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Living Longer, Living Better
Navigating, Leveraging and Measuring the Pathways to Longevity

Proposal architect & originating author Marschall S. Runge, M.D., Ph.D. Executive Vice President for Medical Affairs · CEO Michigan Medicine · Dean UMMS

aging-genomics mitochondria + inflammaging cardiorespiratory fitness BioButton real-time CRISPR Perturb-seq Oracle Health · Ellison

Aging-genomics is the natural extension of pharmacogenomics. Where pharmacogenomics asks which drug is right for which person, given their genome?, aging-genomics asks which way of living and which interventions are right for which person, given their genome, epigenome, mitochondrial state, and real-time physiology?

Data inputs
  • WGS nuclear + mtDNA + numts
  • EMHP methylation + chromatin + expression
  • BioButton HRV · sleep · activity · stress
  • CRF METs from exercise stress test
Three aims
  1. Aim 1 LCI · predict
  2. Aim 2 EMHP · profile
  3. Aim 3 Therapies · modulate
Closed loop

Measure → Model → Intervene → Re-measure — at the scale of Oracle Health (150 M EHR via Ellison Institute).

This proposal grounds longevity research in rigorously-validated biomarkers and longitudinal data — not the silver-bullet rhetoric of the longevity-influencer marketplace.

Three aims deliver a closed-loop measure → model → intervene → re-measure system at the scale of Oracle Health.

— premise from Marschall Runge's two source drafts (see below)

Read these first

Three doors into the proposal, ranked by how fast you can be on the same page as the team:

The three aims

Closed-loop precision longevity: measure → model → intervene → re-measure, with the rigor pharmacogenomics has brought to oncology and cardiology.

Aim 1 · Measure

LCI — Longevity & Cardiovascular Health Index

A clinically-deployable predictive index integrating nuclear and mitochondrial WGS, cardiorespiratory fitness (METs from exercise stress testing), standard clinical risk factors, and continuous BioIntelliSense BioButton physiology (HRV, sleep architecture, activity, stress signatures).

Cohorts: MGI (~90K UM patients) · MPOG (Kheterpal, millions of records, 85+ hospitals) · DoDSR / USAFSAM / Cooper / VETS (federal exercise-stress-test cohorts) · Oracle Health 150M EHR (Ellison Institute partnership).

Outcome: Patented Ellison-branded diagnostic algorithm embedded in Oracle Health clinical decision-support, population-health, and employer/payer products.

Aim 2 · Model

EMHP — Epigenetic & Mitochondrial Health Panel

Phase 1: focused inflammatory + mitochondrial-regulator panel (NLRP3, ASC, caspase-1, IL-6, IL-1β, TNF-α, sirtuins, GDF-15, FGF-21) calibrated against BioButton-captured behavioral and physiologic states (sleep deprivation, exercise bouts, acute illness, stress weeks, restorative vacations).

Phase 2: genome-wide methylation (EPIC arrays, RRBS/WGBS), chromatin profiling (ATAC-seq, ChIP-seq), and CRISPR Perturb-seq in patient-derived iPSCs for causal-flow discovery — distinguishing biomarkers from actionable therapeutic targets.

Outcome: CLIA/IVD blood-based panel with OCI-hosted interpretive software outputting epigenetic age, biological-age trajectory, and intervention response.

Aim 3 · Intervene

Targets, Therapies & Precision Longevity Programs

Network analysis prioritizes epigenetic enzymes (DNMTs, TETs, HDACs, sirtuins) and mitochondrial regulators for therapeutic modulation. Drug discovery uses EMHP + LCI as pharmacodynamic readouts and BioButton as continuous responder-monitor.

The aging-genomics decision framework (architected by Athey, pharmacogenomics-analogous) integrates genotype + epigenotype + LCI + BioButton phenotypes to output individualized lifestyle prioritization (sleep / movement / stress / diet / social-purpose) and therapeutic-candidate identification.

Integration: Oracle Health clinical workflows, EIT-affiliated longevity clinics, employer/payer offerings.

