{ "report_id": "theme_healthcare_technology_and_aging_demand_node_life_science_tools_ai_discovery", "report_type": "theme_value_chain_node", "site_path": "themes/healthcare-technology-and-aging-demand/nodes/life-science-tools-and-ai-discovery/index.html", "title": "Life-Science Tools And AI Discovery", "as_of": "2026-06-13", "generated_at": "2026-06-13T13:25:00-07:00", "freshness": { "price_data_as_of": "2026-06-12", "daily_ohlc_latest": "2026-06-12", "chart_interval": "weekly", "knowledge_reviewed_as_of": "2026-06-12", "web_research_as_of": "2026-06-13", "report_api_status": "validated_TMO_weekly_chart_route_http_200_rows_resolved_2026_06_12_after_loopback_escalation" }, "revision": { "version": 3, "updated_label": "Reviewed Life-Science Tools And AI Discovery API chart validation and source wording", "metadata_path": "themes/healthcare-technology-and-aging-demand/nodes/life-science-tools-and-ai-discovery/report.json", "curation_source": "manual ten-primary-subagent tournament, one merge/select subagent, read-only discovery, local knowledge lanes, and official web/source checks" }, "node": { "slug": "life-science-tools-and-ai-discovery", "order": 7, "level": "L2 tools and AI-discovery route", "role": "Routes aging-linked disease demand into lab tools, CRO work, clinical software, omics, computational discovery, and AI-biology proof.", "description": "This node ranks public companies that convert aging-linked research, diagnostics, and clinical-development demand into lab instruments, recurring consumables, sequencing and spatial data workflows, CRO backlog, real-world evidence, and computational discovery software. It keeps durable research in knowledge lanes and does not duplicate the dedicated AI-enabled biology theme." }, "ticker_baskets": { "core": [ "TMO", "DHR", "A", "ILMN", "WAT", "IQV", "MEDP", "SDGR", "QGEN", "TXG" ], "option": [], "watch": [] }, "ranking_method": { "primary_rule": "Rank by paid node economics and source-backed exposure first, then recurring mix, cash quality, customer-funding sensitivity, AI-discovery proof, and technical timing.", "subagent_process": { "primary_subagents": 10, "merge_select_subagents": 1, "replacement_primary_used": true, "replacement_note": "One original primary agent exhausted context before returning a usable answer and was replaced before merge. The merge/select agent received ten completed primary outputs.", "final_rank": [ "TMO", "DHR", "A", "ILMN", "WAT", "IQV", "MEDP", "SDGR", "QGEN", "TXG" ], "moved_out_of_parent_core": { "ICLR": "Scaled CRO with real trial-spend exposure, but control, restatement, backlog-methodology reset, and lower 2026 guide keep it watch-only.", "RXRX": "High-purity AI-biology platform with cash runway, but economics depend on clinical and partner proof rather than recurring tools or software revenue." }, "promoted_into_core": { "QGEN": "Consumables-led molecular workflow exposure with about 90% FY2025 consumables and related revenue, but Q1 weakness and the FY2026 guide reset require stabilization evidence.", "TXG": "Single-cell and spatial omics exposure with about 86% Q1 2026 consumables mix and Atera optionality, despite product-cycle and valuation risk." } } }, "setup_levels": [ { "ticker": "TMO", "label": "below key trend", "close": 475.66, "ema_20w": 491.84, "ema_100w": 515.32, "high_12w": 538.4, "low_12w": 435.27, "confirmation": "weekly close above 515.32, stronger above 538.40", "invalidation": "break of 435.27" }, { "ticker": "DHR", "label": "below key trend", "close": 180.79, "ema_20w": 188.93, "ema_100w": 212.6, "high_12w": 200.5, "low_12w": 160.93, "confirmation": "weekly close above 200.50, then 212.60", "invalidation": "break of 160.93" }, { "ticker": "A", "label": "pullback to rising moving average", "close": 129.55, "ema_20w": 123.67, "ema_100w": 128.12, "high_12w": 141.09, "low_12w": 108.35, "confirmation": "weekly close above 141.09", "invalidation": "break of 108.35" }, { "ticker": "ILMN", "label": "overextension", "close": 166.21, "ema_20w": 139.28, "ema_100w": 128.44, "high_12w": 177.22, "low_12w": 