A new approach examines how individual cells respond to drugs, aiming to identify risks earlier in development.
Updated
April 15, 2026 6:01 PM

Close up of a capsule blister pack. PHOTO: UNSPLASH
DeepCyte, a startup in the drug development space, is focusing on a long-standing problem: why drugs that appear safe in early testing still fail in clinical trials or are withdrawn later due to toxicity. DeepCyte has launched with US$1.5 million in seed funding to build tools that detect and explain the harmful effects of drugs at much earlier stages.
The startup’s approach focuses on how individual cells respond to a drug. Instead of analysing cells in bulk, it studies them one by one. This helps capture differences in how cells react, which are often missed in traditional testing methods.
Drug toxicity remains one of the main reasons for failure in drug development. Methods such as animal testing and bulk cell analysis do not always reflect how human cells behave. This gap has pushed the industry to look for more reliable and human-relevant ways to test drug safety.
DeepCyte combines cell-level data with artificial intelligence. Its platform, MetaCore, studies what is happening inside individual cells by capturing detailed molecular information. This data is used to build large datasets that can train AI models.
Additionally, the company has developed an AI system called DeeImmuno. It is designed to predict whether a drug could be toxic and identify the biological reasons behind it. In internal testing on 100 drugs, the system identified different types of toxicity and their underlying mechanisms with a reported accuracy of 94 percent.
The focus on explaining why a drug is toxic, not just whether it is, reflects a broader shift in the industry. Regulators such as the U.S. Food and Drug Administration and the European Medicines Agency have been encouraging methods that rely more on human cell data and clearer biological evidence. The seed funding will be used to develop and scale these tools. The company aims to help drug developers make earlier decisions, which could reduce costly failures in later stages. Whether tools like this become widely used will depend on how they perform in real-world settings. For now, DeepCyte’s approach highlights a growing effort to make drug testing more precise by focusing on how drugs affect cells at the most detailed level.
Keep Reading
Take charge of your finances with these top budget monitoring apps that make tracking spending simple, smart, and stress-free.
Updated
January 8, 2026 6:36 PM
.webp)
A phone next to a laptop, displaying a stock market app. PHOTO: UNSPLASH
Managing personal finances can feel overwhelming, especially with the countless expenses we juggle daily. Thankfully, budget monitoring apps are hereto save the day. These handy tools help you track your spending, set financial goals, and build better money habits—all from the convenience of your smartphone.
Whether you're saving for a vacation, paying off debt, or just trying to avoid those end-of-the-month surprises, budget tracker apps can provide clarity and control over your finances. Here are 5 budget monitoring apps that will keep your spending on track.
If simplicity is what you’re after, Monefy is the solution. Known for its highly intuitive interface, Monefy lets users track their spending with just a few taps. Unlike many budget apps that overwhelm you with features, Monefy focuses on the essentials, making it great for beginners or anyone looking for a straightforward way to manage their money.
Monefy is perfect for users who want a no-frills app to track spending or beginners just dipping their toes into budgeting.
Budgeting doesn’t have to feel like a chore, and Fortune City proves just that. This app gamifies your financial habits by turning expense tracking into a city-building game. Every category of spending contributes to your virtual city’s development, making it an enjoyable way to visualize where your money is going.
Fortune City is ideal for those who find traditional budgeting boring or intimidating and want a fun way to stay consistent.
Jupiter combines the best of both worlds: digital banking and budgeting. This app integrates directly with your bank account, automatically categorizing transactions and providing insights into your spending patterns. It’s not just a budget tracker—it’s a full-fledged financial assistant.
Jupiter is best for users who want a hands-off budgeting experience and prefer an all-in-one app for banking and money management.
Inspired by the envelope budgeting method, GoodBudget offers a digital twist on this classic approach. Instead of physical envelopes, you allocate your money into virtual "envelopes" for different spending categories. This app encourages disciplined spending and is particularly effective for budgeters who like to plan ahead.
GoodBudget is ideal for planners who like a structured approach to budgeting and don’t mind manual tracking.
Wally is a feature-packed app designed for users who want deep insights into their spending habits. Its sleek design, multi-currency support, and detailed financial reports make it a standout option, especially for frequent travelers or professionals juggling multiple accounts.
Wally is perfect for users who want advanced budgeting tools and detailed insights, especially those with international financial needs.
Budget monitoring apps are powerful tools that simplify the often-daunting task of managing your finances. Whether you’re drawn to the playful gamification of Fortune City, the structured approach of GoodBudget, or the all-in-one convenience of Jupiter, there’s an app tailored to your preferences and goals.
These apps don’t just track your spending—they help you build better habits, gain financial clarity, and take control of your money. With the right app in your pocket, managing your budget becomes less of a chore and more of are warding journey toward financial freedom. So why wait? Choose an app, start tracking, and watch your financial confidence grow!