{
  "report_id": "theme_ai_enabled_biology_and_scientific_discovery_node_ai_ready_biology_data_and_omics",
  "report_type": "theme_value_chain_node",
  "site_path": "themes/ai-enabled-biology-and-scientific-discovery/nodes/ai-ready-biology-data-and-omics/index.html",
  "title": "AI-Ready Biology Data And Omics",
  "as_of": "2026-06-13",
  "generated_at": "2026-06-13T00:00:00-07:00",
  "freshness": {
    "price_data_as_of": "2026-06-12",
    "daily_ohlc_latest": "2026-06-12",
    "chart_interval": "weekly",
    "knowledge_reviewed_as_of": "2026-06-13",
    "web_research_as_of": "2026-06-13",
    "api_required": true,
    "chart_limitations": [
      "TEM has daily_ohlc coverage from 2024-06-14 through 2026-06-12, so a full three-year public chart window is not available.",
      "Static setup thresholds in the HTML were inherited from the 2026-06-05 setup package and are stale versus local daily_ohlc through 2026-06-12.",
      "Exact next-earnings dates were not confirmed in bounded official investor-event and financial-calendar checks on 2026-06-13; broad month estimates are labeled as estimates.",
      "Representative selected-security API validation could not connect because the local report API at 127.0.0.1:8765 was not running."
    ]
  },
  "revision": {
    "version": 2,
    "updated_label": "Reformatted node to visual setup, basket cards, evidence board, and refreshed source metadata",
    "metadata_path": "themes/ai-enabled-biology-and-scientific-discovery/nodes/ai-ready-biology-data-and-omics/report.json",
    "template_source": "themes/power-scarcity-and-grid-load/nodes/utilities-and-grid-recovery"
  },
  "node": {
    "slug": "ai-ready-biology-data-and-omics",
    "order": 3,
    "level": "L3 core underwriting node",
    "role": "Turns biological samples into model-ready sequencing, single-cell, spatial, molecular diagnostic, clinical-genomic, and long-read datasets.",
    "description": "This page covers the data layer that turns blood, tissue, cells, genomes, proteins, and clinical records into machine-readable biology. Revenue converts when customers buy instruments, run consumables, pay for tests, license data, renew workflow products, or use validated datasets in drug discovery and clinical programs."
  },
  "ticker_baskets": {
    "core": [
      "ILMN",
      "TEM",
      "NTRA",
      "TXG"
    ],
    "option": [
      "GH",
      "QGEN"
    ],
    "watch": [
      "PACB"
    ]
  },
  "basket_ranking": [
    "ILMN",
    "TEM",
    "NTRA",
    "TXG",
    "GH",
    "QGEN",
    "PACB"
  ],
  "chart_artifacts": [
    {
      "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",
        "20w_average_volume"
      ],
      "price_data_as_of": "2026-06-12",
      "visible_years": 3,
      "rendering": "report_api"
    },
    {
      "chart_id": "chart-tem",
      "ticker": "TEM",
      "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",
        "20w_average_volume"
      ],
      "price_data_as_of": "2026-06-12",
      "visible_years": 3,
      "rendering": "report_api",
      "limitation": "Daily OHLC coverage begins 2024-06-14."
    },
    {
      "chart_id": "chart-ntra",
      "ticker": "NTRA",
      "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",
        "20w_average_volume"
      ],
      "price_data_as_of": "2026-06-12",
      "visible_years": 3,
      "rendering": "report_api"
    },
    {
      "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",
        "20w_average_volume"
      ],
      "price_data_as_of": "2026-06-12",
      "visible_years": 3,
      "rendering": "report_api"
    },
    {
      "chart_id": "chart-gh",
      "ticker": "GH",
      "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",
        "20w_average_volume"
      ],
      "price_data_as_of": "2026-06-12",
      "visible_years": 3,
      "rendering": "report_api"
    },
    {
      "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",
        "20w_average_volume"
      ],
      "price_data_as_of": "2026-06-12",
      "visible_years": 3,
      "rendering": "report_api"
    },
    {
      "chart_id": "chart-pacb",
      "ticker": "PACB",
      "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",
        "20w_average_volume"
      ],
      "price_data_as_of": "2026-06-12",
      "visible_years": 3,
      "rendering": "report_api"
    }
  ],
  "links_out": [
    "theme_ai_enabled_biology_and_scientific_discovery",
    "theme_ai_biology_platform_validation",
    "theme_health_care_policy_reimbursement_dispersion",
    "sector_health_care",
    "security_ilmn",
    "security_tem",
    "security_ntra",
    "security_txg",
    "security_gh",
    "security_qgen",
    "security_pacb"
  ],
  "knowledge_sources": [
    "../../../../../knowledge/wiki/concepts/themes/ai-biology-platform-validation.md",
    "../../../../../knowledge/wiki/lanes/sector/health-care.md",
    "../../../../../knowledge/wiki/concepts/themes/health-care-policy-reimbursement-dispersion.md",
    "../../../../../knowledge/wiki/concepts/themes/funding-dependency-and-duration-tolerance.md",
    "../../../../../knowledge/wiki/lanes/security/ilmn.md",
    "../../../../../knowledge/wiki/lanes/security/tem.md",
    "../../../../../knowledge/wiki/lanes/security/ntra.md",
    "../../../../../knowledge/wiki/lanes/security/txg.md",
    "../../../../../knowledge/wiki/lanes/security/gh.md",
    "../../../../../knowledge/wiki/lanes/security/qgen.md",
    "../../../../../knowledge/wiki/lanes/security/pacb.md"
  ],
  "earnings_date_sources": [
    {
      "source": "Official investor-event pages for Illumina, Tempus AI, Natera, 10x Genomics, Guardant Health, QIAGEN, and PacBio",
      "accessed": "2026-06-13",
      "result": "No exact next-earnings dates confirmed; broad month estimates remain labeled as estimates."
