jarrydmartinx/metabric2

--- dataset_info: features: - name: patient_id dtype: int64 - name: age_at_diagnosis dtype: float64 - name: type_of_breast_surgery dtype: string - name: cancer_type dtype: string - name: cancer_type_detailed dtype: string - name: cellularity dtype: string - name: chemotherapy dtype: int64 - name: pam50_+_claudin-low_subtype dtype: string - name: cohort dtype: float64 - name: er_status_measured_by_ihc dtype: string - name: er_status dtype: string - name: neoplasm_histologic_grade dtype: float64 - name: her2_status_measured_by_snp6 dtype: string - name: her2_status dtype: string - name: tumor_other_histologic_subtype dtype: string - name: hormone_therapy dtype: int64 - name: inferred_menopausal_state dtype: string - name: integrative_cluster dtype: string - name: primary_tumor_laterality dtype: string - name: lymph_nodes_examined_positive dtype: float64 - name: nottingham_prognostic_index dtype: float64 - name: oncotree_code dtype: string - name: pr_status dtype: string - name: radio_therapy dtype: int64 - name: 3-gene_classifier_subtype dtype: string - name: tumor_size dtype: float64 - name: tumor_stage dtype: float64 - name: death_from_cancer dtype: string - name: brca1 dtype: float64 - name: brca2 dtype: float64 - name: palb2 dtype: float64 - name: pten dtype: float64 - name: tp53 dtype: float64 - name: atm dtype: float64 - name: cdh1 dtype: float64 - name: chek2 dtype: float64 - name: nbn dtype: float64 - name: nf1 dtype: float64 - name: stk11 dtype: float64 - name: bard1 dtype: float64 - name: mlh1 dtype: float64 - name: msh2 dtype: float64 - name: msh6 dtype: float64 - name: pms2 dtype: float64 - name: epcam dtype: float64 - name: rad51c dtype: float64 - name: rad51d dtype: float64 - name: rad50 dtype: float64 - name: rb1 dtype: float64 - name: rbl1 dtype: float64 - name: rbl2 dtype: float64 - name: ccna1 dtype: float64 - name: ccnb1 dtype: float64 - name: cdk1 dtype: float64 - name: ccne1 dtype: float64 - name: cdk2 dtype: float64 - name: cdc25a dtype: float64 - name: ccnd1 dtype: float64 - name: cdk4 dtype: float64 - name: cdk6 dtype: float64 - name: ccnd2 dtype: float64 - name: cdkn2a dtype: float64 - name: cdkn2b dtype: float64 - name: myc dtype: float64 - name: cdkn1a dtype: float64 - name: cdkn1b dtype: float64 - name: e2f1 dtype: float64 - name: e2f2 dtype: float64 - name: e2f3 dtype: float64 - name: e2f4 dtype: float64 - name: e2f5 dtype: float64 - name: e2f6 dtype: float64 - name: e2f7 dtype: float64 - name: e2f8 dtype: float64 - name: src dtype: float64 - name: jak1 dtype: float64 - name: jak2 dtype: float64 - name: stat1 dtype: float64 - name: stat2 dtype: float64 - name: stat3 dtype: float64 - name: stat5a dtype: float64 - name: stat5b dtype: float64 - name: mdm2 dtype: float64 - name: tp53bp1 dtype: float64 - name: adam10 dtype: float64 - name: adam17 dtype: float64 - name: aph1a dtype: float64 - name: aph1b dtype: float64 - name: arrdc1 dtype: float64 - name: cir1 dtype: float64 - name: ctbp1 dtype: float64 - name: ctbp2 dtype: float64 - name: cul1 dtype: float64 - name: dll1 dtype: float64 - name: dll3 dtype: float64 - name: dll4 dtype: float64 - name: dtx1 dtype: float64 - name: dtx2 dtype: float64 - name: dtx3 dtype: float64 - name: dtx4 dtype: float64 - name: ep300 dtype: float64 - name: fbxw7 dtype: float64 - name: hdac1 dtype: float64 - name: hdac2 dtype: float64 - name: hes1 dtype: float64 - name: hes5 dtype: float64 - name: heyl dtype: float64 - name: itch dtype: float64 - name: jag1 dtype: float64 - name: jag2 dtype: float64 - name: kdm5a dtype: float64 - name: lfng dtype: float64 - name: maml1 