Mechanistic core

Mitochondrial-inflammaging axis: dysfunctional mitochondria release mtDNA-DAMPs and reactive oxygen species, activating the NLRP3 inflammasome / NF-κB and chronic inflammation that accelerates aging. Lifestyle modulates this axis through epigenetic regulation. Maternal mtDNA inheritance + numts (Mills's numtogenesis methodology) layer a largely-overlooked genetic dimension on top of the canonical Ballinger-Runge mtDNA-atherosclerosis story.

At a glance — eight figures

The platform's mechanisms, study design, and program timeline rendered as auto-generated figures (matplotlib; PDF + PNG live in figures/ and rebuild on every push).

Closed-loop platform schematic with 4 inputs feeding 3 aims and a re-measure feedback loop.
Figure 1. Aging-genomics closed-loop architecture. Four data inputs (WGS, EMHP, BioButton, cardiorespiratory fitness) feed three aims; outputs validate against the Oracle Health 150M EHR via the Ellison Institute partnership and feed back into iterative measurement.
Cohort tiers from 15K WGS training cohort to 150M Oracle Health, log-scale horizontal bars.
Figure 2. Five orders of magnitude of human longevity data, anchored at the WGS-rich Aim 1 training cohort and validated at population scale through Oracle Health.
Side-by-side cycle diagrams: vicious cycle of mitochondrial dysfunction → inflammaging on the left, virtuous cycle of lifestyle → mitochondrial resilience on the right.
Figure 3. The mechanistic spine. Left: dysfunctional mitochondria release mtDNA-DAMPs and ROS, activating NLRP3 / NF-κB and chronic inflammation that drives senescence, tissue damage, and accelerated aging. Right: lifestyle inputs (activity, diet, sleep, social) drive mitochondrial biogenesis, mtDNA repair, ROS attenuation, and inflammation suppression — the virtuous cycle of healthspan extension. Maternal mtDNA inheritance + numts (Mills) determine the starting equilibrium.
Three-generation pedigree showing mtDNA passing only through the maternal line in red, and numts integrating bi-parentally in blue dashed lines.
Figure 4. Maternal mtDNA inheritance + numts. mtDNA is transmitted exclusively through the maternal line (red); numts (mtDNA fragments integrated into the nuclear genome, characterized methodologically by Mills) are bi-parentally inherited (blue dashed). The mother's mitochondrial template determines the offspring's mitochondrial starting equilibrium; numts add a nuclear layer that may modulate cellular regeneration.
Timeline showing BioButton continuous physiologic stream above a time axis, with paired blood-draw events at baseline, sleep deprivation, exercise, stress weeks, illness, and vacation.
Figure 5. The BioButton-paired-blood-draw design (Aim 2 Phase 1). Continuous BioIntelliSense BioButton physiologic data (HRV, sleep, activity, temperature, stress) above the timeline; strategically-timed blood draws below capture EMHP small-panel readouts (methylation, expression, circulating proteins, metabolites) at defined behavioral and physiologic states. Acute responses to real-world stressors identify resilience-vs-vulnerability phenotypes that static lifestyle variables cannot.
EMHP gene panel grouped into six categories (cytokines, inflammasome, vascular inflammation, mitochondrial biogenesis, sirtuins, stress markers) with three readout layers below.
Figure 6. EMHP Phase 1 panel composition. Each gene is quantified across three orthogonal readout layers — DNA methylation at promoter / enhancer CpGs (EPIC array), expression (targeted RNA-seq / qPCR), and circulating protein or metabolite (Luminex multiplex / metabolomics). The panel is pruned to a high-signal subset after Phase 1 modeling; Phase 2 expands to genome-wide methylation and chromatin profiling.
Five-step pipeline: iPSC reprogramming, CRISPR guide library, lentiviral pool delivery, single-cell RNA-seq, causal-flow analysis, with output of a ranked target list.
Figure 7. CRISPR Perturb-seq workflow (Aim 2 Phase 2). Patient-derived iPSCs are differentiated to immune / vascular lineages; a focused CRISPR guide library (EMHP-prioritized genes plus extended network neighbors) is delivered by lentiviral pool; single-cell RNA-seq quantifies guide identity and downstream transcriptomic response per cell. Causal-flow analysis distinguishes upstream regulators (actionable therapeutic targets) from downstream reporters (biomarkers only).
Year-by-year program gantt chart with three phase backgrounds (Discovery 1-3, Product 4-6, Launch 7+) and 14 task bars covering aims, IP, regulatory, and commercial launch milestones.
Figure 8. Program milestone timeline aligning the three Specific Aims with the 3-phase commercialization roadmap. Discovery (Years 1–3) executes the aims and files initial patents; Product (Years 4–6) refines EMHP into a clinical-grade IVD with FDA 510(k) / de novo and CE Mark dossiers, plus pre-clinical drug lead optimization; Launch (Years 7+) deploys EMHP through Oracle Health and longevity-clinic channels, advances therapeutic candidates through clinical trials.

