BJP general secretaries Anil Jain and Saroj Pandey, its spokespersons Anil Baluni and G V L Narasimha Rao and entrepreneur Rajeev Chandrasekhar are among the candidates, according to a party statement.
Mr Rane had recently quit the Congress to join the BJP and has been rewarded with a ticket for the Upper House from Maharashtra. With ally Shiv Sena announcing a split in the alliance with the BJP for the next Lok Sabha polls, the party believes that his presence will strengthen its base in the state.
At a time it enjoys unprecedented strength in several state assemblies, which elect members to the Upper House, the party has put its faith in a number of relatively young leaders, including Mr Baluni and Mr Rao, who are set to make their debut as parliamentarians, while also keeping social arithmetic in mind.
It has opted for Kirori Lal Meena, an influential caste leader who had fought against it in the last Assembly polls in Rajasthan, as its candidate from the state where it is perceived to be facing anti-incumbency against the Vasundhara Raje government.
Almost all the candidates are certain to win due to the party's numerical strength in respective state assemblies, party sources said. However, it may face a fight in Maharashtra.
Mr Baluni, who heads the party's media departments, has been fielded from Uttarakhand while Mr Rao, a spokesperson and psephologist as well, will file his nomination from Uttar Pradesh.
Mr Rao hails from Andhra Pradesh, where the BJP's ties with its ally TDP have soured of late with the latter withdrawing its members from the central government.
Former Kerala BJP chief V Muralidharan will be its second candidate from Maharashtra.
Saroj Pandey, who had lost the Lok Sabha polls in 2014, has been fielded from Chhattisgarh, Madan Lal Saini from Rajasthan, Lt General D P Vats (retd) from Haryana, Kailash Soni and Ajay Pratap Singh from Madhya Pradesh, Chandrasekhar from Karnataka and Sameer Oraon from Jharkhand.
The choice of Mr Soni and Singh would help the party in the state going to the polls with Rajasthan and Chhattisgarh, party sources said. Chandrasekhar was last time elected to the Rajya Sabha as an independent candidate but has been a vocal supporter of the central government.
From Uttar Pradesh, where the party is set to win eight of the 10 seats going to the polls, its other candidates are Ashok Bajpai, who had quit the SP to join the BJP, former farmers cell chief Vijay Pal Singh Tomar, Sakal Deep Rajbhar, Kanta Kardam and Harnath Singh Yadav, besides Jain and Rao.
The party opted for a tribal candidate in Jharkhand to reach out to the Scheduled tribes.
The name of Finance Minister Arun Jaitley, besides a number of other Union ministers had figured in the first list of candidates announced on March 7.
Polls to elect 58 Rajya Sabha members are scheduled to be held on March 23 and the last date of filing nomination is tomorrow.