The best replacement for longitudinal is cross sectional.

The best alternatives to longitudinal are rated as following:
★★★★★  cross sectional
★★★★★  transverse waves
★★★★  transverse
★★★  cross sectional studies
★★  lateral
★  transverse engine
★  cross sectional study
★  transverse axis
★  cross-sectional
★  cross sectional research
★  time series
★  latitudinal
★  transverse ultrasound
★  repeated measures
★  cross-sectional research
  cross sectional design
  transverse wave
  panel data
  cross-sectional studies
  perpendicular recording
  cross section
  sagittal
  cohort
  cross-sectional designs
  axial
  cross-sectional study
  transversal

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longitudinal
cross sectional
transverse waves