Ming Tang

Ming Tang

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Bioinformatics director at AstraZeneca; science communicator who teaches genomics (YouTube channel 'Chatomics').

Mixed Metastatic Sites Confound Apparent Treatment Effects
SocialApr 9, 2026

Mixed Metastatic Sites Confound Apparent Treatment Effects

Your clinical trial baseline is a mix of liver mets, lung mets, bone mets, and primary tumors. You compare it to post-treatment samples from different sites. The "treatment effects" you find will mostly be tissue site differences. https://t.co/0PyjMM2Znl

By Ming Tang
Lymph-Node CD8+ T Cells Amplify PD-1 Blockade in GI Cancer
SocialApr 8, 2026

Lymph-Node CD8+ T Cells Amplify PD-1 Blockade in GI Cancer

PD-1 antibody-bound progenitor-exhausted CD8+ T cells in lymph nodes boost PD-1-blockade anti-tumor immunity in gastrointestinal cancer https://t.co/VKoxzy6oUq https://t.co/cQG2sLWtL2

By Ming Tang
Three AI Reviewers Auto‑audit Code in Parallel
SocialApr 8, 2026

Three AI Reviewers Auto‑audit Code in Parallel

After Claude Code writes my code, I make it review its own work. /simplify spawns 3 AI reviewers in parallel: one hunts dead code, one checks naming and structure, one profiles for performance. All running at the same time.

By Ming Tang
Every Biological Question Is Fundamentally Computational
SocialApr 8, 2026

Every Biological Question Is Fundamentally Computational

🧵"All biology is computational biology." That sounds bold. But it’s true. Here’s why: https://t.co/sjibYRKxbM https://t.co/QZNlIFAnXb

By Ming Tang
Cheap AI Models Quickly Hallucinate Fake Data and Events
SocialApr 7, 2026

Cheap AI Models Quickly Hallucinate Fake Data and Events

I built a personal AI assistant on a Mac Mini. Within 48 hours, cheap models had poisoned its memory with fabricated colleagues, fictional file shares, and an imaginary costume party. Here is what I learned. https://t.co/84IrdoktKa

By Ming Tang
AI‑augmented Team Rewrites Claude in Rust Overnight
SocialApr 7, 2026

AI‑augmented Team Rewrites Claude in Rust Overnight

Two developers and 10 AI agents rewrote Claude Code from scratch in Rust. In one night. The repo hit 50K GitHub stars in 2 hours. It now has 172K. It is called claw-code. https://t.co/2A1tkP5PYx

By Ming Tang
Stay Grounded Amid Rapid Bioinformatics Advances
SocialApr 7, 2026

Stay Grounded Amid Rapid Bioinformatics Advances

🧵Bioinformatics evolves fast. New tech. New data. New analysis. But here's how to stay grounded and not get overwhelmed: https://t.co/VdWFpeE93W

By Ming Tang
One Prompt, 24 Agents, 22 PRs Merged
SocialApr 6, 2026

One Prompt, 24 Agents, 22 PRs Merged

One prompt. 24 parallel agents. 22 PRs merged. Claude Code /batch takes a single instruction and fans it out into a multi-agent swarm. Each agent gets its own git worktree. Each opens its own PR.

By Ming Tang
Biological Data Is Messy Because Humans Make Errors
SocialApr 6, 2026

Biological Data Is Messy Because Humans Make Errors

1/ Biological data isn’t just messy. Humans generate it. And humans make mistakes. As a bioinformatician, this will be your reality 🧵 https://t.co/yS2KH17NIH

By Ming Tang
Most Ignore Claude Code's Key /Compact Keep Option
SocialApr 5, 2026

Most Ignore Claude Code's Key /Compact Keep Option

Everyone knows /compact in Claude Code. Almost nobody uses the part that actually matters. You can tell it what to keep.

By Ming Tang
Not All scRNA‑seq Zeros Are Dropouts—Distinguish Real Signals
SocialApr 5, 2026

Not All scRNA‑seq Zeros Are Dropouts—Distinguish Real Signals

Your scRNA-seq matrix is 90% zeros. You assume it is dropout. Some of those zeros are real biology. Some are your platform failing to capture transcripts. Treating them the same way will wreck your analysis. https://t.co/z9SDKz3ZZv

By Ming Tang
37°C Causes scRNA‑seq Data to Mislead Researchers
SocialApr 4, 2026

37°C Causes scRNA‑seq Data to Mislead Researchers

37 degrees Celsius. That is the temperature where your scRNA-seq experiment starts lying to you. https://t.co/FXrk5fgWTQ

By Ming Tang
Rescue a Running Remote Job Without Killing It
SocialApr 3, 2026

Rescue a Running Remote Job Without Killing It

1/ Last year I was running a 6-hour alignment job on a remote server. Then I realized: I forgot to start screen or tmux. My laptop was about to die. Panic mode. Here's exactly how I saved that process without killing it:...

