We appreciate the interest by Cramer and Vaupel in our review article on understanding tumor cell heterogeneity and its implication for immunotherapy in liver cancer by single cell analysis. 1 Cramer and Vaupel 2 questioned a statement in the article, "tumor diversity is triggered by hypoxia", which refers to our recent study on using single cell technologies to define tumor cell landscape and its biology, 3 and raised concerns about determining hypoxic status in tumours with HIF target genes since HIF can be activated by hypoxia-independent manners. We agree in general that hypoxia-mediated signaling is complex, involving the activation of HIF-1 and HIF-2 and many other players, where HIF-1 is just one of the well-characterized players in response to hypoxia. We also agree that a bioinformatics-
ReferencesAuthor names in bold designate shared co-first authorship[1] Heinrich S, Craig AJ, Ma L, Heinrich B, Greten TF, Wang XW. Understanding tumour cell heterogeneity and its implication for immunotherapy in liver cancer using single-cell analysis.