Analyzes CRISPR drug-modifier (chemogenomic) screens with drugZ (Colic et al. 2019 Genome Med), a bidirectional Z-score method that identifies synthetic-lethal sensitizing genes and resistance-conferring suppressor genes from vehicle vs drug comparisons. Covers vehicle-anchored design (not Day-0), the bidirectional Z math giving greater sensitivity to small-effect hits than MAGeCK / STARS / edgeR / RIGER on drug screens, per-gene sumZ and normZ, synth (sensitizer) vs supp (suppressor) FDR, multi-dose handling, integration with control sgRNAs, and comparison with MAGeCK MLE with dose covariate. Use when running a drug-modifier CRISPR screen, identifying sensitizing or resistance genes for a drug candidate, choosing drugZ vs MAGeCK MLE for chemogenomic analysis, troubleshooting low-effect drug screens where MAGeCK lacks sensitivity, or designing a drug-screen layout (vehicle vs drug arms).
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
Batch effect correction for CRISPR screens covering ComBat empirical-Bayes, RUV, SVA, control-sgRNA normalization, and the model-based alternative of including batch as a covariate in MAGeCK MLE or Chronos. Covers screen-specific batch sources (passage cohort, library lot, infection day, sequencing run, Cas9 lot, FBS lot), PCA + variance-decomposition diagnostic to decide if correction is needed, when correction harms biology by over-correcting condition into batch, limma removeBatchEffect for visualization-only correction, and relationship to multi-condition design matrices. Use when combining screens for joint analysis, when passage cohort confounds biology, when DepMap-style panels need Chronos with batch covariates, when picking ComBat vs RUV, or when correction harms biology and should be replaced with explicit covariate modeling.
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
Identify differentially bound regions across CLIP-seq conditions (knockdown vs control, treatment vs vehicle, disease vs healthy) using DEWSeq (sliding-window DESeq2), Flipper (Skipper-downstream), ASpeak, edgeR, or limma-voom. Use when computing condition-level changes in RBP binding intensity, choosing peak-level vs window-level vs crosslink-level testing, designing replicate experiments, or distinguishing biological binding shifts from technical confounders.
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
Implements multiplicity control for confirmatory clinical trials using graphical procedures (Bretz-Maurer-Hommel), gatekeeping (parallel, serial, mixed), Hochberg/Hommel/Holm with PRDS, and the closed-testing principle (Marcus-Peritz-Gabriel; Goeman 2021 admissibility). Covers FDA Multiple Endpoints Final Guidance (October 2022), graphical procedures via R gMCP, primary + key-secondary + subgroup hierarchies, and FWER vs FDR distinction. Use when designing the multiplicity strategy for confirmatory trials with multiple primary or key secondary endpoints.
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
Normalizes ChIP-seq data using exogenous spike-in (ChIP-Rx with Drosophila chromatin per Orlando 2014 / Egan 2016; E. coli carryover for CUT&RUN/CUT&Tag). Distinguishes RRPM from Rx-Input scaling, integrates with DiffBind / DESeq2 / edgeR / csaw via sizeFactors and DiffBind library-size vectors, applies the Patel et al 2024 *Nat Biotechnol* failure-mode framework, and validates that normalization is applied at the read level (not peak counts). Use when global signal shifts are expected (HDACi, BETi, EZH2i, dosage, target knockdown), when ChIPseqSpikeInFree detects post-hoc shifts, or when validating internal-control regions before publication.
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
Analyzes CUT&RUN (Skene Henikoff 2017) and CUT&Tag (Kaya-Okur 2019) chromatin profiling data. Handles SEACR vs MACS2 peak calling (with the btaf375 2025 benchmark guidance), pA-MNase vs pA-Tn5 vs pAG-Tn5 chimera differences, E. coli spike-in carryover normalization, IgG-only control logic (no input), characteristic fragment-size signatures (25-75 bp for CUT&Tag), and lower depth requirements (5M reads typical vs 25M for ChIP). Use when calling peaks from CUT&RUN/CUT&Tag, scaling by E. coli spike-in carryover, choosing SEACR norm mode, or comparing CUT&RUN/Tag results to traditional ChIP.
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
Identifies differentially bound ChIP-seq regions between conditions using DiffBind, csaw (sliding windows), DESeq2/edgeR/PyDESeq2 on count matrices, NormR (control-aware), or MAnorm2. Distinguishes three distinct normalization problems (composition bias, trended bias, global shifts) and matches each to its appropriate fix including spike-in scaling. Use when comparing ChIP-seq binding between experimental conditions, choosing normalization for global vs local changes, integrating spike-in data, or reconciling DiffBind/DESeq2 disagreement.
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
Calls ChIP-seq peaks with MACS3, MACS2, HOMER, or SPP across narrow (TF) and broad (histone) modes. Handles input control matching, fragment-size modeling vs --nomodel, effective genome size, ENCODE-style IDR vs naive overlap, hyper-ChIPable artifacts, and aligner-specific shifts. Use when calling peaks from ChIP-seq alignments, choosing between narrow vs broad mode for a histone mark, deciding model vs nomodel for low-depth data, applying ENCODE pseudoreplicate IDR, or reconciling MACS vs HOMER vs SPP results.