By Ming Tang
Synonymous Mutations Can Disrupt TF Sites and Cause Disease
SocialApr 3, 2026

Synonymous Mutations Can Disrupt TF Sites and Cause Disease

Every exome analysis I have seen filters out synonymous variants first. "Silent mutations, skip them." But 15% of human codons sit inside transcription factor binding sites. A synonymous change that breaks a TF site can cause disease with the protein completely intact. https://t.co/yzkdi82kEd

By Ming Tang
AI as Second Reader Boosts Breast Screening Accuracy
SocialApr 2, 2026

AI as Second Reader Boosts Breast Screening Accuracy

Impact of using artificial intelligence as a second reader in breast screening including arbitration https://t.co/15eScV9DfT

By Ming Tang
Collaboration Between Bioinformaticians and Wet Biologists Drives Science
SocialApr 2, 2026

Collaboration Between Bioinformaticians and Wet Biologists Drives Science

🧵The most underrated superpower in science: Bioinformaticians and wet biologists working together. Here’s why it matters. https://t.co/PRuGiq6CbV

By Ming Tang
Bookmark This List to Keep Up with AI
SocialApr 2, 2026

Bookmark This List to Keep Up with AI

Do yourself a favor to bookmark this list to stay current of the AI. 1. follow anthropic X https://t.co/w6p3u12EeF and Linked account 2. follow Boris, the creator of Claude Code https://t.co/qFhQZ0R9sO

By Ming Tang
Claude Code Thread Mixes Truth with Provocation
SocialApr 1, 2026

Claude Code Thread Mixes Truth with Provocation

That "I reverse-engineered Claude Code" thread is going viral. I use Claude Code everyday. Half the observations are legit. The "employee-only secret fixes" framing is designed to make you angry. https://t.co/13O7ehs5h8 https://t.co/rgkIwSp7Jl

By Ming Tang
ER Binding Sites in MCF7 Cells Span 1,000–20,000
SocialApr 1, 2026

ER Binding Sites in MCF7 Cells Span 1,000–20,000

If I told you the answer to “How many ER binding sites are in MCF7 cells?” is anywhere between 1,000 and 20,000—would you believe me?

By Ming Tang
Creator Reveals Daily Claude Code Workflow, Uncovers New Features
SocialMar 31, 2026

Creator Reveals Daily Claude Code Workflow, Uncovers New Features

The guy who built Claude Code shared how he actually uses it. I've been using it daily for months and half these features were new to me.

By Ming Tang
Document Successful Commands Immediately, Never Postpone
SocialMar 31, 2026

Document Successful Commands Immediately, Never Postpone

You ran 15 commands. One worked. You moved on. In 6 months you'll need to re-run it and you won't remember which one. Write the working command down right after it works. Not later. Later is never. https://t.co/JLnbmkFUoA

By Ming Tang
Claude Code Auto‑records My Commands and Coding Patterns
SocialMar 30, 2026

Claude Code Auto‑records My Commands and Coding Patterns

Claude Code has been taking notes on me. Build commands I use, mistakes it made, my coding patterns. Type /memory, then 'Open auto-memory folder'. Plain markdown files. It's been doing this automatically.

By Ming Tang
Enforce File-Write Restrictions to Stop AI Editing Configs
SocialMar 29, 2026

Enforce File-Write Restrictions to Stop AI Editing Configs

Claude Code kept editing my .env file. I told it not to in the prompt. It did it anyway two sessions later. So I set up a PreToolUse hook. Now it physically can't write to .env or config files. Blocked before...

By Ming Tang
Published Errors Survive; Faulty Experiments Kill
SocialMar 29, 2026

Published Errors Survive; Faulty Experiments Kill

You can publish a paper with wrong data. You can't make a working drug with a wrong experiment. I wrote about HeLa contamination a few days ago. Then an Oxford researcher told me his story. https://t.co/77vvQQ8kq0

By Ming Tang
Use /Doctor Command to Diagnose Issues Instantly
SocialMar 28, 2026

Use /Doctor Command to Diagnose Issues Instantly

I spent 20 minutes debugging why Claude Code couldn't find my MCP server. Checked the config, restarted the process, read the docs. Turns out there's a /doctor command. It diagnosed the problem in 3 seconds.

