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Objective: This study aimed to investigate COVID-19 vaccine hesitancy, acceptance, and unmet informational needs in a cancer population during the first phase of the coronavirus disease 2019 (COVID-19) vaccination rollout in Australia. Methods: A cross-sectional survey was conducted in a large tertiary hospital in Queensland, Australia, between 10 May and 31 July 2021. The survey assessed health beliefs, experiences of the COVID-19 pandemic, COVID-19 vaccine hesitancy and informational needs. Results: COVID-19 was perceived to be a significant threat to both physical and mental health. While 57.9% (n = 110) of respondents believed the COVID-19 vaccines were safe and 64.2% (n = 122) believed they were effective, more than half (52.6%; n = 100) agreed that they worried about vaccine side effects. Most respondents (84.2%; n = 160) planned to receive the COVID-19 vaccine; however, feelings of hesitancy remained. There was a statistically significant association between those aged under 60 years (P = 0.003), those with previous vaccine hesitancy (P = 0.000), those who felt they had not received adequate information (P = 0.000) and vaccine hesitancy. Requested information pertained to interactions with cancer treatments, those with a history of blood clotting and information for those undergoing bone marrow transplantation. Conclusions: There is a need for tailored COVID-19 vaccine communication that is responsive to the concerns of people with cancer. This will be beneficial during current and future vaccination rollouts. What is known about topic? People with cancer are a COVID-19 vaccine priority group, as they are at increased risk of morbidity and mortality from this disease. There is currently a dearth of information regarding COVID-19 vaccine hesitancy, acceptance, or informational needs for this population. What does this paper add? This paper has shown that although vaccine refusal rates were low in this population, feelings of hesitancy remained. Women, those in younger age categories, those with previous vaccine hesitancy and those who felt they had not received adequate information had stronger vaccine hesitancy and higher refusal rates. What are the implications for practitioners? There is a need for tailored information and open communication regarding COVID-19 vaccines and people with cancer. There is an opportunity to build upon established relationships of trust between cancer patients and their clinicians. [ABSTRACT FROM AUTHOR]