In his newly-released autobiography 'Resilient', Johnson suggested things were so bad that some teammates did not want to play, with cracks emerging after veteran Ponting called it quits in late 2012.
"The dynamics definitely changed. It became more groups in the team. It wasn't a team. There was different little factions going on and it was very toxic," Johnson told Fox Sports News late Thursday.
"It just built very slowly but everyone could see it, everyone could feel it and nothing was being done at that time."
Arthur was eventually sacked before the side's next Test campaign, the 2013 Ashes. It was reported during that tour that Arthur alleged Clarke had described senior teammate Shane Watson as "a cancer on the team".
Clarke was back in the headlines last week following the release of his autobiography, which revisited his run-ins with Watson and Simon Katich.
Katich, meanwhile, denied Clarke's claims the two were now friends following a volatile showdown between the pair in the Sydney Cricket Ground changing rooms after a Test win in 2009.
"(Our relationship) has been non-existent, so to suggest we are mates now after everything that has happened is a bit of a stretch," said Katich.
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