Radar · Industry landscape · the United States
Clinical Trials Technology Industry Landscape of the United States 1,116 Clinical Trials Technology companies in the United States, in one picture: who is hiring, who is raising money, who founded them, where they are based, what the news is about, which skills employers want and where the research is going. Updated September 2026.
1,116 companies tracked
$11.1B disclosed funding
102 hiring right now
170 events · 24 months
2,388,337 news articles · 12 months
Who leads Clinical Trials Technology in the United States Shows 1,116 U.S. Clinical Trials Technology firms, highlighting the top hiring companies, the best‑funded firms, and the number currently hiring or with disclosed funding rounds.
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How the Clinical Trials Technology ecosystem in the United States grew, 2016–2025 Displays the annual count of new companies, with a peak of 66 founded in 2017 and 13 founded in 2025.
Companies founded / year
new Clinical Trials Technology companies in the United States
2016: 54 2017: 66 2018: 57 2019: 56 2020: 60 2021: 46 2022: 37 2023: 46 2024: 21 2025: 13 2016 2025
peak 66 in 2017
Companies raising / year
with a disclosed round that year
2016 2025
peak 42 in 2020
Disclosed funding / year
sum of disclosed rounds (USD)
2016: 251,081,907 2017: 1,051,655,729 2018: 414,710,499 2019: 1,720,052,983 2020: 1,651,900,966 2021: 1,846,431,104 2022: 1,609,568,060 2023: 720,560,243 2024: 325,990,701 2025: 371,062,713 2016 2025
peak $1.8B in 2021
Where Clinical Trials Technology companies in the United States are based → Hub 01
San Francisco
73 Clinical Trials Technology companies
29% of the Clinical Trials Technology companies across these hubs
73 companies
$877.1M disclosed funding
7 hiring now
Hub 02
New York City
45 Clinical Trials Technology companies
18% of the Clinical Trials Technology companies across these hubs
45 companies
$649.1M disclosed funding
5 hiring now
Hub 03
Boston
34 Clinical Trials Technology companies
13% of the Clinical Trials Technology companies across these hubs
34 companies
$682M disclosed funding
4 hiring now
Hub 04
Cambridge
24 Clinical Trials Technology companies
9% of the Clinical Trials Technology companies across these hubs
24 companies
$253.6M disclosed funding
4 hiring now
Hub 05
Austin
23 Clinical Trials Technology companies
9% of the Clinical Trials Technology companies across these hubs
23 companies
$369.9M disclosed funding
4 hiring now
Hub 06
San Diego
20 Clinical Trials Technology companies
8% of the Clinical Trials Technology companies across these hubs
20 companies
$90.2M disclosed funding
4 hiring now
Hub 07
Philadelphia
19 Clinical Trials Technology companies
7% of the Clinical Trials Technology companies across these hubs
19 companies
$19.4M disclosed funding
1 hiring now
Hub 08
Raleigh
18 Clinical Trials Technology companies
7% of the Clinical Trials Technology companies across these hubs
18 companies
$27.5M disclosed funding
2 hiring now
The Clinical Trials Technology market map of the United States: what these companies actually do Breaks down product sub‑categories—healthtech, life sciences, enterprise tech, enterprise software, SaaS—and shows the most common revenue models, such as subscription and fee‑for‑service.
Healthtech 806 companies · $9.9B raised · 75 hiring Life Sciences 806 companies · $9.9B raised · 75 hiring Enterprise Tech 791 companies · $9.9B raised · 75 hiring Enterprise Software 656 companies · $6.3B raised · 67 hiring SaaS 397 companies · $4.9B raised · 49 hiring Healthtech SaaS 397 companies · $4.9B raised · 49 hiring Clinical Data Repository 200 companies · $350.4M raised · 15 hiring Consumer Digital 67 companies · $310.3M raised · 3 hiring Native AI in Life Sciences 24 companies · $1.4B raised · 2 hiring Native AI in Healthcare 24 companies · $1.4B raised · 2 hiring Artificial Intelligence 24 companies · $1.4B raised · 2 hiring Deep Tech 15 companies · $285.8M raised · 1 hiring Monetization
How Clinical Trials Technology companies make money How many companies earn revenue each way. Plenty use more than one model, so the counts add up to more than the sector.
Subscription 771
Fee-For-Service 310
Commission on Transaction 51
Advertising 39
Physical Commerce 25
E-Commerce - Product 25
E-Commerce - Service 21
Licensing 6
Funding, M&A and the deals moving Clinical Trials Technology in the United States Counts 170 corporate events over the past two years, including 74 key‑person moves, 37 mergers and acquisitions, and 30 funding rounds.
