Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE THE UNITED STATES EDITION 2026

the United States’s
clinical trials technology industry,
in focus.

The companies, capital and talent shaping clinical trials technology in the United States. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Clinical Trials Technology Industry Landscape of the United States
US
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Clinical Trials Technology illustration
MEET THE COMPANIES

Explore the United States’s clinical trials technology leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Clinical Trials Technology company highlights in the United States, snapshot 31 August 2026
Company
Verilyverily.com$2.81B—1,564—
Tempustempus.com$760M—772—
Title21 Health Solutionstitle21.com$656.27M—14—
Medablemedable.com$528.45M—376—
Reify Healthreifyhealth.com$477.95M—71—
Viz.aiviz.ai$291.99M—206—
Evidationevidation.com$259.47M—196—
4G Clinical4gclinical.com$259.28M—201—
Alcanza Clinical Researchalcanzaclinical.com—11 roles60—
Bexorgbexorg.com—10 roles——
CenExelcenexelresearch.com—10 roles451—
Apex Focus Groupapexfocusgroup.com—9 roles——
Ascend Clinicalaclab.com—9 roles141—
Care Accesscareaccess.com—9 roles900—
DelRicht Researchdelrichtresearch.com—9 roles82—
The START Center for Cancer Researchstartresearch.com—9 roles——
Antidoteantidote.me——37Financial figure available in RadarView in Radar
AutoCruitmentautocruitment.com——100—
Autonomizeautonomize.ai——18—
Castorcastoredc.com——230—
ClinDataclindatainc.com————
ClinicalConnectionclinicalconnection.com————
Condorcondorsoftware.com——8—
IQVIAiqvia.com——87,000—
24 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Company discovery

Recorded evidence only
THE KEY SIGNALS

Clinical Trials Technology industry KPIs in the United States

A few useful ratios bring the size of this ecosystem into perspective.

31 August 2026
Hiring participation9.1%

102 of 1,116 tracked companies have open roles.

Funding participation24.4%

272 of 1,116 tracked companies have a recorded round.

Top 3 funding share38.0%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$4.14M

Midpoint of 413 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 38.0% of disclosed capital, while 75.6% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How the United States clinical trials technology has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

the United States clinical trials technology
$0$526.23M$1.05B$1.58B$2.1B2016: $251.08M20162017: $1.05B20172018: $414.71M20182019: $1.72B20192020: $1.65B20202021: $1.85B20212022: $1.61B20222023: $720.56M20232024: $325.99M20242025: $371.06M2025
View the numbers
Annual clinical trials technology funding and company formation in the United States
YearFunding (USD)FoundedRaising
2016$251.08M5434
2017$1.05B6628
2018$414.71M5737
2019$1.72B5641
2020$1.65B6042
2021$1.85B4641
2022$1.61B3742
2023$720.56M4639
2024$325.99M2126
2025$371.06M1326
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Verily25.3%
  • Tempus6.8%
  • Title21 Health Solutions5.9%
  • Other companies62.0%

Funding by stage

494 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel152 30.8%
Series A–B183 37.0%
Series C+ / PE69 14.0%
Grants, debt & other90 18.2%

Recent recorded rounds

Latest recorded rounds · USD
5 rounds

Swipe or scroll horizontally to browse.

Series C04/2026
Quartzy $23M

Backed by Avenue Capital Group and Broadoak Capital Partners.

Series D03/2026
Verily $300M

Backed by Series X Capital and Alphabet and others.

Series A03/2026
Condor $24M

Backed by Insight Partners and Felicis Ventures and others.

Seed02/2026
Validfor $1.2M

Backed by DOMiNO Ventures and Curiosity.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series F05/2019
Tempustempus.com$200M

Backed by New Enterprise Associates and Novo Holdings and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
USD · millions · consolidated

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2022 · company accounts; aggregate reporting threshold not met · 1 reporting entities from 4 eligible matches.

Revenue in covered accounts—

Sum of reporting-entity revenue; not the United States market sales.

Net profit / loss—

Combined result for the same cohort.

