Ibrahim Zadran, Najibullah Zadran, and the wicketkeeping duo of Rahmanullah Gurbaz and Mohammad Ishaq were the only four frontline batters in the squad unveiled on X on Tuesday night.
Afghanistan will hope the presence of allrounders Azmatullah Omarzai, Mohammad Nabi, Gulbadin Naib, Karim Janat and Nangeyalia Kharote will add depth to their batting.
Mujeeb-ur-Rahman and Noor Ahmad will join Rashid and Nabi in Afghanistan's formidable spin attack, which is likely to be key to their performance at the tournament.
Top-order batter Hashmatullah Shahidi, who led Afghanistan in the 50-overs World Cup in India last year, did not make the squad.
Afghanistan begin their Group C campaign against Uganda on June 3. The top two teams from the group, which also include New Zealand and West Indies, will advance to the Super 8 stage.
Afghanistan squad: Rahmanullah Gurbaz, Ibrahim Zadran, Azmatullah Omarzai, Najibullah Zadran, Mohammad Ishaq, Mohammad Nabi, Gulbadin Naib, Karim Janat, Rashid Khan (captain), Nangyal Kharoti, Mujeeb Ur Rahman, Noor Ahmad, Naveen-ul-Haq, Fazalhaq Farooqi, Fareed Ahmad Malik.
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