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MVMR vs rncl

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

MVMR vs rncl: at a glance

FeatureMVMRrncl
SectorAnalyticsAnalytics
Velocity score0.02.5
Sparks · 30d00
Top themesmendelian randomization, r, causal inference, geneticsphylogenetics, file-parsing, cran-maintenance, c++
Last editorial update1h ago57m 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 rncl?

A phylogenetics parser on life support, shipping only what CRAN's compilers demand.

rncl wraps the Nexus Class Library so R can read Newick and NEXUS tree files. Every release since 2016 has been custodial: 0.8.9 exists solely to pull upstream NCL changes so the bundled C++ compiles under the C++20 standard. No user-facing function has changed in close to a decade.

Read the full rncl trajectory →

MVMR vs rncl: 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.

R
rncl
ANALYTICS
2.5

A phylogenetics parser on life support, shipping only what CRAN's compilers demand.

◆ Current state

rncl wraps the Nexus Class Library so R can read Newick and NEXUS tree files. Every release since 2016 has been custodial: 0.8.9 exists solely to pull upstream NCL changes so the bundled C++ compiles under the C++20 standard. No user-facing function has changed in close to a decade.

◆ Where it's heading

The release cadence tracks toolchain deprecations rather than user demand: gcc 12 removing binary_function in 2022, a deprecated Rcpp call in 2025, C++20 in 2026. The package is maintained as a stable parsing dependency for phylogenetics tooling, and the goal visible in these entries is keeping it installable, not extending it.

◆ Prediction

Expect the next release only when a compiler or CRAN policy change breaks the build again; nothing in these entries points to new parsing features.

Alternatives to MVMR and rncl

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 rncl.

See all MVMR alternatives → · See all rncl alternatives →

Recent activity from MVMR and rncl

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

  1. 15d agornclNCL sources refreshed for C++20 compilation
  2. 1mo agoMVMRMVMR rewrites strhet_mvmr() after finding it never minimised Q
  3. 1mo agoMVMRMVMR corrects qhet_mvmr() weights and three covariance bugs
  4. 3mo agoMVMRNew vignette on estimating phenotypic correlations
  5. 3mo agoMVMRMVMR 0.4.5
  6. 4mo agoMVMRMVMR 0.4.4
  7. 5mo agoMVMRMVMR restores intercepts omitted from snpcov_mvmr() regressions
  8. 8mo agornclDeprecated Rcpp call removed in maintenance release
  9. 4y agornclBuild fixed for gcc 12 and clang 14
  10. 6y agornclMaintenance release clearing CRAN check warnings
  11. 8y agornclCRAN check notes and warnings cleared
  12. 9y agornclSingleton removal moves to C++ for a 3x speedup

Frequently asked questions

What is the difference between MVMR and rncl?

They serve adjacent needs but don't currently overlap on shipped themes. rncl is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is MVMR better than rncl?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. rncl is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. 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 rncl?

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