Tables

Four auto-generated reference tables. Full versions on the standalone tables page; LaTeX sources in tables/ for direct inclusion in long-form variants.

Every variant, ready to download

28 funding-mechanism PDFs are bundled directly into this site — no GitHub round-trip, click and read. CI rebuilds them all on every push to main. Word counts are current build (long-form variants are intentionally over their nominal page budget; trim at submission time).

Long-form Research Strategy 🔧 trim at submission

The full proposal: 3-aim Research Strategy + Significance + Innovation + Environment + Commercialization roadmap + 8-section NIH-required Appendix + 6 PI biosketches.

R01 (standard 12-page)

12 pages · ~6,171 words · NIH

Standard NIH R01 Research Strategy. Same content as NIA R01 with mechanism-neutral framing — the right fit if NHLBI or NIGMS is the better study-section match for the cardiovascular-translation angle.

Best for: NHLBI / NIGMS / NIDDK study-section reviewers.

⬇ Download PDF

U19 multi-PI center grant

~6,235 words · NIA U19

NIA U19 Specialized Center format — adds a Project Synopsis section, Multi-PI Leadership Plan, and explicit core/sub-project structure. Best fit for a coordinated 5-PI center submission.

Best for: a coordinated multi-PI center submission (Kunkel + Athey + Kheterpal + Runge + Mills).

⬇ Download PDF

CPRIT Research Program

~6,171 words · Texas CPRIT RP

Texas Cancer Prevention and Research Institute format. Long-form Research Strategy with cancer/age-related-disease emphasis (cellular senescence, SASP, somatic mosaicism connection to oncogenesis).

Best for: a Texas-based co-investigator or partnership angle.

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Mid-page philanthropic + R21 📝 wired · maturing

Compact 5-8 page formats with abstract + compact aims + significance + innovation + environment + commercialization. Suitable as-is for soft-commitment outreach; trim modestly at submission.

R21 — exploratory

6 pages · ~3,022 words · NIH

NIH R21 Exploratory/Developmental Research format. Best framed as a proof-of-concept BioButton + small-panel EMHP pilot in MGI sub-cohorts.

Best for: testing one piece of the platform (EMHP Phase 1 pilot) before the full R01.

⬇ Download PDF

Hillblom Network

~3,636 words · Larry L. Hillblom Foundation

Hillblom-network grant format. California-and-aging-research emphasis suits the Hillblom Foundation's mission. Adds 3-PI biosketches.

Best for: California-aging-research network outreach.

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Buck Fellowship

~3,636 words · Buck Institute

Buck Institute Fellowship format. Strong fit for the program's longevity-and-healthspan focus; Buck is one of the most natural philanthropic partners.

Best for: Buck Institute fellowship application or partnership.

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Astera Institute

5 pages · ~3,022 words · philanthropic

Astera Institute philanthropic-research format. 5-page structure with strong focus on platform-versus-pathway distinction.

Best for: Astera-aligned cohorts (high-tech, platform-thinking philanthropy).

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Longevity Impetus

~3,022 words · Impetus Grants

Impetus Grants longevity-research format. Anti-influencer-hype framing resonates with Impetus's evidence-first mission.

Best for: Impetus's quarterly longevity-research call.

⬇ Download PDF

AFAR (American Federation for Aging Research)

~3,022 words · AFAR

AFAR research-grant format. Established aging-research foundation; strong fit for the mtDNA-inflammaging mechanistic core.