    },
    {
      "source": "Public financial-calendar pages checked during bounded review",
      "accessed": "2026-06-13",
      "result": "No credible exact next-earnings dates confirmed for the ranked basket."
    }
  ],
  "external_sources": [
    "https://investor.illumina.com/news/press-release-details/2026/Illumina-Reports-Financial-Results-for-First-Quarter-of-Fiscal-Year-2026/default.aspx",
    "https://investor.illumina.com/news/press-release-details/2026/Illumina-introduces-Billion-Cell-Atlas-to-accelerate-AI-and-drug-discovery/default.aspx",
    "https://s28.q4cdn.com/592666581/files/doc_financials/2026/q1/TXG_Q1-2026-Earnings-Press-Release-05-07-26.pdf",
    "https://investors.tempus.com/news-releases/news-release-details/tempus-reports-first-quarter-2026-results/",
    "https://investors.guardanthealth.com/press-releases/press-releases/2026/Guardant-Health-Reports-First-Quarter-2026-Financial-Results-and-Increases-2026-Revenue-Guidance/default.aspx",
    "https://www.natera.com/company/news/natera-reports-first-quarter-2026-financial-results/",
    "https://corporate.qiagen.com/newsroom/press-releases/press-release-details/2026/QIAGEN-Reports-Full-Results-for-Q1-2026/default.aspx",
    "https://investor.pacificbiosciences.com/node/16471/pdf"
  ],
  "discovery_sources": [
    {
      "kind": "duckdb_readonly_query",
      "label": "AI-Ready Biology Data And Omics weekly OHLC and EMA chart inputs",
      "query_ref": "discovery:duckdb:daily_ohlc_weekly_aggregation_20w_100w_ema:ai-ready-biology-data-and-omics:2026-06-12"
    },
    {
      "kind": "duckdb_readonly_query",
      "label": "AI-Ready Biology Data And Omics market-cap and daily_ohlc coverage check",
      "query_ref": "discovery:duckdb:instruments_market_cap_and_daily_ohlc_latest:ILMN|TEM|NTRA|TXG|GH|QGEN|PACB:2026-06-12"
    },
    {
      "kind": "report-api",
      "label": "Selected security weekly charts",
      "query_ref": "report-api:/api/securities/{ticker}/chart?frequency=weekly&window=3y&as_of=latest"
    },
    {
      "kind": "status",
      "label": "Spot-checked local discovery status",
      "query_ref": "discovery:status:ILMN|TEM|PACB"
    },
    {
      "kind": "lineage-status",
      "label": "Spot-checked local daily_ohlc lineage",
      "query_ref": "discovery:lineage-status:daily_ohlc:ILMN|TEM|PACB"
    }
  ],
  "shared_file_deferrals": [
    "No themes/ai-enabled-biology-and-scientific-discovery/nodes/node-data.json manifest is present.",
    "Parent report/page and sitemap were intentionally left unchanged in this review worker scope.",
    "sitemap.json still carries the older 2026-06-08 / 2026-06-05 metadata for this node and should be refreshed by the serialized coordinator pass if aggregate metadata consistency is required."
  ],
  "subagent_research": {
    "primary_agents": 10,
    "merge_agents": 1,
    "final_ranking": [
      "ILMN",
      "TEM",
      "NTRA",
      "TXG",
      "GH",
      "QGEN",
      "PACB"
    ],
    "ranking_basis": "Source-backed node exposure first, economic conversion second, technical timing last."
  }
}