Aggregate net margin—

Combined net income ÷ combined revenue.

Median company revenue—

The middle covered reporting entity.

Profitable entities—

None of 1 covered entities.

Top-five concentration—

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2022 · 1 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

1 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
THE UNITED STATES · INDUSTRY COHORTS

How does clinical trials technology compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the the United States companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

10 of the 1,116 companies on this page carry a measured traffic record (0.9%); these are the largest of those, by monthly visits. The median among them is 319,990 visits.

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

66 of these companies (5.9%) publish at least one Android app — 352 apps in all, carrying 3M installs between them.

AppInstallsRatingStore category
Evidation: Earn Health RewardsEvidation1.5M4.2Health & Fitness
eAuditor Audits & InspectionsLyons Information Systems421.2K4.2Productivity
TrialMax AppSignant Health166.3K4.2Tools
Verily MeVerily113.3K4.4Medical
IQVIA Study HubIQVIA105.4K3.9Health & Fitness
My ClinCard®Greenphire99K2.7Finance
Sales ViewIQVIA94.4K—Business
IQVIA ScribeAltavoz42.6K2.7Medical
RealLife ExpLifeData38.3K3.5Medical
i-BelongBelong38.3K4.1Social

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2024Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Life Sciences Tech1732.9MEvidation: Earn Health Rewards 1.5M
Healthcare It50876.9KeAuditor Audits & Inspections 421.2K
Clinical Labs It17431.9KQuartzy 5.1K
Grc Software2421.9KQMS Audit Pro 643
Big Data Analytics16330.2KVerily Me 113.3K
Social Platforms386.6Ki-Belong 38.3K
Biopharma Outsourcing18029.5KMyTrialApp 5.1K
Artificial Intelligence323.6KViz.ai 18.5K

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2023Q2: 112023Q2: 42023Q22023Q3: 152023Q3: 62023Q32023Q4: 172023Q4: 62023Q42024Q1: 202024Q1: 62024Q12024Q2: 232024Q2: 72024Q22024Q3: 192024Q3: 132024Q32024Q4: 162024Q4: 202024Q42025Q1: 152025Q1: 52025Q12025Q2: 152025Q2: 142025Q22025Q3: 162025Q3: 242025Q32025Q4: 292025Q4: 442025Q42026Q1: 282026Q1: 642026Q1

Darker bars are new releases, lighter bars apps updated. 336 of 352 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The the United States clinical trials technology market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Healthtech806
Life sciences806
Enterprise tech791
Enterprise software656
Saas397
Healthtech saas397
Clinical data repository200
Consumer digital67
Native ai in life sciences24
Native ai in healthcare24
Artificial intelligence24
Deep tech15

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Healthtech

The largest measured segment in this report snapshot.

806companies
9.3%have hiring activity

75 companies hiring · $9.89B disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

Subscription771
Fee-for-service310
Commission on transaction51
Advertising39
Physical commerce25
E-commerce - product25
E-commerce - service21
Licensing6
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionssignanthealth.com ↗

Signant Health has acquired Ametris, a wearable digital health systems manufacturer, in a tech M&A deal.

Funding roundsquartzy.com ↗

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.

Funding roundsverily.com ↗

Last April, Verily received a $14.7 million grant from The Michael J. Fox Foundation for Parkinson’s Research.

Mergers & acquisitionsergclinical.com ↗

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.

Funding roundscondorsoftware.com ↗

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.

Mergers & acquisitionssubjectwell.com ↗

Homburger advised the shareholders of Swiss-based Clariness on the sale of 100% of their shares to SubjectWell.

Funding roundsantidote.me ↗

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.

Mergers & acquisitionstitle21.com ↗

Title21 Health Solutions acquired MyCellHub, a life sciences software provider, to enhance its digital health and laboratory management offerings.

Mergers & acquisitionsmedidata.com ↗

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.

Mergers & acquisitionsmyonex.com ↗

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.

Full recorded event mix

Top 10 categories among 170 recorded events in the 24-month window.

