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MVMR vs vegan

A side-by-side editorial comparison of MVMR and vegan — release velocity, themes, recent moves, and the top alternatives to consider.

MVMR vs vegan: at a glance

FeatureMVMRvegan
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themesmendelian randomization, r, causal inference, geneticscommunity-ecology, ordination, deprecation, permutation-tests
Last editorial update1h ago49m ago
WebsiteVisit →Visit →

What is MVMR?

MVMR spent 2026 discovering its own estimators had been returning the wrong numbers

MVMR implements multivariable Mendelian randomization — conditional instrument strength, pleiotropy tests and heterogeneity-robust effect estimation from GWAS summary data. The package has been releasing steadily through 2026, and the substantive releases are all corrections rather than features. Two core routines were found to be computing the wrong quantity outright: qhet_mvmr() built weights from the minimised objective value instead of the minimiser, and strhet_mvmr() never minimised the Q-statistic at all.

Read the full MVMR trajectory →

What is vegan?

Community ecology's standard toolkit is retiring the functions a generation of scripts was built on.

vegan is the reference R package for ordination and diversity analysis in community ecology. The 2.7 line redesigned constrained ordination graphics from scratch, made adonis defunct in favor of adonis2, and moved permutation tests for partial RDA and db-RDA onto residualized predictors. The current 2.7-5 release is stabilization — parallel processing on Windows, ggvegan compatibility for tidy scores, and arrow label placement.

Read the full vegan trajectory →

MVMR vs vegan: editorial side-by-side

M
MVMR
ANALYTICS
0.0

MVMR spent 2026 discovering its own estimators had been returning the wrong numbers

◆ Current state

MVMR implements multivariable Mendelian randomization — conditional instrument strength, pleiotropy tests and heterogeneity-robust effect estimation from GWAS summary data. The package has been releasing steadily through 2026, and the substantive releases are all corrections rather than features. Two core routines were found to be computing the wrong quantity outright: qhet_mvmr() built weights from the minimised objective value instead of the minimiser, and strhet_mvmr() never minimised the Q-statistic at all.

◆ Where it's heading

This is a sustained audit, not a maintenance drift. Each release since February has fixed a specific analytical defect — omitted intercepts in the exposure-on-genotype regressions, a division by zero when a gencov list held exactly two variants, covariance matrices computed wrongly for matrix inputs, a spurious covariance warning — and several explicitly warn that reported values will differ from previous versions. The strhet_mvmr() rewrite to iteratively reweighted least squares also removes a combinatorial grid that could exhaust memory past three exposures, so the function is now usable as well as correct.

◆ Prediction

The corrections have been walking through the package function by function, and the ones with published fixes so far are the heterogeneity and covariance routines; the remaining untouched estimators are the natural next stop if the audit continues at this pace.

V
vegan
ANALYTICS
0.0

Community ecology's standard toolkit is retiring the functions a generation of scripts was built on.

◆ Current state

vegan is the reference R package for ordination and diversity analysis in community ecology. The 2.7 line redesigned constrained ordination graphics from scratch, made adonis defunct in favor of adonis2, and moved permutation tests for partial RDA and db-RDA onto residualized predictors. The current 2.7-5 release is stabilization — parallel processing on Windows, ggvegan compatibility for tidy scores, and arrow label placement.

◆ Where it's heading

Two long deprecation programs are converging. Plotting is being pushed out of the package: lattice functions are deprecated in favor of ggplot2 equivalents now living in ggvegan, a separate CRAN package, while vegan's own base graphics were rebuilt around independently configurable score types and pipe-based construction. Meanwhile the statistical core is being made internally consistent — add1 and drop1 no longer use different internal models, and summary is no longer an accepted route to ordination scores.

◆ Prediction

Expect the remaining lattice functions to go defunct and more plotting responsibility to shift to ggvegan, leaving vegan as the statistical engine with a thin base graphics layer.

Alternatives to MVMR and vegan

Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either MVMR or vegan.

See all MVMR alternatives → · See all vegan alternatives →

Recent activity from MVMR and vegan

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1mo agoMVMRMVMR rewrites strhet_mvmr() after finding it never minimised Q
  2. 1mo agoMVMRMVMR corrects qhet_mvmr() weights and three covariance bugs
  3. 2mo agoveganParallel processing stabilized, especially on Windows
  4. 3mo agoMVMRNew vignette on estimating phenotypic correlations
  5. 3mo agoMVMRMVMR 0.4.5
  6. 4mo agoMVMRMVMR 0.4.4
  7. 5mo agoveganLattice plotting deprecated as ggvegan reaches CRAN
  8. 5mo agoMVMRMVMR restores intercepts omitted from snpcov_mvmr() regressions
  9. 10mo agoveganPartial RDA permutation tests adopt residualized predictors
  10. 1y agoveganOrdination graphics rebuilt and adonis made defunct
  11. 1y agoveganRelease chasing undefined behavior in a C function
  12. 1y agoveganpca, ca and pco added for unconstrained ordination

Frequently asked questions

What is the difference between MVMR and vegan?

They serve adjacent needs but don't currently overlap on shipped themes. MVMR and vegan are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is MVMR better than vegan?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. MVMR and vegan are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to MVMR?

Top MVMR alternatives in Analytics are ranked by recent ship velocity. Browse the "MVMR alternatives" section above for the current picks, or visit /alternatives/mvmr for the full list with editorial commentary on each.

What are the best alternatives to vegan?

Top vegan alternatives in Analytics are ranked by recent ship velocity. Browse the "vegan alternatives" section above for the current picks, or visit /alternatives/vegan-r for the full list with editorial commentary on each.