Australia Monday said it was deeply concerned about an Australian-trained doctor who appears in an Islamic State (ISIS) propaganda video which urges other medical professionals to join the jihadists.

The slick video, uploaded to YouTube, shows a man who identifies himself as Abu Yusuf explaining that he traveled to the city of Raqa in Syria to use his medical skills to help the ISIS cause, reports AFP.

Australian media widely reported that he was Tareq Kamleh, an Adelaide-trained doctor.

"I saw this as part of my jihad for Islam to help the Muslims in the area that I could, which is in the medical field," he said in the video, in a broad Australian accent.

"I wish I'd come a lot sooner."

More than 100 Australians are believed to be fighting with jihadists in Iraq and Syria, and Foreign Minister Julie Bishop said a medical professional joining them was a worrying development.

"This is a deep concern," she told ABC radio. "This is clearly another vile attempt by Daesh to try to entice Australians and others to put themselves at risk." Daesh is an Arabic abbreviation for ISIS.

"Joining Daesh doesn't help the people of Syria and Iraq, it helps the terrorist organization that's on a murderous rampage killing Muslims and non-Muslim people in their way," she added.

Bishop said that anyone joining Islamic State, associating with it, recruiting for jihadists or offering finance could be jailed for up to 25 years.

"So while I can't comment on the circumstances of the individual, and you'll appreciate why, we will continue to point out that this is a murderous terrorist organization. It is unlawful for Australians to be involved in any way," she said.

Without naming Kamleh, Immigration Minister Peter Dutton told reporters a 29-year-old Australian male departed Adelaide on March 10.

"The report...in relation to an Australian doctor going to serve ISIL in Syria is deeply disturbing," he said, using another acronym for ISIS.

"Any doctor in this country takes an oath to protect patients to save lives," said Dutton. "For an Australian doctor to go - to sign up with this group of bandits, people who are murdering, raping, killing people in the Middle East in the name of ISIL - is something that our country can't tolerate."

Australia raised its terrorist threat level to "high" last September and has since carried out a series of counter-terrorism raids, most recently this month when two men were charged with planning an attack.

Alarm has been fueled by the departure of dozens of Australians to fight in Iraq and Syria.