116.73, "confirmation": "weekly close above 177.22", "invalidation": "break of 116.73" }, { "ticker": "WAT", "label": "pullback to rising moving average", "close": 359.74, "ema_20w": 341.28, "ema_100w": 340.14, "high_12w": 385.29, "low_12w": 287.19, "confirmation": "weekly close above 385.29", "invalidation": "break of 287.19" }, { "ticker": "IQV", "label": "below key trend; 20W reclaim attempt", "close": 181.06, "ema_20w": 180.01, "ema_100w": 194.02, "high_12w": 190.68, "low_12w": 154.5, "confirmation": "weekly close above 190.68, then 194.02", "invalidation": "break of 154.50" }, { "ticker": "MEDP", "label": "pullback to rising moving average", "close": 475.07, "ema_20w": 467.38, "ema_100w": 426.29, "high_12w": 530.97, "low_12w": 373, "confirmation": "weekly close above 530.97", "invalidation": "break of 373.00" }, { "ticker": "SDGR", "label": "below key trend; 20W reclaim attempt", "close": 14.6, "ema_20w": 13.74, "ema_100w": 18.99, "high_12w": 16.47, "low_12w": 10.95, "confirmation": "weekly close above 16.47, then 18.99", "invalidation": "break of 10.95" }, { "ticker": "QGEN", "label": "below key trend", "close": 37.42, "ema_20w": 39.76, "ema_100w": 44.2, "high_12w": 42.33, "low_12w": 32.53, "confirmation": "weekly close above 42.33, then 44.20", "invalidation": "break of 32.53" }, { "ticker": "TXG", "label": "overextension", "close": 29.05, "ema_20w": 23.04, "ema_100w": 21.77, "high_12w": 35.65, "low_12w": 18.3, "confirmation": "weekly close above 35.65", "invalidation": "break of 18.30" } ], "chart_artifacts": [ { "chart_id": "chart-tmo", "ticker": "TMO", "source_table": "daily_ohlc", "chart_interval": "weekly", "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed", "indicators": [ "20w_ema", "100w_ema", "weekly_volume" ], "price_data_as_of": "2026-06-12", "visible_years": 3, "rendering": "api_right_rail" }, { "chart_id": "chart-dhr", "ticker": "DHR", "source_table": "daily_ohlc", "chart_interval": "weekly", "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed", "indicators": [ "20w_ema", "100w_ema", "weekly_volume" ], "price_data_as_of": "2026-06-12", "visible_years": 3, "rendering": "api_right_rail" }, { "chart_id": "chart-a", "ticker": "A", "source_table": "daily_ohlc", "chart_interval": "weekly", "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed", "indicators": [ "20w_ema", "100w_ema", "weekly_volume" ], "price_data_as_of": "2026-06-12", "visible_years": 3, "rendering": "api_right_rail" }, { "chart_id": "chart-ilmn", "ticker": "ILMN", "source_table": "daily_ohlc", "chart_interval": "weekly", "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed", "indicators": [ "20w_ema", "100w_ema", "weekly_volume" ], "price_data_as_of": "2026-06-12", "visible_years": 3, "rendering": "api_right_rail" }, { "chart_id": "chart-wat", "ticker": "WAT", "source_table": "daily_ohlc", "chart_interval": "weekly", "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed", "indicators": [ "20w_ema", "100w_ema", "weekly_volume" ], "price_data_as_of": "2026-06-12", "visible_years": 3, "rendering": "api_right_rail" }, { "chart_id": "chart-iqv", "ticker": "IQV", "source_table": "daily_ohlc", "chart_interval": "weekly", "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed", "indicators": [ "20w_ema", "100w_ema", "weekly_volume" ], "price_data_as_of": "2026-06-12", "visible_years": 3, "rendering": "api_right_rail" }, { "chart_id": "chart-medp", "ticker": "MEDP", "source_table": "daily_ohlc", "chart_interval": "weekly", "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed", "indicators": [ "20w_ema", "100w_ema", "weekly_volume" ], "price_data_as_of": "2026-06-12", "visible_years": 3, "rendering": "api_right_rail" }, { "chart_id": "chart-sdgr", "ticker": "SDGR", "source_table": "daily_ohlc", "chart_interval": "weekly", "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed", "indicators": [ "20w_ema", "100w_ema", "weekly_volume" ], "price_data_as_of": "2026-06-12", "visible_years": 3, "rendering": "api_right_rail" }, { "chart_id": "chart-qgen", "ticker": "QGEN", "source_table": "daily_ohlc", "chart_interval": "weekly", "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed", "indicators": [ "20w_ema", "100w_ema", "weekly_volume" ], "price_data_as_of": "2026-06-12", "visible_years": 3, "rendering": "api_right_rail" }, { "chart_id": "chart-txg", "ticker": "TXG", "source_table": "daily_ohlc", "chart_interval": "weekly", "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed", "indicators": [ "20w_ema", "100w_ema", "weekly_volume" ], "price_data_as_of": "2026-06-12", "visible_years": 3, "rendering": "api_right_rail" } ], "links_out": [ "theme_healthcare_technology_and_aging_demand", "theme_ai_enabled_biology_and_scientific_discovery", "sector_health_care", "theme_health_care_policy_reimbursement_dispersion", "theme_ai_biology_platform_validation", "theme_funding_dependency_and_duration_tolerance", "security_tmo", "security_dhr", "security_a", "security_ilmn", "security_wat", "security_iqv", "security_medp", "security_sdgr", "security_qgen", "security_txg", "security_brkr", "security_tech", "security_cert", "security_crl", "security_iclr", "security_rxrx", "security_abcl", "security_twst", "security_pacb" ], "knowledge_sources": [ "../../../../../knowledge/wiki/index.md", "../../../../../knowledge/wiki/wiki.md", "../../../../../knowledge/wiki/lanes/sector/health-care.md", "../../../../../knowledge/wiki/concepts/themes/health-care-policy-reimbursement-dispersion.md", "../../../../../knowledge/wiki/concepts/themes/ai-biology-platform-validation.md", "../../../../../knowledge/wiki/concepts/themes/funding-dependency-and-duration-tolerance.md", "../../../../../knowledge/wiki/lanes/security/tmo.md", "../../../../../knowledge/wiki/lanes/security/dhr.md", "../../../../../knowledge/wiki/lanes/security/a.md", "../../../../../knowledge/wiki/lanes/security/ilmn.md", "../../../../../knowledge/wiki/lanes/security/wat.md", "../../../../../knowledge/wiki/lanes/security/iqv.md", "../../../../../knowledge/wiki/lanes/security/medp.md", "../../../../../knowledge/wiki/lanes/security/sdgr.md", "../../../../../knowledge/wiki/lanes/security/qgen.md", "../../../../../knowledge/wiki/lanes/security/txg.md", "../../../../../knowledge/wiki/lanes/security/brkr.md", "../../../../../knowledge/wiki/lanes/security/tech.md", "../../../../../knowledge/wiki/lanes/security/cert.md", "../../../../../knowledge/wiki/lanes/security/crl.md", "../../../../../knowledge/wiki/lanes/security/iclr.md", "../../../../../knowledge/wiki/lanes/security/rxrx.md", "../../../../../knowledge/wiki/lanes/security/abcl.md", "../../../../../knowledge/wiki/lanes/security/twst.md", "../../../../../knowledge/wiki/lanes/security/pacb.md" ], "external_sources": [ { "label": "Thermo Fisher Q1 2026 results", "url": "https://ir.thermofisher.com/investors/news-events/news/news-details/2026/Thermo-Fisher-Scientific-Reports-First-Quarter-2026-Results/default.aspx", "used_for": "Q1 revenue, reported and organic growth, margin, guide, and scaled tools context." }, { "label": "Thermo Fisher and NVIDIA collaboration", "url": "https://ir.thermofisher.com/investors/news-events/news/news-details/2026/Thermo-Fisher-Scientific-Announces-Strategic-Collaboration-With-NVIDIA-Leveraging-AI-to-Advance-Scientific-Instrumentation-and-Accelerate-Laboratory-Performance/default.aspx", "used_for": "AI instrumentation and laboratory performance collaboration context." }, { "label": "Danaher Q1 2026 results", "url": "https://investors.danaher.com/2026-04-21-Danaher-Reports-First-Quarter-2026-Results", "used_for": "Q1 revenue, core growth, segment setup, cash flow, and guide context." }, { "label": "Agilent Q2 FY2026 results", "url": "https://www.investor.agilent.com/news-and-events/news/news-details/2026/Agilent-Reports-Second-Quarter-Fiscal-Year-2026-Financial-Results/default.aspx", "used_for": "Revenue, core growth, guide, CrossLab, and margin context." }, { "label": "Agilent OpenAI and BCG collaboration", "url": "https://www.agilent.com/about/newsroom/presrel/2026/03jun-gp26013.html", "used_for": "AI-enabled lab workflow context." }, { "label": "Illumina Q1 2026 