The Argentine striker was playing for Jose Mourinho's side in their Serie A clash with Lecce when he stepped up to take a penalty with the scores level at 1-1.
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Standing composed over the ball, Dybala stroked the penalty past goalkeeper Wladimiro Falcone to give Roma a 2-1 lead in the match, but immediately showed his discomfort.
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While heading off to celebrate, the striker grimaced as his teammates joined him before they started to look concerned themselves.
With the 28-year-old clutching his thigh, Dybala hobbled off the pitch and was immediately replaced by former Manchester United midfielder Nemanja Matic.
The forward looked certain to feature for Argentina in the upcoming World Cup which gets underway next month.
But, according to Roma boss Mourinho, it seems that Dybala's hopes of being passed fit are slim.
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Speaking to DAZN, Mourinho said: I say [Dybala is] bad, not to say very, very bad.
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"Unfortunately, it is more very bad than [just] bad."
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Asked if Dybala could return before the end of the year, Mourinho added: "I'm not a doctor and I haven't spoken to one, but from my experience, from what I understood from talking to Paulo, it [will be] difficult."