo
doi: https://doi.org/10.1101/2022.01.30.478408
Pradipta Ghosh
1Department of Cellular and Molecular Medicine, University of California San Diego
2Department of Medicine, University of California San Diego
3HUMANOID Center of Research Excellence (CoRE), University of California San Diego
4Moore’s Comprehensive Cancer Center, University of California San Diego
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  • For correspondence: dsahoo@ucsd.edu viniciusjcampos@gmail.com ryadlapati@health.ucsd.edu kcurtius@health.ucsd.edu prghosh@ucsd.edu
Vinicius J. Campos
5Department of Gastrointestinal Surgery, Hospital de Clínicas de Porto Alegre, 2350 Ramiro Barcellos Street, Porto Alegre, RS, 90035-003
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  • For correspondence: dsahoo@ucsd.edu viniciusjcampos@gmail.com ryadlapati@health.ucsd.edu kcurtius@health.ucsd.edu prghosh@ucsd.edu
Daniella T. Vo
6Department of Pediatrics, University of California San Diego
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Caitlin Guccione
7Division of Biomedical Informatics, University of California San Diego
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Vanae Goheen-Holland
1Department of Cellular and Molecular Medicine, University of California San Diego
3HUMANOID Center of Research Excellence (CoRE), University of California San Diego
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Courtney Tindle
1Department of Cellular and Molecular Medicine, University of California San Diego
3HUMANOID Center of Research Excellence (CoRE), University of California San Diego
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Guilherme S. Mazzini
5Department of Gastrointestinal Surgery, Hospital de Clínicas de Porto Alegre, 2350 Ramiro Barcellos Street, Porto Alegre, RS, 90035-003
8Postgraduate Program in Medicine; Surgical Sciences, Federal University of Rio Grande do Sul, 2400 Ramiro Barcellos Street, Porto Alegre, RS, 90035-003
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Yudou He
1Department of Cellular and Molecular Medicine, University of California San Diego
4Moore’s Comprehensive Cancer Center, University of California San Diego
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Ludmil Alexandrov
1Department of Cellular and Molecular Medicine, University of California San Diego
4Moore’s Comprehensive Cancer Center, University of California San Diego
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  • ORCID record for Ludmil Alexandrov
Scott M. Lippman
2Department of Medicine, University of California San Diego
4Moore’s Comprehensive Cancer Center, University of California San Diego
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Richard R. Gurski
5Department of Gastrointestinal Surgery, Hospital de Clínicas de Porto Alegre, 2350 Ramiro Barcellos Street, Porto Alegre, RS, 90035-003
8Postgraduate Program in Medicine; Surgical Sciences, Federal University of Rio Grande do Sul, 2400 Ramiro Barcellos Street, Porto Alegre, RS, 90035-003
9Medical School of Federal University of Rio Grande do Sul 2400 Ramiro Barcellos Street, Porto Alegre, RS, 90035-003
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Soumita Das
3HUMANOID Center of Research Excellence (CoRE), University of California San Diego
10Department of Pathology, University of California San Diego
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Rena Yadlapati
2Department of Medicine, University of California San Diego
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  • For correspondence: dsahoo@ucsd.edu viniciusjcampos@gmail.com ryadlapati@health.ucsd.edu kcurtius@health.ucsd.edu prghosh@ucsd.edu
Kit Curtius
2Department of Medicine, University of California San Diego
7Division of Biomedical Informatics, University of California San Diego
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  • For correspondence: dsahoo@ucsd.edu viniciusjcampos@gmail.com ryadlapati@health.ucsd.edu kcurtius@health.ucsd.edu prghosh@ucsd.edu
Debashis Sahoo
4Moore’s Comprehensive Cancer Center, University of California San Diego
6Department of Pediatrics, University of California San Diego
11Department of Computer Science and Engineering, Jacob’s School of Engineering, University of California San Diego
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  • For correspondence: dsahoo@ucsd.edu viniciusjcampos@gmail.com ryadlapati@health.ucsd.edu kcurtius@health.ucsd.edu prghosh@ucsd.edu
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ABSTRACT