Leadership 74 M&A 37 Funding 30 Contracts 6 Assets 6 Product 5 Earnings 4 Capital 2 IPO 2 Lawsuit 1
M&A Signant Health has acquired Ametris, a wearable digital health systems manufacturer, in a tech M&A deal. 2026-04-20 Funding Quartzy, a vertically integrated procurement platform for the life sciences industry, announced it has secured $23 million in financing from Avenue Capital Group and BroadOak Capital Partners. 2026-04-14 Funding Last April, Verily received a $14.7 million grant from The Michael J. Fox Foundation for Parkinson’s Research. 2026-03-24 M&A First, he is simultaneously leading negotiations for multiple major mining assets, including ERG and Kazzinc—where, under the Glencore financing arrangement, he is expected to pursue the purchase of a 70% stake. 2026-03-23 Funding Condor Software has now raised a total of $29.5M in total equity funding and is backed by 645 Ventures, Bramalea Partners, Felicis, Insight Partners, Pamir Ventures, Prebys Ventures, and SNR.vc. 2026-03-23 M&A Homburger advised the shareholders of Swiss-based Clariness on the sale of 100% of their shares to SubjectWell. 2026-01-28 Funding Antidote, an AI-powered billing compliance platform for law firms, announced today it has raised $5 million in seed funding led by Lakestar, with participation from Concept Ventures, The LegalTech Fund, and several unnamed industry angels. 2026-01-21 M&A Title21 Health Solutions acquired MyCellHub, a life sciences software provider, to enhance its digital health and laboratory management offerings. 2026-01-07 M&A In an anticipated move, Dassault Systèmes, a French enterprise IT firm (its better-known aviation business is a separate company) will acquire Medidata Solutions, at a 17% premium over the stock price it had before rumors began circulating this spring. 2026-01-01 M&A Back in April, in an effort to support clinical trial sponsor’s trial designs with direct-to-patient and home healthcare provider capabilities, Myonex also acquired SaveWay Compounding Pharmacy. 2026-01-01 Mergers and acquisitions Deals from the last 24 months where a Clinical Trials Technology company in the United States was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.
Who is listing, hiring leaders, launching and winning work Provides details on leadership changes, product launches and customer wins drawn from recent corporate events.
Product launches
tracked launches · last 12 months
Labvantage LabVantage CORTEX (AI analytics and automation platform) Mar 2026 Verily Verily Me (Health App) Oct 2025 LabWare Clinical Health Solution 5.06 (Clinical Health Solution version 5.06) Sep 2025 Contract wins
6 customer wins · last 24 months
Earnings pulse
companies reporting results · last 24 months
4 companies reporting4 company-quarters tracked
Who is building Clinical Trials Technology in the United States Profiles 592 founders and CEOs across 470 firms, noting frequent alma maters like Stanford (19) and MIT (11) and prior employers such as Microsoft (5).
Founders and chief executives 12 of 592, from the best-funded companies on this page
→ Chairman & CEO
Stephen GillettG
Granular Insurance, Google, ex-Co-Founder Chronicle, Symantec, Best Buy, Yahoo. University of Oregon BS 1998, San Francisco State University MBA 2006
Founder & CEO
Eric Lefkofsky
repeat founder Co-Founder Groupon, Lightbank, MediaBank, ex-Founder Echo Global Logistics. University of Michigan 1991, University of Michigan Law School JD 1994
Co-Founder & CEO
Michelle Longmire
repeat founder The University of New Mexico
Executive Chairman & Co-Founder
Michael Lin
Care Access, ex-Signal Vine, ex-Rock Health, The Johns Hopkins University School of Medicine
Co-Founder & CEO
Chris Mansi
Ex-CEO EDUSURG · UCL MBBS, Stanford University MBA 2016
Co-Founder & CTO
Alessio Signorini
Ex-The Activity Exchange, IMRSV, OneRiot, Ask.com, University of Iowa PhD 2014
Healthcare Foundry, Co-Founder Overstory Health, Daymark Health, Tulea Health, Playground Pediatrics…
Chief Executive Officer
Kent Thoelke
Paradigm, ex-Stealth Startup, ex-Icon, Western Washington University, 1991
Co-Founder & CEO
Kal Patel D
Brightinsight, ex-The Boston Consulting, ex-Flex, University of Chicago Pritzker school of medicine, 2003
Ex-CEO n2y, FairWarning, Bullhorn, Peoplenet. Georgia Institute of Technology 1994, Emory University - Goizueta Business School MAB 2004
Co-Founder & CEO
Ryan Jones
Ex-Pubget, Microsoft, Commonwealth Capital, The Yankee Group. Dartmouth College AB, UC Berkeley Haas School of Business MBA 2007
Where the founders studied
alma mater on record for 103 of 592 founders
Stanford University 19
Massachusetts Institute of Technology 11
University of Pennsylvania 10
Harvard University 9
Columbia University 6
University of California (Berkeley) 6
Cornell University 5
Duke University 4
Where they worked before
a previous employer on record for 19 of 592 founders
Microsoft 5
Google 3
Apple 3
Cisco 3
Intel 2
Salesforce 1
McKinsey 1
Boston Consulting Group 1
Founders flagged as repeat founders
of 510 founders with a profile on this page
5
carry a repeat-founder flag
flagged as repeat founders 5 no repeat-founder flag 505 Women and men among the founders
first names matched for 540 of 592 founders
16%
of matched founders are women
Inferred from first names, using 119 million people who state their own gender: a first name counts only where at least 20 of them share it and at least 90% of those share the same gender. The other 52 founders go in neither column.