By Ming Tang
TTN's High Mutation Rate Reflects Size, Not Significance
SocialMar 28, 2026

TTN's High Mutation Rate Reflects Size, Not Significance

TTN shows up as one of the most mutated genes in almost every cancer exome. New bioinformaticians see it and think they found something. They didn't. It's a 364-exon gene encoding the largest human protein. It collects mutations like a lint...

By Ming Tang
Always Diff AI Code Edits Before Committing
SocialMar 27, 2026

Always Diff AI Code Edits Before Committing

I let Claude Code edit 5 files in one turn. Didn't check what it actually changed. Committed. Broke something unrelated. Now I run /diff after every turn. It opens an interactive viewer showing exactly what Claude changed, file by file.

By Ming Tang
Token Drain Explained: Skills, Auto‑Memory, MCP Tools
SocialMar 26, 2026

Token Drain Explained: Skills, Auto‑Memory, MCP Tools

I kept running /compact every 20 minutes wondering why my Claude Code sessions filled up so fast. /context showed me exactly what was eating my tokens. Skills, auto-memory, MCP tools, CLAUDE.md. All mapped out.

By Ming Tang
Code Ran Fine, but Biology Flagged Label Error
SocialMar 26, 2026

Code Ran Fine, but Biology Flagged Label Error

I almost sent a figure with wrong cluster labels to my collaborators. The R code ran perfectly. No errors, no warnings. I caught it because cluster 2 showed upregulated genes in RNAseq but reduced chromatin accessibility in ATACseq. Biologically, that's backwards....

By Ming Tang
Control Your Local Machine From Phone via QR
SocialMar 25, 2026

Control Your Local Machine From Phone via QR

Claude Code now streams to your phone. /remote-control gives you a QR code. Scan it with the Claude mobile app. You're controlling your local machine from your pocket. Files, tools, MCP servers, all of it. https://t.co/lFDBeMQyLF

By Ming Tang
Thousands of P-Values, only a Handful Are Real
SocialMar 25, 2026

Thousands of P-Values, only a Handful Are Real

1/ You ran 20,000 differential expression tests. 1,000 genes came back with p < 0.05. How many are real? Maybe 50. Maybe fewer. Most bioinformaticians learn p-values in stats class. Almost nobody learns why they break at scale. Let me explain: https://t.co/btC71ABX5N

By Ming Tang
Sex‑specific Epigenetic Network Drives Cholesterol and Atherosclerosis
SocialMar 24, 2026

Sex‑specific Epigenetic Network Drives Cholesterol and Atherosclerosis

Sex-specific KDM6A-HNF4A-CREBH network controls lipoprotein cholesterol metabolism and atherosclerosis via epigenetic reprograming of hepatocytes https://t.co/2XpUt6ndcs https://t.co/r5DvCeGMeS

By Ming Tang
AI Audit Reveals My Hidden Time‑wasting Habits
SocialMar 24, 2026

AI Audit Reveals My Hidden Time‑wasting Habits

I ran /insights in Claude Code. It read a month of my sessions and told me exactly where I'm wasting time. I didn't ask for this level of honesty. https://t.co/hojo5cud35

By Ming Tang
Focus on Fundamentals, Not Every New Sequencing Method
SocialMar 24, 2026

Focus on Fundamentals, Not Every New Sequencing Method

1/ I used to panic every time a new *Seq method dropped. ATAC-seq, CUT&Tag, scNOMe-seq, SHARE-seq... the list never ends. I tried to learn them all. I burned out. Here's what I wish someone told me earlier. https://t.co/xUlsvXmaQh

By Ming Tang
Anthropic Shares 9 Skill Categories and Patterns for Claude Code
SocialMar 23, 2026

Anthropic Shares 9 Skill Categories and Patterns for Claude Code

I've been building Claude Code skills for a month. Turns out I was missing half the picture. Thariq from Anthropic just published lessons from hundreds of skills they use internally. 9 categories, dozens of patterns. https://t.co/tOGCfYjNpo

By Ming Tang
Real Bioinformatics Data Is Messy, Not Perfect
SocialMar 23, 2026

Real Bioinformatics Data Is Messy, Not Perfect

1/ Every bioinformatics tutorial is lying to you. They give you clean data, perfect sample names, and zero missing values. Then you open a real dataset and nothing works. Here's what they don't teach you.

