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. Author manuscript; available in PMC: 2024 Feb 1.
Published in final edited form as: Acad Radiol. 2022 Dec 1:S1076-6332(22)00585-2. doi: 10.1016/j.acra.2022.10.026

Table 4.

Advantages and disadvantages of the use of retrospective and prospective data in mp QIB development.

Type of Study Advantages Disadvantages
Retrospective
  • Large databases that include patients over a broad range of disease severity and patient demographics

  • Existence of healthy normal controls in a known-groups proof-of-concept analysis

  • Data collection already done

  • Ability to use other analyses to inform on the desired objectives

  • Can sometimes use patient data to match the desired intended use patient profile

  • Cost may be less than the cost of a prospectively designed study.

  • May be only method of acquiring sufficient data on rare disease populations

  • Databases may be private with restricted access and restrictions on use

  • Subjects are not typically randomized and control of biases not guaranteed or may not even be possible

  • Healthy controls not always available requiring a prospective collection that would match the database

  • Influenced by other analyses

  • Patient population may not be equivalent for the intended use of the mp-QIB

  • May not be able to conduct an external cross-validation requiring prospectively acquired data with different patient population

Prospective
  • Can specify the subject population(s)

  • Greater control of bias if the sample size is sufficiently large

  • Greater trust in the results

  • Piggyback on current therapeutic intervention study can provide data for known-groups validity on measuring disease progression versus known or standard of care intervention (SOC)

  • Does not require external organizational approval with restricted use.

  • Expensive and requires all of the costs with study start-up and recruiting that can be

  • Slow recruitment when there is no therapeutic benefit can stop a study

Combination Retrospective-then-Prospective85
  • Uses available data for mp-QIB development and prospectively acquired data for validation

  • Retrospective data analysis can provide information on the optimal patient inclusion/exclusion criteria in the prospective study

  • Prospective numbers and data costs minimized when used as validation compared to use as both development, testing and validation

  • Requires that both types of data be available