results", "url": "https://investor.illumina.com/news/press-release-details/2026/Illumina-Reports-Financial-Results-for-First-Quarter-of-Fiscal-Year-2026/default.aspx", "used_for": "Revenue, consumables, NovaSeq X placements, cash flow, and guide." }, { "label": "Waters Q1 2026 results", "url": "https://ir.waters.com/News--Events/newsroom/news-details/2026/Waters-Corporation-NYSE-WAT-Reports-First-Quarter-2026-Financial-Results/default.aspx", "used_for": "Q1 revenue, organic growth, acquired BD revenue, segment context, and cash/debt caveats." }, { "label": "IQVIA Q1 2026 results", "url": "https://ir.iqvia.com/press-releases/press-release-details/2026/IQVIA-Reports-First-Quarter-2026-Results/default.aspx", "used_for": "Revenue, R&DS and Commercial Solutions mix, backlog, book-to-bill, cash flow, and leverage." }, { "label": "Medpace Q1 2026 results", "url": "https://investor.medpace.com/news-releases/news-release-details/medpace-holdings-inc-reports-first-quarter-2026-results/", "used_for": "Revenue, EBITDA, cash, debt, awards, backlog, and cancellation context." }, { "label": "Schrodinger Q1 2026 results", "url": "https://ir.schrodinger.com/press-releases/news-details/2026/Schrdinger-Reports-First-Quarter-2026-Financial-Results/default.aspx", "used_for": "Revenue, software revenue, drug-discovery revenue, ACV, cash, Bunsen, and guide context." }, { "label": "QIAGEN Q1 2026 results", "url": "https://corporate.qiagen.com/newsroom/press-releases/press-release-details/2026/QIAGEN-Reports-Full-Results-for-Q1-2026/default.aspx", "used_for": "Q1 sales, CER growth, FY2026 guide reset, QuantiFERON, margin, and cash-flow context." }, { "label": "10x Genomics Q1 2026 results", "url": "https://investors.10xgenomics.com/news-releases/news-release-details/10x-genomics-reports-first-quarter-2026-financial-results", "used_for": "Q1 revenue, consumables, instruments, services, Spatial consumables, FY2026 guide, and Atera shipment evidence; direct fetch returned a Cloudflare challenge on 2026-06-13, so local clipped lane evidence was used for figures." }, { "label": "Certara Q1 2026 results", "url": "https://ir.certara.com/news-releases/news-release-details/certara-reports-first-quarter-2026-financial-results", "used_for": "Watch-list software revenue, services revenue, bookings, adjusted EBITDA, and post-divestiture guide context." }, { "label": "Bruker Q1 2026 results", "url": "https://ir.bruker.com/press-releases/press-release-details/2026/Bruker-Reports-First-Quarter-2026-Financial-Results/default.aspx", "used_for": "Watch-list instruments revenue, organic growth, segment setup, and guide context." }, { "label": "Bio-Techne Q3 FY2026 results", "url": "https://investors.bio-techne.com/press-releases/detail/533/bio-techne-releases-third-quarter-fiscal-2026-results", "used_for": "Watch-list reagents, Protein Sciences margin, organic growth, and capital-allocation context." }, { "label": "StockAnalysis quote and earnings-date pages accessed 2026-06-13", "url": "https://stockanalysis.com/stocks/", "used_for": "Point-in-time market cap metrics and earnings-date checks for TMO, DHR, A, ILMN, WAT, IQV, MEDP, SDGR, QGEN, and TXG. Future dates were visible for TMO, DHR, ILMN, IQV, and MEDP; A, WAT, SDGR, QGEN, and TXG showed only already-reported May 2026 dates in accessible static checks and are marked Not confirmed." } ], "discovery_sources": [ { "kind": "duckdb_readonly_query", "label": "Life-Science Tools And AI Discovery weekly OHLC and EMA chart inputs", "query_ref": "discovery:duckdb:daily_ohlc_weekly_aggregation_20w_100w_ema:life-science-tools-and-ai-discovery:2026-06-12" }, { "kind": "duckdb_readonly_query", "label": "Core and watch ticker daily OHLC coverage", "query_ref": "discovery:duckdb:daily_ohlc:TMO|DHR|A|ILMN|WAT|IQV|MEDP|SDGR|QGEN|TXG|BRKR|TECH|CERT|CRL|ICLR|RXRX|ABCL|TWST|PACB:2026-06-12" }, { "kind": "report_api_route", "label": "Selected security chart route", "query_ref": "report-api:/api/securities/{ticker}/chart?frequency=weekly&window=3y&as_of=latest" } ], "source_gap_tickers": [], "runtime_market_data": true }