Partitioned point-to-point communication and persistent collective communication were both recently standardized in MPI-4.0. Each offers performance and scalability advantages over MPI-3.1-based communication when planned transfers are feasible in an MPI application. Their merger into a generalized, persistent collective communication with partitions is a logical next step, with significant advantages for performance portability. Non-trivial decisions about the syntax and semantics of such operations need to be addressed, including scope of knowledge of partitioning choices by members of the communicator's group(s). This paper introduces and motivates proposed interfaces for partitioned collective communication. Partitioned collectives will be particularly useful for multithreaded, accelerator-offloaded, and/or hardware-collective-enhanced MPI implementations driving suitable applications, as well as for pipelined collective communication (e.g., partitioned allreduce) with single consumers and producers per MPI process. These operations also provide load imbalance mitigation. Halo exchange codes arising from regular and irregular grid/mesh applications are a key candidate class of applications for this functionality. Generalizations of lightweight notification procedures MPI_Parrived and MPI_Pready are considered. Generalization of MPIX_Pbuf_prepare, a procedure proposed for MPI-4.1 for point-to-point partitioned communication, are also considered, shown in context of supporting ready-mode send semantics for the operations. The option of providing local and incomplete modes for initialization procedures is mentioned (which could also apply to persistent collective operations); these semantics interact with the MPIX_Pbuf_prepare concept and the progress rule. Last, future work is outlined, indicating prerequisites for formal consideration for the MPI-5 standard.