Shortly after 10pm on Tuesday 22 May 2018, police were called to a property on Cloughfield Avenue following reports of a shooting.
Three men and a woman had been inside a property when shots were fired through a downstairs window.
The offender fled to a white car on Robert Hall Street which drove off in the direction of Phoebe Street.
A 26-year-old man was taken to hospital with injuries to his abdomen and has since been released.
Police have released the image of a man they want to speak to in connection with the incident.
Investigating officers believe the man could be from the Merseyside area.
Anyone who recognises the man or has any information on the incident should call police on 0161 856 9908 or the independent charity Crimestoppers, anonymously, on 0800 555 111.