Leadership moves
74
Mergers & acquisitions
37
Funding rounds
30
Contracts
6
Asset acquisitions
6
New products
5
Earnings
4
Capital infusions
2
IPO activity
2
Lawsuit
1
7 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

2 companies with recorded IPO activity

Medidata ↗

IPO · Nasdaq Global Market1 reports

IPO · Hong Kong Stock Exchange1 reports

Leadership moves

27 tracked people moves

Venu Mallarapu

Appointment Chief Transformation and AI Officer

Lauren Whitsell

Appointment Chief Operating Officer

Viz.ai ↗
Jallel Harrati

Appointment Chief Revenue Officer

Autonomize ↗
Gina Collins

Appointment Chief Regulatory Officer

Autonomize ↗
Jennifer Rouse

Appointment VP of Marketing

Andrew Schultz

Appointment Executive Vice President of Sales and Commercial Strategy

CluePoints ↗
Sinead Godkin

Appointment Chief People Officer

Stephen Johnson

Retirement Previously Chief Executive Officer

Product launches

Products, platforms and features in the recorded window

Labvantage ↗
LabVantage CORTEX

AI analytics and automation platform

Verily ↗
Verily Me

Health App

LabWare ↗
Clinical Health Solution 5.06

Clinical Health Solution version 5.06

Workforce actions

2 companies with reported reductions

Verily ↗

Scale not stated rolesstrategic restructuring

Scale not stated rolescost reduction

Regulatory events

1 recorded events

DATATRAK ↗

continued listing grantedNasdaq

Litigation

1 tracked suits

Company
datatrak international v certain former shareholders of ClickFind

breach of representations and warranties in merger agreementCivil ·

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
Signant Health→AmetrisAnnounced2026-04-20Not stated in snapshot
Shakhmurat Mutalip→ERG ↗Rumored2026-03-23Not stated in snapshot
SubjectWell→clarinessAnnounced2026-02-11Not stated in snapshot
Suvoda→Greenphire ↗Completed2026-01-12Not stated in snapshot
Title21 Health Solutions→mycellhubAnnounced2026-01-07Not stated in snapshot
Science 37→LifeSci AcquisitionCompleted2026-01-01$235.0M

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

3,713 postings in the preceding 12 months. The full 4,920-posting snapshot covers 109 employers.

Expand panel +

Most advertised job titles

Auto Detailer287
Collision Estimator129
Office Administrator121
Clinical Research Associate, Sponsor Dedicated115
Clinical Research Coordinator91
Auto Body Technician70
3 internship postings

155 tracked postings mention remote work.

The seniority mix

1,539 postings specify a level.

unspecified
3,381
manager
814
senior
327
lead
245
entry
137
intern
16

Skills employers mention

Top skills across 4,920 tracked postings in the available jobs snapshot.

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
ADVERTISED PAY$75.0K/ year

Median across 414 postings with pay data, expressed in USD.

Salary by seniority

manager$111.2K/ year79 postings
senior$114.6K/ year42 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

592 founders and chief executives across 470 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

103 profiles with education records.

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

Prior employers

19 profiles with prior-work records.

Microsoft
5
Google
3
Apple
3
Cisco
3
Intel
2
Salesforce
1
McKinsey
1
Boston Consulting Group
1

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

2,388,337 articles in the measured 12-month window.

Expand panel +
2,388,337articles in the measured year
255,362articles in 2026Q2
24.5%positive tone in the latest complete year

News volume trends

Clinical Trials Technology coverage across United States · articles per complete quarter