Radar
Look up the people behind Clinical Trials Technology companies in the United States
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Who funds Clinical Trials Technology in the United States Summarizes 494 funding rounds since 2016 from 556 investors, with an average round size of $4.1 million.
Stage mix · rounds since 2016
Seed & Angel 152
Series A–B 183
Series C+ / PE 69
Grants, debt & other 90
The typical round is $4.1M — half were bigger, half smaller.
The biggest Clinical Trials Technology funding rounds in the United States Highlights the largest disclosed round—Title21 Health Solutions’ $656.3 million Series D—and lists ten other large recent rounds.
Company Round Size When Backers Title21 Health Solutions Series Dmega-round $656.3M Jul 2022 ARCHIMED Medable Series Dmega-round $304M Oct 2021 Blackstone , Tiger Global Management , Sapphire Ventures +2 more Verily Series Dmega-round $300M Mar 2026 Series X Capital , Alphabet , UCHealth +1 more 4G Clinical Series C $230M Jun 2021 Goldman Sachs Investment Partners Reify Health Series D $220M Apr 2022 Altimeter Capital , Coatue , Dragoneer Investment Group +3 more Reify Health Series C $220M Aug 2021 Sierra Ventures , Coatue , Adams Street Partners +2 more Paradigm Series A $203M Jan 2023 Arch Venture Partners , General Catalyst , F-Prime Capital +5 more Tempus Series G $200M Dec 2020 Google , Novo Holdings , Baillie Gifford +2 more Tempus Series F $200M May 2019 New Enterprise Associates , Novo Holdings , Revolution +3 more Evidation Series E $153M Mar 2021 McKesson , B Capital , OMERS
Venture round sizes · 2023–2025
<$1M 16
$1–10M 38
$10–50M 18
$50–250M 5
>$250M 0
77 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
What the news says about Clinical Trials Technology in the United States Counts 2,388,337 news articles in the last year, most often covering administrative, geopolitical and political topics.
News volume
Clinical Trials Technology coverage across United States · articles per quarter
2021Q2: 512,406 2021Q3: 529,666 2021Q4: 501,080 2022Q1: 548,984 2022Q2: 543,513 2022Q3: 553,318 2022Q4: 618,575 2023Q1: 649,627 2023Q2: 647,579 2023Q3: 585,192 2023Q4: 554,702 2024Q1: 578,668 2024Q2: 562,408 2024Q3: 560,605 2024Q4: 586,951 2025Q1: 878,734 2025Q2: 597,875 2025Q3: 1,348,181 2025Q4: 324,679 2026Q1: 460,115 2026Q2: 255,362 2021Q2 2026Q2
peak 1,348,181 in 2025Q3 · 2,388,337 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative )
2021 2023 2025
Positive-tone share moved 22% → 24%, negative 21% → 30% across 2021–2025.
What the coverage is about The subjects that dominate Clinical Trials Technology news in United States. The arrow shows whether each one is being written about more or less than a year ago.
Administrative and political subdivisions 4,335,088 ▲+17% Geopolitical disputes and contested areas 320,380 ▲+30% International and transnational geographic entities 320,209 ▲+30% International political relations 228,977 →+1% Security and defense policies 162,274 ▲+16% International relations and diplomacy 104,833 →-9% Trade policies and agreements 83,078 ▼-27% Geographic naming conventions and etymology 81,709 ▲+383% Human rights advocacy reports 75,251 ▼-27% Political asylum and refugee policies 60,563 ▼-31% Most-covered companies · last 12 months
55 Clinical Trials Technology companies here were named in the news over this period.
Prism
Watch Clinical Trials Technology coverage in United States as it happens
Prism follows these subjects story by story — which companies are named, what is said about them and how the tone moves.