By Ming Tang
Simple Models Outpace Deep Learning in Most Bioinformatics Tasks
SocialMar 22, 2026

Simple Models Outpace Deep Learning in Most Bioinformatics Tasks

1/ Hot take: deep learning is overkill for 90% of bioinformatics problems. I've watched teams spend months building neural networks that get outperformed by XGBoost trained in an afternoon. Here's why simpler models keep winning. https://t.co/fjEiVVMu7r

By Ming Tang
AI Agents Lack Security Guardrails; NVIDIA Releases NemoClaw
SocialMar 22, 2026

AI Agents Lack Security Guardrails; NVIDIA Releases NemoClaw

Your AI agent can execute code and call external APIs. How many security guardrails does it have? For most people: zero. NVIDIA just open-sourced NemoClaw. https://t.co/2Kwv30NOkN

By Ming Tang
Use /Btw in Claude Code for Hidden Side Questions
SocialMar 21, 2026

Use /Btw in Claude Code for Hidden Side Questions

1/ Most people don't know about /btw in Claude Code. It lets you ask a side question without interrupting what Claude is working on. The response doesn't get saved to your conversation history. Your main context stays clean. https://t.co/2bOywYfBn4

By Ming Tang
Contaminated Cell Line Turns Liver Cancer Papers Retracted
SocialMar 21, 2026

Contaminated Cell Line Turns Liver Cancer Papers Retracted

1/ A researcher spent 2 years studying liver cancer biology. Published 3 papers. Then discovered the "liver cancer" cell line was actually HeLa -- a cervical cancer line that contaminated their stock decades ago. Those papers? Retracted. https://t.co/q3a9g0G04s

By Ming Tang
Deubiquitinase Complex Protects Oocyte Epigenome, Fertility
SocialMar 20, 2026

Deubiquitinase Complex Protects Oocyte Epigenome, Fertility

Polycomb repressive-deubiquitinase complex safeguards oocyte epigenome and female fertility by restraining Polycomb activity https://t.co/M6JjHH2JG2 https://t.co/dnHknjJmJy

By Ming Tang
Toggle Dispatch Off/On to Unstick Claude Messages
SocialMar 20, 2026

Toggle Dispatch Off/On to Unstick Claude Messages

1/ Claude's new Dispatch feature is cool but buggy. If your pending messages get stuck, here's the fix: Go into settings, turn the entire Dispatch feature off, refresh the app (Cmd+R), then turn it back on. It catches up to your...

By Ming Tang
Claude Code Workflow Unlocks Extended Thinking in Genomics
SocialMar 19, 2026

Claude Code Workflow Unlocks Extended Thinking in Genomics

1/ My last thread on Claude use cases got a lot of attention. The number one question: "how do you actually use extended thinking for biology?" Here's my exact Claude Code workflow for genomics questions where regular prompting falls short.

By Ming Tang
Most Papers Misinterpret P-Values; Here's a Clear Guide
SocialMar 19, 2026

Most Papers Misinterpret P-Values; Here's a Clear Guide

1/ You probably don't understand p-values. And that's fine, because most published papers misinterpret them too. Here's what a p-value actually is, explained with a coin flip. https://t.co/jhTRVpP01k

By Ming Tang
Claude Does More than Search—Unlock Hidden AI Potential
SocialMar 18, 2026

Claude Does More than Search—Unlock Hidden AI Potential

1/ I'm a bioinformatian who uses Claude (and code) every day. Most people use it like a search engine. Anthropic quietly published a page that shows you what you're actually missing. https://t.co/CE5lNKlLK6

By Ming Tang
Statistical Significance ≠ Biological Meaning in Bioinformatics
SocialMar 18, 2026

Statistical Significance ≠ Biological Meaning in Bioinformatics

1/ Bioinformatics is NOT just statistics. The p-value is small, but is it biologically meaningful? Let’s talk. 🧵 https://t.co/gJ4s3Sjtr4

By Ming Tang
Co‑varying Residues in MSAs Predict Protein Contact Points
SocialMar 17, 2026

Co‑varying Residues in MSAs Predict Protein Contact Points

A great read: What we can learn from evolving proteins "A signal hidden in Mulitple Sequence Alignments (MSAs): amino acid positions that tend to co-vary in the MSA tend to interact with each other in the folded structure, often via direct...

By Ming Tang
Hidden Mistakes, Not Bad Data, Threaten Genomics
SocialMar 17, 2026

Hidden Mistakes, Not Bad Data, Threaten Genomics

1/ You think the biggest danger in genomics is bad data. More than that. It's the mistakes you make—without knowing. Here are the ones I learned the hard way. 🧵 https://t.co/3oj9cseVq7

By Ming Tang
Claude AI Reviews PRs, Catching Real Logic Bugs
SocialMar 17, 2026

Claude AI Reviews PRs, Catching Real Logic Bugs

1/6 Anthropic shipped Code Review for Claude Code last week. When you open a PR, Claude spins up a team of agents to read through it and find bugs. Not style nits. Not "consider renaming this variable." Actual logic bugs. https://t.co/7E1zv7Llw7...

By Ming Tang