0387,602775,2041,162,8061,550,4082021Q2: 512,4062021Q22021Q3: 529,6662021Q4: 501,0802022Q1: 548,9842022Q2: 543,5132022Q22022Q3: 553,3182022Q4: 618,5752023Q1: 649,6272023Q2: 647,5792023Q22023Q3: 585,1922023Q4: 554,7022024Q1: 578,6682024Q2: 562,4082024Q22024Q3: 560,6052024Q4: 586,9512025Q1: 878,7342025Q2: 597,8752025Q22025Q3: 1,348,1812025Q4: 324,6792026Q1: 460,1152026Q2: 255,3622026Q2
View quarterly article counts
QuarterArticles
2021Q2512,406
2021Q3529,666
2021Q4501,080
2022Q1548,984
2022Q2543,513
2022Q3553,318
2022Q4618,575
2023Q1649,627
2023Q2647,579
2023Q3585,192
2023Q4554,702
2024Q1578,668
2024Q2562,408
2024Q3560,605
2024Q4586,951
2025Q1878,734
2025Q2597,875
2025Q31,348,181
2025Q4324,679
2026Q1460,115
2026Q2255,362

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
367,286 positive · 940,730 neutral · 356,023 negative
2022
485,744 positive · 1,280,088 neutral · 497,102 negative
2023
591,640 positive · 1,314,813 neutral · 528,964 negative
2024
670,185 positive · 1,024,532 neutral · 592,259 negative
2025
769,707 positive · 1,439,824 neutral · 937,570 negative

Leading coverage topics

Clinical Trials Technology coverage across United States · ranked by full-period article count.

Administrative And Political Subdivisions4,335,088 articles in the full recorded period
929,769 recent · 795,454 prior
Geopolitical Disputes And Contested Areas320,380 articles in the full recorded period
106,787 recent · 82,226 prior
International And Transnational Geographic Entities320,209 articles in the full recorded period
106,735 recent · 82,155 prior
International Political Relations228,977 articles in the full recorded period
58,858 recent · 58,160 prior
Security And Defense Policies162,274 articles in the full recorded period
46,446 recent · 40,175 prior
International Relations And Diplomacy104,833 articles in the full recorded period
24,651 recent · 27,015 prior
Trade Policies And Agreements83,078 articles in the full recorded period
26,943 recent · 36,704 prior
Geographic Naming Conventions And Etymology81,709 articles in the full recorded period
44,273 recent · 9,159 prior
Human Rights Advocacy Reports75,251 articles in the full recorded period
17,606 recent · 23,996 prior
Political Asylum And Refugee Policies60,563 articles in the full recorded period
14,643 recent · 21,145 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Clinical Trials Technology coverage across United States

KeywordRecentPriorChange
investment deal6,4612,680141%
oil price volatility3,9702,46261%
private equity3,9641,313202%
countries3,9251,959100%
share price3,4802,13863%
etf trading2,7591,278116%
stock surge2,5631,44877%
investment2,521721250%
commodity trading2,4951,33687%
export sanctions2,426928161%
tariff negotiations13,81423,129-40%
free trade deals5,7589,226-38%
college playoffs7845,771-86%
severe weather warning2,7515,023-45%
economic slowdown2,3534,478-47%

Event and signal lenses

Clinical Trials Technology coverage across United States

All complete annual cohorts shown
Rising

Regulatory Risk

1,887,582 classified articles

territories, disputed islands, tariff negotiations

44.8% critical · 20.8% positive
Rising

Funding Momentum

327,281 classified articles

investment deal, inflation reports fx, currency intervention policies

45.9% critical · 41.3% positive
Rising

Growth

487,335 classified articles

earnings report, stock performance, quarterly results

39.3% critical · 42.2% positive

Clinical Trials Technology coverage across United States. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Clinical Trials Technology research is working on

13,110 papers in the recorded india scope.

Expand panel +
13,110papers
53,497worldwide comparison pool
13,110India-affiliated papers

Research orientation

Breakthrough
5,029
Promising
3,483
Descriptive
2,227
Problem-identifying
1,363
Cautionary
522
Comparative
266
Critical
220

Contribution mix

Empirical
5,056
Methods-led
4,473
Reviews
3,091
Position pieces
397
Theoretical
93

Tone counts: 12,011 positive · 703 neutral · 396 negative.