Momentum
The words getting louder — and quieter Which terms are showing up in more stories than a year ago, and which are fading. The percentage is the change in how many articles mention them.
investment deal+141% oil price volatility+61% private equity+202% countries+100% share price+63% etf trading+116% stock surge+77% investment+250% commodity trading+87% export sanctions+161%
tariff negotiations-40% free trade deals-38% college playoffs-86% severe weather warning-45% economic slowdown-47%
The pressures the press keeps returning to Three recurring angles in United States Clinical Trials Technology coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
1,887,582 articles touch this dimension · 44.8% critical tone
2021 2025
signals: territories, disputed islands, tariff negotiations
Funding Momentum ▲ rising
327,281 articles touch this dimension · 45.9% critical tone
2021 2025
signals: investment deal, inflation reports fx, currency intervention policies
Growth ▲ rising
487,335 articles touch this dimension · 39.3% critical tone
2021 2025
signals: earnings report, stock performance, quarterly results
Clinical Trials Technology jobs in the United States: who is hiring and what they ask for Reports 3,713 job postings from 109 firms in the past year, with median advertised salary of $75 k and top skills including Python and driver’s‑license related qualifications.
3,713 postings · last 12 months
4,920 postings tracked overall
109 employers advertising
$75k median advertised salary/yr (n=414)
Demand
The Skills Employers Ask For What Clinical Trials Technology employers in the United States put in their job ads. The bar is how many postings ask for it; the arrow shows whether demand grew or shrank against the year before.
ccc1 62 ▲ driver\'s license 53 → motor vehicle physical damage appraisers license 51 ▲ python 37 ▲ email 32 ▲ excel 27 ▲ phlebotomy 26 ▲ electronic health records 25 ▲ web applications 23 ▲ microsoft applications 23 ▲ What level are these roles?
Entry 137
Intern 16
Senior 327
Lead 245
Manager 814
What they pay, by level
Manager $111k/yr (n=79) Senior $115k/yr (n=42) Most advertised titles
Auto Detailer 287 Collision Estimator 129 Office Administrator 121 Clinical Research Associate, Sponsor Dedicated 115 Clinical Research Coordinator 91 Auto Body Technician 70 What Clinical Trials Technology research in the United States is working on Indexes 13,110 U.S. academic papers, categorizing 1,583 on common problems, 522 on cautions, and 8,512 on opportunities.
How this field talks about itself
United States-affiliated Clinical Trials Technology papers (gold) against all published research (grey)
Breakthrough 38.4% · 26.5% 1.4×
Promising 26.6% · 37.2% 0.7×
Descriptive 17.0% · 17.1% ≈ par
Problem-identifying 10.4% · 9.6% ≈ par
Cautionary 4.0% · 4.6% 0.9×
Comparative 2.0% · 3.9% 0.5×
United States-affiliated Clinical Trials Technology literature runs 1.4× more “breakthrough” than science at large (38.4% vs 26.5% baseline).
How the work is done
Empirical 38.6%
Methods-led 34.1%
Reviews 23.6%
Position pieces 3.0%
Theoretical 0.7%
How the research reads
92% positive · 5% neutral · 3% negative , across 13,110 papers.
The institutions doing the work · United States
Harvard University 424k Broad Institute 397k Howard Hughes Medical Institute 309k Dana-Farber Cancer Institute 202k Baylor College of Medicine 184k National Institutes of Health 173k ranked by how often their work is cited
Leading researchers · United States-affiliated work
Koichiro Tamura · Glen Stecher · Michael I. Love · Wolfgang Huber · Simon Anders · Sudhir Kumar · Douglas Hanahan · Robert A. Weinberg
The most-cited breakthroughs
Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2 · 97k cites MEGA7: Molecular Evolutionary Genetics Analysis Version 7.0 for Bigger Datasets · 45k cites MEGA5: Molecular Evolutionary Genetics Analysis Using Maximum Likelihood, Evolutionary Distance, and Maximum Parsimony Methods · 40k cites MEGA X: Molecular Evolutionary Genetics Analysis across Computing Platforms · 38k cites The Genome Analysis Toolkit: A MapReduce framework for analyzing next-generation DNA sequencing data · 29k cites Common problems researchers identify 1,536 papers · 7 recurring themes
→ Problems · theme 01
Biomarker and Disease Translation Gaps
280 papers · 18.2% of this block
2022: 866 of every 10,000 papers on this subject 2023: 827 of every 10,000 papers on this subject 2024: 832 of every 10,000 papers on this subject 2025: 1,263 of every 10,000 papers on this subject 2022: 866 of every 10,000 papers on this subject 2023: 827 of every 10,000 papers on this subject 2024: 832 of every 10,000 papers on this subject 2025: 1,263 of every 10,000 papers on this subject ▲ +46% share 2022→2025 share of research on this subject Researchers highlight challenges in moving metabolic biomarkers and disease diagnostics from discovery to clinical use.