Best for: AFAR research-grant cycle.

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NSF aging supplement

Intellectual Merit + Broader Impacts · NSF format

NSF Project Summary format with explicit Overview + Intellectual Merit (3 methodological advances) + Broader Impacts (5 dimensions: public health relevance, training, diversity-in-research-populations, open science, distinguishing-rigorous-from-hype, commercialization with public-health intent).

Best for: existing NSF awardee adding an aging supplement.

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Additional NIH + agency mechanisms 🔧 long-form

More NIH and federal-agency mechanisms covering the same scientific spine. Trim per mechanism's nominal page budget at submission.

NIH P01 (Program Project)

multi-PI · NIH

NIH P01 Program Project Grant format. Closer to U19 than R01 in scope; multiple coordinated projects under shared administrative + analytical cores.

Best for: 3-project center submission anchored to the LCI / EMHP / Therapies aims.

⬇ Download PDF

NIH T32 training grant

institutional training · NIH

Training-program-focused application (not recycled R01). Project Summary + 4 Specific Aims of the training program (cross-axis recruitment, training environment, K99/R00 pipeline, diversity recruitment) + Research Training Plan + biosketches.

Best for: training pipeline at the inflammation × computational-medicine intersection.

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ARPA-H

Heilmeier Catechism · milestone-based

Leads with full Heilmeier Catechism (9 questions ARPA-H program managers ask): what / how-today / what's-new / who-cares / what-difference / risks / cost / time / mid-term-and-final-exams. Year 1 / 3 / 5 / 7 milestones with go/no-go criteria.

Best for: ARPA-H solicitation that values operational delivery + commercial translation.

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DARPA Biological Technologies Office

Heilmeier Catechism · operational resilience

DARPA-BTO Heilmeier Catechism format with operational-resilience framing. Same 9-question structure as ARPA-H, with explicit Year 1 / 3 / 5 / 7 milestones and risk-mitigation enumeration that DARPA program managers expect.

Best for: DARPA solicitation aligned with operational performance and recovery metrics.

⬇ Download PDF

Philanthropic + investigator awards 📝 mid-page

Direct-application philanthropic and investigator awards with mid-page abstracts and 3-PI biosketches.

HHMI Investigator

candidate-centric · single-PI

Investigator-centric (HHMI funds people, not projects). Athey-as-candidate vision: chromatin → BD2K → pharmacogenomics decision support → aging-genomics paradigm extension. 10-year vision and program-leadership framing relative to Marschall (architect) + Kunkel (PI) collaborations.

Best for: long-horizon HHMI Investigator nomination.

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Schmidt Futures

platform pitch · theory of change

Foundation-grant format with explicit theory of change (the field is not technology-limited; it is disciplined-translation-limited), why-this-team (mechanism + infrastructure + translation), per-phase deliverables, and a flexible mechanism-appropriate ask.

Best for: Schmidt Futures longevity / health-platform call.

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Open Philanthropy

platform pitch · evidence-first

Open Philanthropy format with the same theory-of-change framing. Anti-influencer-hype framing matches Open Phil's empirical bar; explicit causal logic from funding gap to deployed deliverables.

Best for: Open Philanthropy longevity-research call.

⬇ Download PDF

Wellcome Leap Healthspan

platform pitch · milestone-based

Foundation-grant platform pitch combined with the milestone-driven Research Strategy. Wellcome Leap's mission alignment + per-phase deliverables mirror ARPA-H's program-management style.

Best for: Wellcome Leap Healthspan solicitation.

⬇ Download PDF

Output-format variants ✅ alternative renderings

Same proposal content rendered as different output formats for non-grant uses: presentation deck, poster, lay summary, executive briefing.

Beamer presentation deck

14 slides · 16:9 widescreen · beamer (metropolis)

Real LaTeX-beamer slide deck (not an article rendered as slides) — title · the question · aging-genomics framing · mechanism · three aims · cohort tiers · commercialization roadmap · team · asks · dashboard CTA. Source: extras/beamer_deck.tex.