Common problems researchers identify
1,583 papers · 12.1% of this field
  • Disease294 papers
  • Immune system137 papers
  • Cancer117 papers
  • Clinical trial84 papers
  • Microbiome74 papers
  • Gene71 papers
  • Biomarker71 papers
  • Computational biology65 papers

Landmark: The 2016 revision to the World Health Organization classification of myeloid neoplasms and acute leukemia

Cautions
522 papers · 4.0% of this field
  • Disease52 papers
  • Gene34 papers
  • Clinical trial33 papers
  • Cancer30 papers
  • Genome28 papers
  • MEDLINE26 papers
  • Immune system25 papers
  • Biomarker24 papers

Landmark: Cryo-EM structure of the 2019-nCoV spike in the prefusion conformation

Opportunities
8,512 papers · 64.9% of this field
  • Gene858 papers
  • Genome731 papers
  • Transcriptome694 papers
  • Disease633 papers
  • Immune system490 papers
  • Computational biology430 papers
  • Cancer385 papers
  • Biomarker297 papers

Landmark: Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2

Leading institutions

Harvard University
423,548
Broad Institute
397,159
Howard Hughes Medical Institute
308,813
Dana-Farber Cancer Institute
202,075
Baylor College of Medicine
183,631
National Institutes of Health
173,167

Leading researchers

Koichiro Tamura
126,864
Glen Stecher
124,408
Michael I. Love
106,079
Wolfgang Huber
102,018
Simon Anders
97,164
Sudhir Kumar
87,769
Douglas Hanahan
65,683
Robert A. Weinberg
65,668

Highly cited breakthrough-labelled papers

  • Moderated estimation of fold change and dispersion for RNA-seq data with DESeq297,164 citations
  • MEGA7: Molecular Evolutionary Genetics Analysis Version 7.0 for Bigger Datasets45,127 citations
  • MEGA5: Molecular Evolutionary Genetics Analysis Using Maximum Likelihood, Evolutionary Distance, and Maximum Parsimony Methods40,217 citations
  • MEGA X: Molecular Evolutionary Genetics Analysis across Computing Platforms37,942 citations
  • The Genome Analysis Toolkit: A MapReduce framework for analyzing next-generation DNA sequencing data29,447 citations

Common problems researchers identify

1,536 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Biomarker and Disease Translation GapsCommon problems researchers identify · 01

Biomarker and Disease Translation Gaps

280 papers

18.2% of this theme group

Researchers highlight challenges in moving metabolic biomarkers and disease diagnostics from discovery to clinical use.

Clinical trial (35) · MEDLINE (27) · Biomarker (29) · Disease (54)

Evolving Paradigms in Chronic Limb-threatening Ischemia: A Systematic Review of Current and Emerging Diagnostic and Therapeutic Approaches

A Practical Roadmap for Clinical Translation of Metabolic Biomarkers: A Review

View research history
YearShare index
2022865.9
2023827.3
2024831.6
20251262.9
Cancer Immunotherapy Resistance IssuesCommon problems researchers identify · 02

Cancer Immunotherapy Resistance Issues

269 papers

17.5% of this theme group

Papers flag obstacles in tumor microenvironment and checkpoint pathways that limit current cancer immunotherapies.

Cancer (102) · Tumor microenvironment (30) · Breast cancer (25) · Immunotherapy (28)

Metabolic reprogramming and cancer progression

Beyond PD‐1/PD‐L1: New Immune Checkpoints and Therapeutic Combinations in Cancer Immunotherapy

View research history
YearShare index
20222422.1
20233082.5
20242613.2
20252334.4
Genetic Variant Interpretation DifficultiesCommon problems researchers identify · 03

Genetic Variant Interpretation Difficulties

262 papers

17.1% of this theme group

Authors discuss inconsistencies and uncertainties in classifying and reporting gene variants for disease risk.

Gene (54) · Genome (47) · Gene expression (14) · Genetic testing (22)

Sequence variant classification and reporting: recommendations for improving the interpretation of cancer susceptibility genetic test result

Widespread Regulatory Turnover Across Human Segmental Duplications

View research history
YearShare index
20222572.7
20232646.5
20242427.6
20251985.2
Inflammation‑Driven Disease MechanismsCommon problems researchers identify · 04

Inflammation‑Driven Disease Mechanisms

262 papers

17.1% of this theme group

Works point to complex immune and metabolic pathways underlying neuro‑degenerative and cardiovascular disorders.

