Daniel T Chang

Dr. Daniel T Chang

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Research Focus & Metrics

Academic Career Length

18Years (2009-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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22 March 2011 in Cancer
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Journal Article
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DCDaniel T Chang
Daniel T Chang
ASAnand Swaminath
Anand Swaminath
MKMargaret Kozak
Margaret Kozak
JWJulie Weintraub
Julie Weintraub
AKAlbert C. Koong
Albert C. Koong
TSTracey E. Schefter
Tracey E. Schefter


2 December 2022 in Cancer Research
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Journal Article
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HWHannah L. Williams
Hannah L. Williams
ACAndressa Dias Costa
Andressa Dias Costa
JZJInming Zhang
JInming Zhang
SRSrivatsan Raghavan
Srivatsan Raghavan
PWPeter Winter
Peter Winter
BWBrian M. Wolpin
Brian M. Wolpin
Pancreatic ductal adenocarcinoma (PDAC) has been classified into classical and basal-like transcriptional subtypes by bulk RNA measurements. However, recent work has uncovered greater complexity to transcriptional subtypes than was initially appreciated using bulk RNA expression profiling. To provide a deeper understanding of PDAC subtypes, we developed a multiplex immunofluorescence (mIF) pipeline that quantifies protein expression of six PDAC subtype markers (CLDN18.2, TFF1, GATA6, KRT17, KRT5, and S100A2) and permits spatially resolved, single-cell interrogation of pancreatic tumors from resection specimens and core needle biopsies. Both primary and metastatic tumors displayed striking intratumoral subtype heterogeneity that was associated with patient outcomes, existed at the scale of individual glands, and was significantly reduced in patient-derived organoid cultures. Tumor cells co-expressing classical and basal markers were present in > 90% of tumors, existed on a basal-classical polarization continuum, and were enriched in tumors containing a greater admixture of basal and classical cell populations. Cell–cell neighbor analyses within tumor glands further suggested that co-expressor cells may represent an intermediate state between expression subtype poles. The extensive intratumoral heterogeneity identified through this clinically applicable mIF pipeline may inform prognosis and treatment selection for patients with PDAC. Significance: A high-throughput pipeline using multiplex immunofluorescence in pancreatic cancer reveals striking expression subtype intratumoral heterogeneity with implications for therapy selection and identifies co-expressor cells that may serve as intermediates during subtype switching.

1 November 2014 in International Journal of Radiation Oncology, Biology, Physics
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EPErqi L. Pollom
Erqi L. Pollom
MAMuthuraman Alagappan
Muthuraman Alagappan
RERie von Eyben
Rie von Eyben
PKPamela L. Kunz
Pamela L. Kunz
GFGeorge A. Fisher
George A. Fisher
DCDaniel T Chang
Daniel T Chang

21 September 2022 in Clinical Cancer Research
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ACAndressa Dias Costa
Andressa Dias Costa
SVSara A. Väyrynen
Sara A. Väyrynen
ACAkhil Chawla
Akhil Chawla
JZJInming Zhang
JInming Zhang
JVJuha P. Väyrynen
Juha P. Väyrynen
JNJonathan A. Nowak
Jonathan A. Nowak
Purpose: Neoadjuvant chemotherapy is increasingly administered to patients with resectable or borderline resectable pancreatic ductal adenocarcinoma (PDAC), yet its impact on the tumor immune microenvironment is incompletely understood. Experimental: Design: We employed quantitative, spatially resolved multiplex immunofluorescence and digital image analysis to identify T-cell subpopulations, macrophage polarization states, and myeloid cell subpopulations in a multi-institution cohort of up-front resected primary tumors (n = 299) and in a comparative set of resected tumors after FOLFIRINOX-based neoadjuvant therapy (n = 36) or up-front surgery (n = 30). Multivariable-adjusted Cox proportional hazards models were used to evaluate associations between the immune microenvironment and patient outcomes. Results: In the multi-institutional resection cohort, immune cells exhibited substantial heterogeneity across patient tumors and were located predominantly in stromal regions. Unsupervised clustering using immune cell densities identified four main patterns of immune cell infiltration. One pattern, seen in 20% of tumors and characterized by abundant T cells (T cell–rich) and a paucity of immunosuppressive granulocytes and macrophages, was associated with improved patient survival. Neoadjuvant chemotherapy was associated with a higher CD8:CD4 ratio, greater M1:M2–polarized macrophage ratio, and reduced CD15+ARG1+ immunosuppressive granulocyte density. Within neoadjuvant-treated tumors, 72% showed a T cell–rich pattern with low immunosuppressive granulocytes and macrophages. M1-polarized macrophages were located closer to tumor cells after neoadjuvant chemotherapy, and colocalization of M1-polarized macrophages and tumor cells was associated with greater tumor pathologic response and improved patient survival. Conclusions: Neoadjuvant chemotherapy with FOLFIRINOX shifts the PDAC immune microenvironment toward an anti-tumorigenic state associated with improved patient survival.

1 July 2015 in International Journal of Radiation Oncology, Biology, Physics
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Journal Article
Closed access
EPErqi L. Pollom
Erqi L. Pollom
LDLei Deng
Lei Deng
RPReetesh K. Pai
Reetesh K. Pai
JBJ. Martin Brown
J. Martin Brown
AGAmato Giaccia
Amato Giaccia
DCDaniel T Chang
Daniel T Chang