Clinical trial · MEDLINE · Biomarker · Disease
“Evolving Paradigms in Chronic Limb-threatening Ischemia: A Systematic Review of Current and Emerging Diagnostic and Therapeutic Approaches”
Problems · theme 02
Cancer Immunotherapy Resistance Issues
269 papers · 17.5% of this block
2022: 2,422 of every 10,000 papers on this subject 2023: 3,082 of every 10,000 papers on this subject 2024: 2,613 of every 10,000 papers on this subject 2025: 2,334 of every 10,000 papers on this subject 2022: 2,422 of every 10,000 papers on this subject 2023: 3,082 of every 10,000 papers on this subject 2024: 2,613 of every 10,000 papers on this subject 2025: 2,334 of every 10,000 papers on this subject ▼ -4% share 2022→2025 share of research on this subject Papers flag obstacles in tumor microenvironment and checkpoint pathways that limit current cancer immunotherapies.
Cancer · Tumor microenvironment · Breast cancer · Immunotherapy
“Metabolic reprogramming and cancer progression”
Problems · theme 03
Genetic Variant Interpretation Difficulties
262 papers · 17.1% of this block
2022: 2,573 of every 10,000 papers on this subject 2023: 2,646 of every 10,000 papers on this subject 2024: 2,428 of every 10,000 papers on this subject 2025: 1,985 of every 10,000 papers on this subject 2022: 2,573 of every 10,000 papers on this subject 2023: 2,646 of every 10,000 papers on this subject 2024: 2,428 of every 10,000 papers on this subject 2025: 1,985 of every 10,000 papers on this subject ▼ -23% share 2022→2025 share of research on this subject Authors discuss inconsistencies and uncertainties in classifying and reporting gene variants for disease risk.
Gene · Genome · Gene expression · Genetic testing
“Sequence variant classification and reporting: recommendations for improving the interpretation of cancer susceptibility genetic test result”
Problems · theme 04
Inflammation‑Driven Disease Mechanisms
262 papers · 17.1% of this block
2022: 3,657 of every 10,000 papers on this subject 2023: 3,139 of every 10,000 papers on this subject 2024: 3,196 of every 10,000 papers on this subject 2025: 3,175 of every 10,000 papers on this subject 2022: 3,657 of every 10,000 papers on this subject 2023: 3,139 of every 10,000 papers on this subject 2024: 3,196 of every 10,000 papers on this subject 2025: 3,175 of every 10,000 papers on this subject ▼ -13% share 2022→2025 share of research on this subject Works point to complex immune and metabolic pathways underlying neuro‑degenerative and cardiovascular disorders.
Disease · Inflammation · Pathogenesis · Immune system
“Parkinson’s disease: etiopathogenesis and treatment”
Problems · theme 05
Computational and Synthetic Biology Limits
184 papers · 12.0% of this block
2022: 1,002 of every 10,000 papers on this subject 2023: 1,034 of every 10,000 papers on this subject 2024: 1,280 of every 10,000 papers on this subject 2025: 938 of every 10,000 papers on this subject 2022: 1,002 of every 10,000 papers on this subject 2023: 1,034 of every 10,000 papers on this subject 2024: 1,280 of every 10,000 papers on this subject 2025: 938 of every 10,000 papers on this subject ▼ -6% share 2022→2025 share of research on this subject Studies note methodological gaps in metagenomics, epigenetics, and synthetic approaches for regenerative medicine.
Computational biology · Synthetic biology · Extracellular vesicles · Regenerative medicine
“Clinical metagenomics”
Problems · theme 06
Metabolic Disease and Obesity Links
173 papers · 11.3% of this block
2022: 3,247 of every 10,000 papers on this subject 2023: 2,771 of every 10,000 papers on this subject 2024: 2,817 of every 10,000 papers on this subject 2025: 2,753 of every 10,000 papers on this subject 2022: 3,247 of every 10,000 papers on this subject 2023: 2,771 of every 10,000 papers on this subject 2024: 2,817 of every 10,000 papers on this subject 2025: 2,753 of every 10,000 papers on this subject ▼ -15% share 2022→2025 share of research on this subject Literature emphasizes unresolved inflammatory mechanisms connecting obesity, insulin resistance, and diabetes treatment.