Disease (84) · Inflammation (26) · Pathogenesis (23) · Immune system (42)

Parkinson’s disease: etiopathogenesis and treatment

Immunometabolic Pathways in Cardiovascular Disease: Inflammation and Metabolic Dysfunction Beyond Traditional Risk Factors

View research history
YearShare index
20223656.8
20233139.3
20243195.8
20253175.2
Computational and Synthetic Biology LimitsCommon problems researchers identify · 05

Computational and Synthetic Biology Limits

184 papers

12.0% of this theme group

Studies note methodological gaps in metagenomics, epigenetics, and synthetic approaches for regenerative medicine.

Computational biology (45) · Synthetic biology (12) · Extracellular vesicles (12) · Regenerative medicine (10)

Clinical metagenomics

Epigenetics: Definition, Mechanisms and Clinical Perspective

View research history
YearShare index
20221002.0
20231033.6
20241279.7
2025938.0
Metabolic Disease and Obesity LinksCommon problems researchers identify · 06

Metabolic Disease and Obesity Links

173 papers

11.3% of this theme group

Literature emphasizes unresolved inflammatory mechanisms connecting obesity, insulin resistance, and diabetes treatment.

Diabetes mellitus (45) · Disease (75) · Obesity (21) · Insulin resistance (14)

Inflammatory mechanisms linking obesity and metabolic disease

Clinical Review of Antidiabetic Drugs: Implications for Type 2 Diabetes Mellitus Management

View research history
YearShare index
20223247.1
20232770.6
20242817.3
20252753.4
Microbiome Research Methodology GapsCommon problems researchers identify · 07

Microbiome Research Methodology Gaps

106 papers

6.9% of this theme group

Authors raise concerns about variability and translational relevance of gut microbiome studies.

Microbiome (66) · Gut microbiome (17) · Human microbiome (14) · Gut flora (18)

Microbiota in health and diseases

The effects of antibiotics on the microbiome throughout development and alternative approaches for therapeutic modulation

View research history
YearShare index
2022176.9
2023161.2
2024201.7
2025230.8

Cautions

511 papers · 7 recurring themes
7 cards

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Target Validation Risks in OncologyCautions · 01

Target Validation Risks in Oncology

98 papers

19.2% of this theme group

Cautions focus on uncertain efficacy of emerging immune checkpoints and genomic biomarkers in cancer therapy.

Cancer (26) · Breast cancer (16) · Transcriptome (10) · Tumor microenvironment (5)

[Strategic Combination Approaches in Cancer Immunotherapy].

Comparative analysis of potentially actionable genomic alterations in early-onset versus later-onset gastrointestinal cancers.

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YearShare index
20222765.3
20233333.3
20242910.0
20252686.7
Unproven Therapeutic ClaimsCautions · 02

Unproven Therapeutic Claims

94 papers

18.4% of this theme group

Papers advise restraint when interpreting early‑stage clinical data for nutraceuticals and novel lipid‑lowering agents.

Drug (17) · Drug discovery (8) · Clinical trial (15) · Disease (16)

The therapeutic potential of resveratrol: a review of clinical trials

Lipoprotein(a)-lowering therapies: a promising future

View research history
YearShare index
2022911.2
2023888.9
2024986.4
20251306.2
Epigenetic Marker Reliability ConcernsCautions · 03

Epigenetic Marker Reliability Concerns

87 papers

17.0% of this theme group

Research warns about reproducibility and interpretation challenges for DNA methylation and protein‑structure biomarkers.

DNA methylation (7) · Antibody (6) · Protein structure (4) · Epigenetics (7)

Characterizing the Conformational Dynamics of an Intrinsically Disordered Localization Sequence

Epigenetic Markers of Response to Psychotherapy in Obsessive-Compulsive Disorder

View research history
YearShare index
2022444.9
2023467.7
2024361.0
2025324.1
Genome Editing Transferability IssuesCautions · 04

Genome Editing Transferability Issues

72 papers

14.1% of this theme group

Authors caution that plant‑focused genomic selection methods may not translate directly to human clinical contexts.