Although Barrett’s metaplasia of the esophagus (BE) is the only known precursor lesion to esophageal adenocarcinomas (EACs), drivers of the metaplasia→dysplasia→neoplasia cascade in the esophagus remains incompletely understood. Using an AI-guided network transcriptomics approach, in which EAC initiation and progression is modeled as networks to simplify complex multi-cellular processes, we first predict cellular continuum states and disease driving processes with an unprecedented degree of precision. Key AI-guided predictions are subsequently validated in a human organoid model and patient-derived biopsies of BE, a case-control study of genomics of BE progression, and in a cross-sectional study of 113 patients with BE and EACs. We find that all EACs must originate from BE, pinpoint a CXCL8/IL8↔neutrophil immune microenvironment as a driver of cellular transformation in both EACs and gastroesophageal junction-ACs. This driver is prominent in Caucasians (Cau), but notably absent in African Americans (AAs). Network-derived gene signatures, independent signatures of neutrophil processes, CXCL8/IL8, and an absolute neutrophil count (ANC) are associated with risk of progression. SNPs associated with ethnic changes in ANC modify that risk. Thus, findings define a racially influenced immunological basis for cell transformation and suggest that benign ethnic neutropenia in AAs may serve as a deterrent to BE→EAC progression.

BRIEF SUMMARY Esophageal adenocarcinoma (EAC) is a highly lethal cancer among Caucasians, while African Americans are somewhat protected; what factors drive transformation with racial disparity remain unknown. AI-enabled creation of the first computational map of neoplastic progression in the esophagus built and validated using transcriptomic datasets from diverse cohorts of human samples pinpointed CXCL8↔neutrophil tumor immune-microenvironment as a racially influenced driver of EACs and GEJ-ACs. Computational tools pinpoint a racially influenced driver of cell transformation during BE→EAC progression; in doing so, it reveals new novel biology, informs disease modeling, therapeutic strategies, and biomarkers.

LAY SUMMARY By modeling diseases as networks, this work unravels a fundamental race-influenced immunologic driver of cell transformation in adenocarcinomas of the esophagus and the gastroesophageal junction.

Competing Interest Statement

RY is a consultant for Medtronic (Institutional), Ironwood Pharmaceuticals (Institutional) and Phathom Pharmaceuticals, and has research support from Ironwood Pharmaceuticals. She is also on the advisory Board with Stock Options at RJS Mediagnostix. These entities had no influence on study design or conclusions.

Footnotes

  • abstract and text has been edited to clarify data.

  • Abbreviations

    BE
    Barrett’s metaplasia of the esophagus
    EAC
    Esophageal adenocarcinoma
    GEJ
    Gastroesophageal junctionx
    Cau
    Caucasian
    AA
    African American
    SNP
    single nucleotide polymorphism
    DARC
    Duffy antigen/ receptor for chemokines
  • Copyright 
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    Posted February 14, 2022.
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    AI-assisted Discovery of an Ethnicity-influenced Driver of Cell Transformation in Esophageal and Gastroesophageal Junction Adenocarcinomas
    Pradipta Ghosh, Vinicius J. Campos, Daniella T. Vo, Caitlin Guccione, Vanae Goheen-Holland, Courtney Tindle, Guilherme S. Mazzini, Yudou He, Ludmil Alexandrov, Scott M. Lippman, Richard R. Gurski, Soumita Das, Rena Yadlapati, Kit Curtius, Debashis Sahoo
    bioRxiv 2022.01.30.478408; doi: https://doi.org/10.1101/2022.01.30.478408
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    AI-assisted Discovery of an Ethnicity-influenced Driver of Cell Transformation in Esophageal and Gastroesophageal Junction Adenocarcinomas
    Pradipta Ghosh, Vinicius J. Campos, Daniella T. Vo, Caitlin Guccione, Vanae Goheen-Holland, Courtney Tindle, Guilherme S. Mazzini, Yudou He, Ludmil Alexandrov, Scott M. Lippman, Richard R. Gurski, Soumita Das, Rena Yadlapati, Kit Curtius, Debashis Sahoo
    bioRxiv 2022.01.30.478408; doi: https://doi.org/10.1101/2022.01.30.478408

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