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
Implement authentication and authorization with Better Auth - a framework-agnostic TypeScript authentication framework. Features include email/password authentication with verification, OAuth providers (Google, GitHub, Discord, etc.), two-factor authentication (TOTP, SMS), passkeys/WebAuthn support, session management, role-based access control (RBAC), rate limiting, and database adapters. Use when adding authentication to applications, implementing OAuth flows, setting up 2FA/MFA, managing user sessions, configuring authorization rules, or building secure authentication systems for web applications.
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
ATAC-seq library quality control -- TSS enrichment, FRiP, fragment-size periodicity, library complexity (NRF/PBC1/PBC2), mitochondrial fraction, and ENCODE 4 thresholds. Use when assessing whether an ATAC-seq library passes ENCODE acceptance criteria, diagnosing transposition artefacts, comparing Omni-ATAC vs standard prep quality, or selecting which replicates to drop before peak calling.
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
Master authentication and authorization patterns including JWT, OAuth2, session management, and RBAC to build secure, scalable access control systems. Use when implementing auth systems, securing APIs, or debugging security issues.
日本語の概要は準備中です。原文の説明を表示しています。
lilinji/GeneTind-Life-Skills☆ 142026年8月21日 更新
Recommends continuous subcutaneous insulin infusion (CSII) over multiple daily injections (MDI) for adults with type 1 diabetes who have achieved their A1C goal but experience severe hypoglycemia or high glucose variability, provided the patient and caregivers are willing and able to use the device. Consider CSII when clinicians hear 'A1C is at goal but patient has severe lows or glucose swings' or think 'pump for hypoglycemia-prone controlled T1DM'.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
Assesses a patient’s ability to operate an insulin pump and make setting changes, evaluating dexterity, vision, mental health, and cognition for independent or assisted use. Triggered by phrases such as 'Check patient can manipulate pump controls' and 'Evaluate dexterity and vision for pump use'.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
Recommends CSII over analog-based basal-bolus MDI for adults with T1DM who have not achieved their A1C goal, provided patient and caregivers are willing and able to use the device. Trigger phrases include 'Patient’s A1C is above target despite MDI' and 'Consider pump for uncontrolled T1DM'.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
This skill suggests administering a glucocorticoid antagonist (e.g., mifepristone) in patients with Cushing's disease who have diabetes or glucose intolerance and are not surgical candidates or have persistent disease after transsphenoidal surgery. Consider when encountering persistent hypercortisolism after TSS, contraindications to surgery, or comorbid diabetes/glucose intolerance requiring medical control.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
Advises surgical referral for parathyroid carcinoma when feasible after achieving control of severe hypercalcemia. Triggered when a clinician confirms parathyroid carcinoma and inquires about curative options following medical stabilization of hypercalcemia.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
This skill suggests targeted therapies (somatostatin analogs or tyrosine kinase inhibitors) to treat ectopic ACTH syndrome when ectopic ACTH secretion is confirmed or strongly suspected. Use when triggers include occult or metastatic ectopic ACTH secretion, very severe ACTH‑dependent disease uncontrolled by medical therapy, or when surgery is not possible or noncurative.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
This skill directs lifelong treatment of cardiovascular risk factors, osteoporosis, and psychiatric symptoms in all patients with Cushing's syndrome until biochemical resolution of hypercortisolism. Use when managing any CS patient for long‑term comorbidity control; triggers include persistent hypertension, dyslipidemia, low bone density, depression, anxiety, or cognitive changes in the setting of known or suspected CS.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
This skill confirms that medical therapy has normalized cortisol before initiating radiation therapy or radiosurgery for Cushing's syndrome to maintain disease control while awaiting radiation effect. It is triggered when planning pituitary RT/radiosurgery for a patient with persistent or recurrent Cushing's disease after transsphenoidal surgery (TSS) or when medical therapy is being used as a bridge to radiation.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
Recommends adding intravenous bisphosphonate or denosumab when hypercalcemia due to parathyroid carcinoma is not adequately controlled with a calcimimetic. Consider this adjunct when a clinician notes persistent HCM despite calcimimetic therapy and asks about next-step therapy.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
Suggests considering mineralocorticoid receptor antagonists when benefits outweigh risks in pregnant or preconception PA patients with uncontrolled hypertension and hypokalemia. Triggered when standard therapy fails and clinicians ask 'Should I consider MRAs despite pregnancy?' or when assessing risk‑benefit of MRA use.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
Establishes age- and gender-specific blood pressure goals for pediatric patients with primary aldosteronism (PA) using published normative data to assess treatment adequacy and avoid over-treatment. Use when managing hypertension in children with PA to evaluate if BP is adequately controlled; triggers include pediatric PA hypertension, BP not normalized with glucocorticoid therapy, and need for age‑specific BP targets.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
In patients with primary aldosteronism receiving mineralocorticoid receptor antagonist therapy, the guideline recommends titrating the MRA dose upward to raise renin when blood pressure remains uncontrolled and renin is suppressed. Consider this step when hypertension is not at goal despite MRA therapy and plasma renin activity (or direct renin concentration) is low.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新
Determines whether to add a mineralocorticoid receptor antagonist (e.g., spironolactone or eplerenone) to glucocorticoid therapy in glucocorticoid-remediable aldosteronism when blood pressure fails to normalize with glucocorticoid alone. Triggered by persistent hypertension or inadequate BP control despite optimized glucocorticoid dosing in GRA patients.
日本語の概要は準備中です。原文の説明を表示しています。
dromlakhani/MD2SKILL☆ 142026年10月5日 更新