Gene (18) · Genetic testing (7) · Genome editing (6) · Genome (11)

Genomic Selection for Crop Improvement

Genomic selection in plant breeding: from theory to practice

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YearShare index
20222420.5
20232512.7
20242228.9
20251728.0
Diabetes Treatment Outcome VariabilityCautions · 05

Diabetes Treatment Outcome Variability

71 papers

13.9% of this theme group

Studies highlight inconsistent effects of SGLT2 inhibitors and insulin‑resistance metrics across patient subgroups.

Diabetes mellitus (12) · Type 2 diabetes (6) · Disease (15) · MEDLINE (11)

Dose-dependent effects of SGLT2 inhibitors on circadian blood pressure in hypertensive patients with diabetes: A systematic review and Bayes

Presenting non-insulin-based indices of insulin resistance relevant to pre-hypertension: A systematic review and meta-analysis

View research history
YearShare index
20223201.5
20232723.9
20242771.9
20252711.7
Sequencing Bias and Benchmark LimitsCautions · 06

Sequencing Bias and Benchmark Limits

59 papers

11.5% of this theme group

Works point out systematic biases in DNA sequencing pipelines and the need for more robust benchmarking.

DNA sequencing (16) · Genome (18) · Computational biology (13) · Benchmark (6)

Characterizing and measuring bias in sequence data

Critical Assessment of Metagenome Interpretation—a benchmark of metagenomics software

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YearShare index
20221389.5
20231365.3
20241669.5
20251346.5
Long‑Term Microbiome Impact UncertaintyCautions · 07

Long‑Term Microbiome Impact Uncertainty

30 papers

5.9% of this theme group

Research stresses limited understanding of lasting antibiotic effects on gut flora and related disease risks.

Microbiome (15) · Gut flora (8) · Gut microbiome (5) · Metagenomics (5)

Long-term impacts of antibiotic exposure on the human intestinal microbiota

Human Gut Microbiome and Risk for Colorectal Cancer

View research history
YearShare index
2022221.0
2023201.6
2024252.5
2025289.2

Opportunities

8,195 papers · 7 recurring themes
7 cards

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Inflammation‑Targeted Therapeutic DevelopmentOpportunities · 01

Inflammation‑Targeted Therapeutic Development

1,108 papers

18.5% of this theme group

Opportunities focus on exploiting immune and metabolic pathways for new diabetes and cardiovascular treatments.

Disease (325) · Inflammation (102) · Diabetes mellitus (53) · Immune system (108)

Mitochondrial Dysfunction in Diabetes: From Molecular Mechanisms to Functional Significance and Therapeutic Opportunities

Molecular Mechanisms Underlying Atherosclerosis and Current Advances in Targeted Therapeutics

View research history
YearShare index
20223678.0
20233167.0
20243229.4
20253203.8
Genomic Insight for Drug TargetingOpportunities · 02

Genomic Insight for Drug Targeting

1,039 papers

17.3% of this theme group

Papers reveal how large‑scale gene association studies can pinpoint tissue‑specific disease drivers for drug discovery.

Genome (394) · Gene (264) · Genomics (118) · Genome-wide association study (67)

Heritability enrichment of specifically expressed genes identifies disease-relevant tissues and cell types

The druggable genome and support for target identification and validation in drug development

View research history
YearShare index
20222539.2
20232616.9
20242403.6
20251960.3
Multi‑Omic Computational PlatformsOpportunities · 03

Multi‑Omic Computational Platforms

951 papers

15.8% of this theme group

Research showcases advanced bioinformatics workflows enabling integrated protein, nucleic‑acid, and microbiome analyses.