Diabetes mellitus · Disease · Obesity · Insulin resistance
“Inflammatory mechanisms linking obesity and metabolic disease”
Problems · theme 07
Microbiome Research Methodology Gaps
106 papers · 6.9% of this block
2022: 177 of every 10,000 papers on this subject 2023: 161 of every 10,000 papers on this subject 2024: 202 of every 10,000 papers on this subject 2025: 231 of every 10,000 papers on this subject 2022: 177 of every 10,000 papers on this subject 2023: 161 of every 10,000 papers on this subject 2024: 202 of every 10,000 papers on this subject 2025: 231 of every 10,000 papers on this subject ▲ +30% share 2022→2025 share of research on this subject Authors raise concerns about variability and translational relevance of gut microbiome studies.
Microbiome · Gut microbiome · Human microbiome · Gut flora
“Microbiota in health and diseases”
Cautions 511 papers · 7 recurring themes
→ Cautions · theme 01
Target Validation Risks in Oncology
98 papers · 19.2% of this block
2022: 2,765 of every 10,000 papers on this subject 2023: 3,333 of every 10,000 papers on this subject 2024: 2,910 of every 10,000 papers on this subject 2025: 2,687 of every 10,000 papers on this subject 2022: 2,765 of every 10,000 papers on this subject 2023: 3,333 of every 10,000 papers on this subject 2024: 2,910 of every 10,000 papers on this subject 2025: 2,687 of every 10,000 papers on this subject ▼ -3% share 2022→2025 share of research on this subject Cautions focus on uncertain efficacy of emerging immune checkpoints and genomic biomarkers in cancer therapy.
Cancer · Breast cancer · Transcriptome · Tumor microenvironment
“[Strategic Combination Approaches in Cancer Immunotherapy].”
Cautions · theme 02
Unproven Therapeutic Claims
94 papers · 18.4% of this block
2022: 911 of every 10,000 papers on this subject 2023: 889 of every 10,000 papers on this subject 2024: 986 of every 10,000 papers on this subject 2025: 1,306 of every 10,000 papers on this subject 2022: 911 of every 10,000 papers on this subject 2023: 889 of every 10,000 papers on this subject 2024: 986 of every 10,000 papers on this subject 2025: 1,306 of every 10,000 papers on this subject ▲ +43% share 2022→2025 share of research on this subject Papers advise restraint when interpreting early‑stage clinical data for nutraceuticals and novel lipid‑lowering agents.
Drug · Drug discovery · Clinical trial · Disease
“The therapeutic potential of resveratrol: a review of clinical trials”
Cautions · theme 03
Epigenetic Marker Reliability Concerns
87 papers · 17.0% of this block
2022: 445 of every 10,000 papers on this subject 2023: 468 of every 10,000 papers on this subject 2024: 361 of every 10,000 papers on this subject 2025: 324 of every 10,000 papers on this subject 2022: 445 of every 10,000 papers on this subject 2023: 468 of every 10,000 papers on this subject 2024: 361 of every 10,000 papers on this subject 2025: 324 of every 10,000 papers on this subject ▼ -27% share 2022→2025 share of research on this subject Research warns about reproducibility and interpretation challenges for DNA methylation and protein‑structure biomarkers.
DNA methylation · Antibody · Protein structure · Epigenetics
“Characterizing the Conformational Dynamics of an Intrinsically Disordered Localization Sequence”
Cautions · theme 04
Genome Editing Transferability Issues
72 papers · 14.1% of this block
2022: 2,420 of every 10,000 papers on this subject 2023: 2,513 of every 10,000 papers on this subject 2024: 2,229 of every 10,000 papers on this subject 2025: 1,728 of every 10,000 papers on this subject 2022: 2,420 of every 10,000 papers on this subject 2023: 2,513 of every 10,000 papers on this subject 2024: 2,229 of every 10,000 papers on this subject 2025: 1,728 of every 10,000 papers on this subject ▼ -29% share 2022→2025 share of research on this subject Authors caution that plant‑focused genomic selection methods may not translate directly to human clinical contexts.
Gene · Genetic testing · Genome editing · Genome
“Genomic Selection for Crop Improvement”
Cautions · theme 05
Diabetes Treatment Outcome Variability
71 papers · 13.9% of this block
2022: 3,202 of every 10,000 papers on this subject 2023: 2,724 of every 10,000 papers on this subject 2024: 2,772 of every 10,000 papers on this subject 2025: 2,712 of every 10,000 papers on this subject 2022: 3,202 of every 10,000 papers on this subject 2023: 2,724 of every 10,000 papers on this subject 2024: 2,772 of every 10,000 papers on this subject 2025: 2,712 of every 10,000 papers on this subject ▼ -15% share 2022→2025 share of research on this subject Studies highlight inconsistent effects of SGLT2 inhibitors and insulin‑resistance metrics across patient subgroups.
