Sample Multiplexing Addendum

Strengths and Drawbacks of Available Options

This page is a supplement to our post describing the distinctions between sample multiplexing and library multiplexing in single cell RNA-seq. Please see that page for more information.

Hashtagging/Antibody-Based Sample Multiplexing

  • Extensive use history in publications going back to 2018; well-supported by vendors like BioLegend
  • Greater flexibility in terms of how many samples can be multiplexed into a single GEM reaction
  • Requires compatible antibodies for your sample type
  • While it can greatly reduce reagent costs for the core RNA-seq library preparation, it does come with additional financial costs for antibodies and related reagents for staining the cells
  • Adds some new costs to the library preparation since it requires additional reagents to prepare a parallel library for the cell surface protein oligo tags (though overall you will likely still save a lot of money on reagent costs)
  • Requires additional time investment, both during protocol development (to optimize staining conditions) and during sample preparation for the single cell experiment (to stain and wash the cells)
  • BioLegend staining protocols assume an available input of 1,000,000+ cells, which may not be possible for certain sample types/experiments

Sample Multiplexing in the 10X Genomics Flex (Fixed Sample) Assay

  • While the sample preparation itself requires an additional fixation kit from 10X Genomics, the multiplexing is achieved without time/financial investment in developing a procedure to label the cells as in hashing experiments
  • The multiplexing barcodes are built into the assay and do not require the generation of secondary libraries as in hashing experiments
  • Only available for human and mouse samples (or possibly some very closely related species) without substantial time and monetary investment in development of custom probe sets
  • “Use it or lose it” multiplexing requires fully-multiplexed reactions (typically in groups of four or sixteen) in order to utilize full value of kit

On-Chip Multiplexing (OCM) in 3′ and 5′ Gene Expression Assays

  • From the submitting lab’s perspective, the OCM assays do not require any additional sample handling
  • The starting number of cells per sample required is much lower (though this fact can be deceptive – the required concentration in cells/uL is as high as in the standard/non-OCM assays)
  • Relatively cheap at ~$9,000 for a 16-reaction kit versus ~$24,000 for a 16-reaction kit of standard/non-OCM reagents (per April 2025 pricing)
  • Like with Flex, does not require the preparation of a secondary library containing multiplexing barcodes
  • Only supports a maximum of 5,000 cells recovered per sample. Samples can be loaded multiple times to increase this number, but this rapidly erodes the price benefit for the kit.
  • Like Flex, the multiplexing is “use it or lose it” and requires enough samples to make the run fully multiplexed in order to use the full value of the kit
  • The input volume per sample is capped at ~9 uL, so the OCM assays are not compatible with very low cell number “sort-and-load” projects