Proteomics (97) · Proteome (69) · Computational biology (104) · Workflow (58)

Metabolic Reconstruction for Metagenomic Data and Its Application to the Human Microbiome \n

Large-scale multi-omic biosequence transformers for modeling protein–nucleic acid interactions

View research history
YearShare index
20221026.5
20231052.9
20241295.2
2025960.2
Novel Antimicrobial and Microfluidic ModelsOpportunities · 04

Novel Antimicrobial and Microfluidic Models

887 papers

14.8% of this theme group

Studies present emerging phytochemical agents and organ‑on‑chip systems for testing antimicrobial efficacy.

Antimicrobial (35) · Epitope (41) · Drug discovery (66) · Antibiotics (31)

Bioactive Phytochemicals in Experimental Models of Multiple Sclerosis: Mechanisms, Efficacy, and Translational Potential

Lymphatics-on-a-chip microphysiological system: engineering lymphatic structure and function <i>in vitro</i>

View research history
YearShare index
2022172.7
2023170.1
2024187.2
2025238.5
RNA‑Based Cancer BiomarkersOpportunities · 05

RNA‑Based Cancer Biomarkers

863 papers

14.4% of this theme group

Works highlight microRNA and stochastic modeling approaches to improve cancer diagnosis and therapy prediction.

Cancer (250) · Breast cancer (94) · Immunotherapy (80) · Colorectal cancer (48)

MicroRNAs: New Biomarkers for Diagnosis, Prognosis, Therapy Prediction and Therapeutic Tools for Breast Cancer

Advancing Cancer Research Through Stochastic Modeling: Insights into Tumor Growth, Evolution, and Treatment Response

View research history
YearShare index
20222471.1
20233143.1
20242665.0
20252400.0
CRISPR Gene‑Editing TherapeuticsOpportunities · 06

CRISPR Gene‑Editing Therapeutics

667 papers

11.1% of this theme group

Papers discuss multiplexed CRISPR strategies and RNA‑editing tools for precise disease‑targeted interventions.

CRISPR (114) · Genome editing (66) · Cas9 (43) · Gene (125)

Multiplex Genome Engineering Using CRISPR/Cas Systems

RNA editing with CRISPR-Cas13

View research history
YearShare index
202264.2
202365.9
202468.9
202571.3
Spatial Transcriptomics for Cell ModelingOpportunities · 07

Spatial Transcriptomics for Cell Modeling

485 papers

8.1% of this theme group

Research emphasizes reconstructing cellular states from spatial gene‑expression data to guide disease modeling.

Transcriptome (345) · Transcription factor (65) · Gene (125) · Gene expression (46)

Reconstructing biologically coherent cellular profiles from imaging-based spatial transcriptomics

Transcriptomic Correlation Identifies Cell Model Representatives for <i>MYCN</i> -Amplified Pediatric Neuroblastoma, Downstream Impact of Mo

View research history
YearShare index
20222513.0
20232576.9
20242329.1
20251980.2

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Breakthrough38.4%26.5%
Promising26.6%37.2%
Descriptive17.0%17.1%
Problem-identifying10.4%9.6%
Cautionary4.0%4.6%
Comparative2.0%3.9%
Critical1.7%1.0%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceSARS-CoV-2 wastewater genomic surveillance: approaches, challenges, and opportunities390.32%2 (5.1%)0.28%
Bias & fairnessRNA-Based Biomarkers for Diagnostic Discrimination of Ischemic and Hemorrhagic Stroke: A Systematic Review40.03%1 (25.0%)0.04%
Safety & misuseLevels of Analysis in Evolutionary Genetics: Novel Genes and the Misuse of Homology20.02%1 (50.0%)0.01%
Energy & datacenter footprintMEGA12: Molecular Evolutionary Genetic Analysis Version 12 for Adaptive and Green Computing10.01%0 (0.0%)0.0%
Water use00.0%0 (%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.0%
Labour & data work00.0%0 (%)0.0%
Concentration of compute power00.0%0 (%)0.0%

Research orientation and citation rankings describe the covered collection. Its recorded publication dates do not support an overall publication-volume trend.

Institution and researcher rankings use citations to their covered work. Research scope: United States. This may be broader than the company geography.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

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8 cards

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UNDERSTAND THE LANDSCAPE

Clinical Trials Technology in the United States: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 31 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
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