Diabetes mellitus · Type 2 diabetes · Disease · MEDLINE
“Dose-dependent effects of SGLT2 inhibitors on circadian blood pressure in hypertensive patients with diabetes: A systematic review and Bayes”
Cautions · theme 06
Sequencing Bias and Benchmark Limits
59 papers · 11.5% of this block
2022: 1,390 of every 10,000 papers on this subject 2023: 1,365 of every 10,000 papers on this subject 2024: 1,670 of every 10,000 papers on this subject 2025: 1,346 of every 10,000 papers on this subject 2022: 1,390 of every 10,000 papers on this subject 2023: 1,365 of every 10,000 papers on this subject 2024: 1,670 of every 10,000 papers on this subject 2025: 1,346 of every 10,000 papers on this subject ▼ -3% share 2022→2025 share of research on this subject Works point out systematic biases in DNA sequencing pipelines and the need for more robust benchmarking.
DNA sequencing · Genome · Computational biology · Benchmark
“Characterizing and measuring bias in sequence data”
Cautions · theme 07
Long‑Term Microbiome Impact Uncertainty
30 papers · 5.9% of this block
2022: 221 of every 10,000 papers on this subject 2023: 202 of every 10,000 papers on this subject 2024: 252 of every 10,000 papers on this subject 2025: 289 of every 10,000 papers on this subject 2022: 221 of every 10,000 papers on this subject 2023: 202 of every 10,000 papers on this subject 2024: 252 of every 10,000 papers on this subject 2025: 289 of every 10,000 papers on this subject ▲ +31% share 2022→2025 share of research on this subject Research stresses limited understanding of lasting antibiotic effects on gut flora and related disease risks.
Microbiome · Gut flora · Gut microbiome · Metagenomics
“Long-term impacts of antibiotic exposure on the human intestinal microbiota”
Opportunities 8,195 papers · 7 recurring themes
→ Opportunities · theme 01
Inflammation‑Targeted Therapeutic Development
1,108 papers · 18.5% of this block
2022: 3,678 of every 10,000 papers on this subject 2023: 3,167 of every 10,000 papers on this subject 2024: 3,229 of every 10,000 papers on this subject 2025: 3,204 of every 10,000 papers on this subject 2022: 3,678 of every 10,000 papers on this subject 2023: 3,167 of every 10,000 papers on this subject 2024: 3,229 of every 10,000 papers on this subject 2025: 3,204 of every 10,000 papers on this subject ▼ -13% share 2022→2025 share of research on this subject Opportunities focus on exploiting immune and metabolic pathways for new diabetes and cardiovascular treatments.
Disease · Inflammation · Diabetes mellitus · Immune system
“Mitochondrial Dysfunction in Diabetes: From Molecular Mechanisms to Functional Significance and Therapeutic Opportunities”
Opportunities · theme 02
Genomic Insight for Drug Targeting
1,039 papers · 17.3% of this block
2022: 2,539 of every 10,000 papers on this subject 2023: 2,617 of every 10,000 papers on this subject 2024: 2,404 of every 10,000 papers on this subject 2025: 1,960 of every 10,000 papers on this subject 2022: 2,539 of every 10,000 papers on this subject 2023: 2,617 of every 10,000 papers on this subject 2024: 2,404 of every 10,000 papers on this subject 2025: 1,960 of every 10,000 papers on this subject ▼ -23% share 2022→2025 share of research on this subject Papers reveal how large‑scale gene association studies can pinpoint tissue‑specific disease drivers for drug discovery.
Genome · Gene · Genomics · Genome-wide association study
“Heritability enrichment of specifically expressed genes identifies disease-relevant tissues and cell types”
Opportunities · theme 03
Multi‑Omic Computational Platforms
951 papers · 15.8% of this block
2022: 1,026 of every 10,000 papers on this subject 2023: 1,053 of every 10,000 papers on this subject 2024: 1,295 of every 10,000 papers on this subject 2025: 960 of every 10,000 papers on this subject 2022: 1,026 of every 10,000 papers on this subject 2023: 1,053 of every 10,000 papers on this subject 2024: 1,295 of every 10,000 papers on this subject 2025: 960 of every 10,000 papers on this subject ▼ -6% share 2022→2025 share of research on this subject Research showcases advanced bioinformatics workflows enabling integrated protein, nucleic‑acid, and microbiome analyses.
