As the global population grows and ages, the highest toll will be among women in poor and middle-income countries, it said, and much of it from cancers which are largely preventable.
"Most of the deaths occur in young- and middle-aged adults,", placing a heavy burden on families and national economies, said Sally Cowal, senior vice president of global health at the American Cancer Society, which compiled the report with pharmaceutical company Merck.
Cancer is already killing one in seven women around the world, said the report - the second highest cause of death after cardiovascular disease.
All four of the deadliest cancers - breast, colorectal, lung and cervical cancer - are mostly preventable or can be detected early, when treatment is more successful.
In poorer countries, a much smaller proportion of cancer cases are diagnosed and treated than in rich ones, while a much bigger group dies.
Women in these countries are also increasingly exposed to known cancer risk factors "associated with rapid economic transition," said Cowal, "such as physical inactivity, unhealthy diet, obesity, and reproductive factors" such as postponing motherhood.
"Due to these changes, cancers that were once common only in high-income countries are becoming more prevalent," said the report entitled "The Global Burden of Cancer in Women."
It was presented today at the World Cancer Congress in Paris.
According to the International Agency for Research on Cancer, there were 6.7 million new cancer cases and 3.5 million deaths among women worldwide in 2012.
"These numbers are expected to increase to 9.9 million cases and 5.5 million deaths among females annually by 2030 as a result of the growth and ageing of the population," said the new report.
The biggest concentration is in eastern Asia, with 1.7 million cases and a million deaths in 2012, mainly in China.
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