Best for: 15-minute pitch to a candidate sponsor or collaborator.

⬇ Download PDF

Large-format poster

A0 landscape · 1189 × 841 mm · beamerposter

Real A0-landscape conference poster (not a 5-page letter) — three columns: framing + mechanism · aims + cohort tiers + BioButton design · EMHP panel + commercialization roadmap + dashboard. Source: extras/poster_large.tex.

Best for: ASHG, AAIC, or other longevity-relevant scientific meeting.

⬇ Download PDF

Press release / lay summary

2pp · non-technical · press-office-ready

Hand-authored lay-friendly summary (5 sections: what it is in plain language · what we will measure · what we will deliver · why now · why Michigan). Distinct from the technical Project Summary — this one is press-office-ready, with no jargon and no methodology weeds.

Best for: press office, donor briefs, public-facing announcements.

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Cabinet briefing

internal · governance review

Hand-authored Michigan Medicine cabinet briefing: one-sentence summary · strategic context (market, distinctive assets, partnership leverage) · funding strategy · 4 recommended decisions for governance review (first submission, multi-PI delegation, partnership terms, resource commitments).

Best for: Marschall's briefing materials for governance / cabinet conversations.

⬇ Download PDF

Publication framing ✅ ready-to-read

Nature Aging Perspective

~3,500 words · 8-section Perspective draft

Hand-authored Perspective essay arguing that aging-genomics is the natural extension of pharmacogenomics. Sections: longevity question is no-longer-hypothetical · paradigm extension · what's technically tractable now · what remains hard · platform program structure · why framing matters · acknowledgements.

Best for: establishing the conceptual frame in a high-visibility venue, as companion piece to the funded grant.

⬇ Download PDF

Short-form ✅ submission-ready as-is

1-2 page versions for cold outreach, executive briefings, and pre-application screens. No further trimming required.

Hevolution pre-application

~1,155 words · 2 pages · Hevolution Foundation

Hevolution Foundation pre-application format. Saudi-funded longevity foundation — substantial budgets, evidence-first orientation matches the proposal's anti-hype framing.

Best for: Hevolution's letter-of-intent stage.

⬇ Download PDF

Cold-outreach concept

~1,155 words · 2 pages · PI recruiting

2-page concept paper for cold outreach to potential collaborators (additional cohort holders, philanthropic partners, technology companies). Heavy on "aging-genomics extends pharmacogenomics" framing.

Best for: introductory emails to new collaborators.

⬇ Download PDF

Executive summary

~419 words · 1 page · non-technical

Single-page non-technical summary for senior leadership, board members, or philanthropic sponsors who need the core idea without the methodology weeds.

Best for: board prep, donor briefs, leadership read-aheads.

⬇ Download PDF

Standalone Aims page

~222 words · 1 page · printable handout

Single-page Specific Aims, formatted as a printable handout. The fastest way to communicate the proposal's three aims at a glance.

Best for: hallway conversations, conference handouts, lab-meeting circulation.

⬇ Download PDF

Commercialization roadmap

Three phases spanning years 1–7+ with explicit IP, regulatory, and partnership milestones at each stage.

Phase 1 · Years 1–3

Discovery & Pre-Validation

Execute Aims 1–3. Deliverables: prioritized biomarker lists, prototype EMHP panel, prioritized therapeutic-target list. Initial patents on biomarker panels and target-modulation methods.

Phase 2 · Years 4–6

Product Development & Regulatory

EMHP refined to clinical-grade IVD. FDA 510(k) or de novo + CE Mark dossiers. Pre-clinical drug lead optimization with EMHP and LCI as pharmacodynamic readouts and BioButton as continuous responder-monitor.

Phase 3 · Years 7+

Commercial Launch & Therapeutic Translation

EMHP launched via Oracle Health and longevity-clinic channels. Personalized longevity programs licensed to employer/payer wellness programs. Therapeutic candidates advance through Phase 1–3 trials.

Where we are

Quick status across the eleven things that gate a real submission.

3-aim Research Strategy prose

Drafted from Marschall's source documents. Long-form variants build at ~6,200 words; mid-page at ~3,000.