Proteomics · Proteome · Computational biology · Workflow
“Metabolic Reconstruction for Metagenomic Data and Its Application to the Human Microbiome \n”
Opportunities · theme 04
Novel Antimicrobial and Microfluidic Models
887 papers · 14.8% of this block
2022: 173 of every 10,000 papers on this subject 2023: 170 of every 10,000 papers on this subject 2024: 187 of every 10,000 papers on this subject 2025: 238 of every 10,000 papers on this subject 2022: 173 of every 10,000 papers on this subject 2023: 170 of every 10,000 papers on this subject 2024: 187 of every 10,000 papers on this subject 2025: 238 of every 10,000 papers on this subject ▲ +38% share 2022→2025 share of research on this subject Studies present emerging phytochemical agents and organ‑on‑chip systems for testing antimicrobial efficacy.
Antimicrobial · Epitope · Drug discovery · Antibiotics
“Bioactive Phytochemicals in Experimental Models of Multiple Sclerosis: Mechanisms, Efficacy, and Translational Potential”
Opportunities · theme 05
RNA‑Based Cancer Biomarkers
863 papers · 14.4% of this block
2022: 2,471 of every 10,000 papers on this subject 2023: 3,143 of every 10,000 papers on this subject 2024: 2,665 of every 10,000 papers on this subject 2025: 2,400 of every 10,000 papers on this subject 2022: 2,471 of every 10,000 papers on this subject 2023: 3,143 of every 10,000 papers on this subject 2024: 2,665 of every 10,000 papers on this subject 2025: 2,400 of every 10,000 papers on this subject ▼ -3% share 2022→2025 share of research on this subject Works highlight microRNA and stochastic modeling approaches to improve cancer diagnosis and therapy prediction.
Cancer · Breast cancer · Immunotherapy · Colorectal cancer
“MicroRNAs: New Biomarkers for Diagnosis, Prognosis, Therapy Prediction and Therapeutic Tools for Breast Cancer”
Opportunities · theme 06
CRISPR Gene‑Editing Therapeutics
667 papers · 11.1% of this block
2022: 64 of every 10,000 papers on this subject 2023: 66 of every 10,000 papers on this subject 2024: 69 of every 10,000 papers on this subject 2025: 71 of every 10,000 papers on this subject 2022: 64 of every 10,000 papers on this subject 2023: 66 of every 10,000 papers on this subject 2024: 69 of every 10,000 papers on this subject 2025: 71 of every 10,000 papers on this subject ▲ +11% share 2022→2025 share of research on this subject Papers discuss multiplexed CRISPR strategies and RNA‑editing tools for precise disease‑targeted interventions.
CRISPR · Genome editing · Cas9 · Gene
“Multiplex Genome Engineering Using CRISPR/Cas Systems”
Opportunities · theme 07
Spatial Transcriptomics for Cell Modeling
485 papers · 8.1% of this block
2022: 2,513 of every 10,000 papers on this subject 2023: 2,577 of every 10,000 papers on this subject 2024: 2,329 of every 10,000 papers on this subject 2025: 1,980 of every 10,000 papers on this subject 2022: 2,513 of every 10,000 papers on this subject 2023: 2,577 of every 10,000 papers on this subject 2024: 2,329 of every 10,000 papers on this subject 2025: 1,980 of every 10,000 papers on this subject ▼ -21% share 2022→2025 share of research on this subject Research emphasizes reconstructing cellular states from spatial gene‑expression data to guide disease modeling.
Transcriptome · Transcription factor · Gene · Gene expression
“Reconstructing biologically coherent cellular profiles from imaging-based spatial transcriptomics”
Which of these themes are growing fastest Tracks how specific research themes have changed their share of global publications between 2022 and 2025.
Problems
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Biomarker and Disease Translation Gaps ▲+46%
Microbiome Research Methodology Gaps ▲+30%
Cancer Immunotherapy Resistance Issues ▼-4%
Computational and Synthetic Biology Limits ▼-6%
Inflammation‑Driven Disease Mechanisms ▼-13%
Metabolic Disease and Obesity Links ▼-15%
Genetic Variant Interpretation Difficulties ▼-23%
Cautions
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Unproven Therapeutic Claims ▲+43%
Long‑Term Microbiome Impact Uncertainty ▲+31%
Target Validation Risks in Oncology ▼-3%
Sequencing Bias and Benchmark Limits ▼-3%
Diabetes Treatment Outcome Variability ▼-15%
Epigenetic Marker Reliability Concerns ▼-27%
Genome Editing Transferability Issues ▼-29%
Opportunities
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Novel Antimicrobial and Microfluidic Models ▲+38%
CRISPR Gene‑Editing Therapeutics ▲+11%
RNA‑Based Cancer Biomarkers ▼-3%
Multi‑Omic Computational Platforms ▼-6%
Inflammation‑Targeted Therapeutic Development ▼-13%
Spatial Transcriptomics for Cell Modeling ▼-21%
Genomic Insight for Drug Targeting ▼-23%
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