26 atom-built variants + 2 hand-authored format-specific (beamer, A0 poster) = 28 PDFs

All compile in CI on every push. Direct downloads bundled into this dashboard.

References (refs.bib, 48 entries)

Populated from doc 1's reference list (inflammaging mechanism, mtDNA-atherogenesis foundation, epigenetic clocks, exercise epigenetics, partial reprogramming).

PI biosketches

Drafted from public bibliography (Personal Statement + Positions + Contributions to Science). Each PI replaces with current eRA-Commons-format version at submission.

Human-subjects appendix

Framework drafted (IRB strategy, HIPAA compliance, vulnerable-population coverage). Real IRB protocol architecture pending from Athey.

Multi-PI Leadership Plan

Drafted with cal-mo allocations and conflict-resolution escalation pathway. PIs to confirm allocations at submission time.

Data sharing & resource-sharing plan

Drafted with dbGaP + OCI controlled-access tiers. Specific dataset-by-dataset access governance pending Sachin's MPOG terms and Marschall's Ellison MOU.

Budget justification

Stub only. Real numbers need EVPMA office input (Marschall) and MPOG operational budget (Sachin).

Ellison & Oracle Health partnership terms

Pending Marschall confirmation of EIT MOU and Oracle Health 150M EHR access tier for Aim 1 LCI validation.

MPOG governance terms

Pending Sachin confirmation that MPOG governance supports BioButton-paired-blood-draw sub-cohorts and the EMHP discovery-cohort sampling design.

First submission target

Recommend NIA R01 (aging biomarker emphasis fits NIA program review). Steve and Brian to confirm as PI/co-PI.

Drafted, ready to read Draft in place, PI input needed Blocked on PI decision or external input

What we need from PIs

  1. Pick the first submission target. NIA R01 (aging biomarker) and the standard R01 are both content-complete. The 4-axis aging framing fits NIA program review better — Steve and Brian, your call as PI/co-PI; Marschall as senior collaborator can advise on Michigan Medicine sponsor letters.
  2. Sign-off pass on Aims and Abstract. Each PI read the linked Aims page (above) and Abstract (in any long variant) and post comments as GitHub issues (~30 min each).
  3. Biosketch refresh. Six PI biosketch atoms are in atoms/prose/biosketches/{kunkel, athey, kheterpal, runge, ballinger, mills}.md. Each PI replaces with their current eRA-Commons-format biosketch (Personal Statement + Positions + Contributions to Science + Research Support).
  4. Sachin — MPOG governance. Confirm MPOG governance terms supporting BioButton-paired-blood-draw sub-cohorts and the EMHP discovery-cohort sampling design.
  5. Marschall — Ellison / Oracle Health partnership terms. Confirm EIT MOU and Oracle Health 150M EHR access tier for Aim 1 LCI validation.
  6. Budget + IRB. budget_justification.md and human_subjects.md are stubs. Need real numbers from the EVPMA office (Marschall) and IRB protocol architecture (Brian).

Source documents (canonical)

Every prose atom, claim, and figure in this proposal traces back to one of these two source documents. If you find anything in the variant PDFs that contradicts these source drafts, the atoms are wrong — fix them, not the sources.

Authority directive: docs/sources/SOURCES.md. Doc 1 supplies the structural skeleton (3 aims, leadership, cohorts, references, commercialization roadmap); doc 2 supplies refinements (aging-genomics framing, BioButton, Perturb-seq, LCI/EMHP names, Ellison/OCI partnership).

Recent activity

Last 8 commits to main — auto-injected at every Pages deploy. Last build: 2026-05-12 21:15 UTC · target submission in 269 days.

All commits →

Inventory

28variant PDFs
8figures
4tables
34prose atoms
48references
3aims
7PIs & collaborators
5cohort sources
2Runge source drafts
3commercialization phases

Atom system: prose atoms compose into 26 atom-built variants + 2 hand-authored format-specific (beamer, A0 poster) = 28 PDFs via variants/*.yaml. Every push to main rebuilds all 26 atom-built PDFs in CI and republishes them; this dashboard then bundles them for direct download.