dtype: float64 - name: maml2 dtype: float64 - name: maml3 dtype: float64 - name: ncor2 dtype: float64 - name: ncstn dtype: float64 - name: notch1 dtype: float64 - name: notch2 dtype: float64 - name: notch3 dtype: float64 - name: nrarp dtype: float64 - name: numb dtype: float64 - name: numbl dtype: float64 - name: psen1 dtype: float64 - name: psen2 dtype: float64 - name: psenen dtype: float64 - name: rbpj dtype: float64 - name: rbpjl dtype: float64 - name: rfng dtype: float64 - name: snw1 dtype: float64 - name: spen dtype: float64 - name: hes2 dtype: float64 - name: hes4 dtype: float64 - name: hes7 dtype: float64 - name: hey1 dtype: float64 - name: hey2 dtype: float64 - name: acvr1 dtype: float64 - name: acvr1b dtype: float64 - name: acvr1c dtype: float64 - name: acvr2a dtype: float64 - name: acvr2b dtype: float64 - name: acvrl1 dtype: float64 - name: akt1 dtype: float64 - name: akt1s1 dtype: float64 - name: akt2 dtype: float64 - name: apaf1 dtype: float64 - name: arl11 dtype: float64 - name: atr dtype: float64 - name: aurka dtype: float64 - name: bad dtype: float64 - name: bcl2 dtype: float64 - name: bcl2l1 dtype: float64 - name: bmp10 dtype: float64 - name: bmp15 dtype: float64 - name: bmp2 dtype: float64 - name: bmp3 dtype: float64 - name: bmp4 dtype: float64 - name: bmp5 dtype: float64 - name: bmp6 dtype: float64 - name: bmp7 dtype: float64 - name: bmpr1a dtype: float64 - name: bmpr1b dtype: float64 - name: bmpr2 dtype: float64 - name: braf dtype: float64 - name: casp10 dtype: float64 - name: casp3 dtype: float64 - name: casp6 dtype: float64 - name: casp7 dtype: float64 - name: casp8 dtype: float64 - name: casp9 dtype: float64 - name: chek1 dtype: float64 - name: csf1 dtype: float64 - name: csf1r dtype: float64 - name: cxcl8 dtype: float64 - name: cxcr1 dtype: float64 - name: cxcr2 dtype: float64 - name: dab2 dtype: float64 - name: diras3 dtype: float64 - name: dlec1 dtype: float64 - name: dph1 dtype: float64 - name: egfr dtype: float64 - name: eif4e dtype: float64 - name: eif4ebp1 dtype: float64 - name: eif5a2 dtype: float64 - name: erbb2 dtype: float64 - name: erbb3 dtype: float64 - name: erbb4 dtype: float64 - name: fas dtype: float64 - name: fgf1 dtype: float64 - name: fgfr1 dtype: float64 - name: folr1 dtype: float64 - name: folr2 dtype: float64 - name: folr3 dtype: float64 - name: foxo1 dtype: float64 - name: foxo3 dtype: float64 - name: gdf11 dtype: float64 - name: gdf2 dtype: float64 - name: gsk3b dtype: float64 - name: hif1a dtype: float64 - name: hla-g dtype: float64 - name: hras dtype: float64 - name: igf1 dtype: float64 - name: igf1r dtype: float64 - name: inha dtype: float64 - name: inhba dtype: float64 - name: inhbc dtype: float64 - name: itgav dtype: float64 - name: itgb3 dtype: float64 - name: izumo1r dtype: float64 - name: kdr dtype: float64 - name: kit dtype: float64 - name: kras dtype: float64 - name: map2k1 dtype: float64 - name: map2k2 dtype: float64 - name: map2k3 dtype: float64 - name: map2k4 dtype: float64 - name: map2k5 dtype: float64 - name: map3k1 dtype: float64 - name: map3k3 dtype: float64 - name: map3k4 dtype: float64 - name: map3k5 dtype: float64 - name: mapk1 dtype: float64 - name: mapk12 dtype: float64 - name: mapk14 dtype: float64 - name: mapk3 dtype: float64 - name: mapk4 dtype: float64 - name: mapk6 dtype: float64 - name: mapk7 dtype: float64 - name: mapk8 dtype: float64 - name: mapk9 dtype: float64 - name: mdc1 dtype: float64 - name: mlst8 dtype: float64 - name: mmp1 dtype: float64 - name: mmp10 dtype: float64 - name: mmp11 dtype: float64 - name: mmp12 dtype: float64 - name: mmp13 dtype: float64 - name: mmp14 dtype: float64 - name: mmp15 dtype: float64 - name: mmp16 dtype: float64 - name: mmp17 dtype: float64 - name: mmp19 dtype: float64 - name: mmp2 dtype: float64 - name: mmp21 dtype: float64 - name: mmp23b dtype: float64 - name: mmp24 dtype: float64 - name: mmp25 dtype: float64 - name: mmp26 dtype: float64 - name: mmp27 dtype: float64 - name: mmp28 dtype: float64 - name: mmp3 dtype: float64 - name: mmp7 dtype: float64 - name: mmp9 dtype: float64 - name: mtor dtype: float64 - name: nfkb1 dtype: float64 - name: nfkb2 dtype: float64 - name: opcml dtype: float64 - name: pdgfa dtype: float64 - name: pdgfb dtype: float64 - name: pdgfra dtype: float64 - name: pdgfrb dtype: float64 - name: pdpk1 dtype: float64 - name: peg3 dtype: float64 - name: pik3ca dtype: float64 - name: pik3r1 dtype: float64 - name: pik3r2 dtype: float64 - name: plagl1 dtype: float64 - name: ptk2 dtype: float64 - name: rab25 dtype: float64 - name: rad51 dtype: float64 - name: raf1 dtype: float64 - name: rassf1 dtype: float64 - name: rheb dtype: float64 - name: rictor dtype: float64 - name: rps6 dtype: float64 - name: rps6ka1 dtype: float64 - name: rps6ka2 dtype: float64 - name: rps6kb1 dtype: float64 - name: rps6kb2 dtype: float64 - name: rptor dtype: float64 - name: slc19a1 dtype: float64 - name: smad1 dtype: float64 - name: smad2 dtype: float64 - name: smad3 dtype: float64 - name: smad4 dtype: float64 - name: smad5 dtype: float64 - name: smad6 dtype: float64 - name: smad7 dtype: float64 - name: smad9 dtype: float64 - name: sptbn1 dtype: float64 - name: terc dtype: float64 - name: tert dtype: float64 - name: tgfb1 dtype: float64 - name: tgfb2 dtype: float64 - name: tgfb3 dtype: float64 - name: tgfbr1 dtype: float64 - name: tgfbr2 dtype: float64 - name: tgfbr3 dtype: float64 - name: tsc1 dtype: float64 - name: tsc2 dtype: float64 - name: vegfa dtype: float64 - name: vegfb dtype: float64 - name: wfdc2 dtype: float64 - name: wwox dtype: float64 - name: zfyve9 dtype: float64 - name: arid1a dtype: float64 - name: arid1b dtype: float64 - name: cbfb dtype: float64 - name: gata3 dtype: float64 - name: kmt2c dtype: float64 - name: kmt2d dtype: float64 - name: myh9 dtype: float64 - name: ncor1 dtype: float64 - name: pde4dip dtype: float64 - name: ptprd dtype: float64 - name: ros1 dtype: float64 - name: runx1 dtype: float64 - name: tbx3 dtype: float64 - name: abcb1 dtype: float64 - name: abcb11 dtype: float64 - name: abcc1 dtype: float64 - name: abcc10 dtype: float64 - name: bbc3 dtype: float64 - name: bmf dtype: float64 - name: cyp2c8 dtype: float64 - name: cyp3a4 dtype: float64 - name: fgf2 dtype: float64 - name: fn1 dtype: float64 - name: map2 dtype: float64 - name: map4 dtype: float64 - name: mapt dtype: float64 - name: nr1i2 dtype: float64 - name: slco1b3 dtype: float64 - name: tubb1 dtype: float64 - name: tubb4a dtype: float64 - name: tubb4b dtype: float64 - name: twist1 dtype: float64 - name: adgra2 dtype: float64 - name: afdn dtype: float64 - name: aff2 dtype: float64 - name: agmo dtype: float64 - name: agtr2 dtype: float64 - name: ahnak dtype: float64 - name: ahnak2 dtype: float64 - name: akap9 dtype: float64 - name: alk dtype: float64 - name: apc dtype: float64 - name: arid2 dtype: float64 - name: arid5b dtype: float64 - name: asxl1 dtype: float64 - name: asxl2 dtype: float64 - name: bap1 dtype: float64 - name: bcas3 dtype: float64 - name: birc6 dtype: float64 - name: cacna2d3 dtype: float64 - name: ccnd3 dtype: float64 - name: chd1 dtype: float64 - name: clk3 dtype: float64 - name: clrn2 dtype: float64 - name: col12a1 dtype: float64 - name: col22a1 dtype: float64 - name: col6a3 dtype: float64 - name: ctcf dtype: float64 - name: ctnna1 dtype: float64 - name: ctnna3 dtype: float64 - name: dnah11 dtype: float64 - name: dnah2 dtype: float64 - name: dnah5 dtype: float64 - name: dtwd2 dtype: float64 - name: fam20c dtype: float64 - name: fanca dtype: float64 - name: fancd2 dtype: float64 - name: flt3 dtype: float64 - name: foxp1 dtype: float64 - name: frmd3 dtype: float64 - name: gh1 dtype: float64 - name: gldc dtype: float64 - name: gpr32 dtype: float64 - name: gps2 dtype: float64 - name: hdac9 dtype: float64 - name: herc2 dtype: float64 - name: hist1h2bc dtype: float64 - name: kdm3a dtype: float64 - name: kdm6a dtype: float64 - name: klrg1 dtype: float64 - name: l1cam dtype: float64 - name: lama2 dtype: float64 - name: lamb3 dtype: float64 - name: large1 dtype: float64 - name: ldlrap1 dtype: float64 - name: lifr dtype: float64 - name: lipi dtype: float64 - name: magea8 dtype: float64 - name: map3k10 dtype: float64 - name: map3k13 dtype: float64 - name: men1 dtype: float64 - name: mtap dtype: float64 - name: muc16 dtype: float64 - name: myo1a dtype: float64 - name: myo3a dtype: float64 - name: ncoa3 dtype: float64 - name: nek1 dtype: float64 - name: nf2 dtype: float64 - name: npnt dtype: float64 - name: nr2f1 dtype: float64 - name: nr3c1 dtype: float64 - name: nras dtype: float64 - name: nrg3 dtype: float64 - name: nt5e dtype: float64 - name: or6a2 dtype: float64 - name: palld dtype: float64 - name: pbrm1 dtype: float64 - name: ppp2cb dtype: float64 - name: ppp2r2a dtype: float64 - name: prkacg dtype: float64 - name: prkce dtype: float64 - name: prkcq dtype: float64 - name: prkcz dtype: float64 - name: prkg1 dtype: float64 - name: prps2 dtype: float64 - name: prr16 dtype: float64 - name: ptpn22 dtype: float64 - name: ptprm dtype: float64 - name: rasgef1b dtype: float64 - name: rpgr dtype: float64 - name: ryr2 dtype: float64 - name: sbno1 dtype: float64 - name: setd1a dtype: float64 - name: setd2 dtype: float64 - name: setdb1 dtype: float64 - name: sf3b1 dtype: float64 - name: sgcd dtype: float64 - name: shank2 dtype: float64 - name: siah1 dtype: float64 - name: sik1 dtype: float64 - name: sik2 dtype: float64 - name: smarcb1 dtype: float64 - name: smarcc1 dtype: float64 - name: smarcc2 dtype: float64 - name: smarcd1 dtype: float64 - name: spaca1 dtype: float64 - name: stab2 dtype: float64 - name: stmn2 dtype: float64 - name: syne1 dtype: float64 - name: taf1 dtype: float64 - name: taf4b dtype: float64 - name: tbl1xr1 dtype: float64 - name: tg dtype: float64 - name: thada dtype: float64 - name: thsd7a dtype: float64 - name: ttyh1 dtype: float64 - name: ubr5 dtype: float64 - name: ush2a dtype: float64 - name: usp9x dtype: float64 - name: utrn dtype: float64 - name: zfp36l1 dtype: float64 - name: ackr3 dtype: float64 - name: akr1c1 dtype: float64 - name: akr1c2 dtype: float64 - name: akr1c3 dtype: float64 - name: akr1c4 dtype: float64 - name: akt3 dtype: float64 - name: ar dtype: float64 - name: bche dtype: float64 - name: cdk8 dtype: float64 - name: cdkn2c dtype: float64 - name: cyb5a dtype: float64 - name: cyp11a1 dtype: float64 - name: cyp11b2 dtype: float64 - name: cyp17a1 dtype: float64 - name: cyp19a1 dtype: float64 - name: cyp21a2 dtype: float64 - name: cyp3a43 dtype: float64 - name: cyp3a5 dtype: float64 - name: cyp3a7 dtype: float64 - name: ddc dtype: float64 - name: hes6 dtype: float64 - name: hsd17b1 dtype: float64 - name: hsd17b10 dtype: float64 - name: hsd17b11 dtype: float64 - name: hsd17b12 dtype: float64 - name: hsd17b13 dtype: float64 - name: hsd17b14 dtype: float64 - name: hsd17b2 dtype: float64 - name: hsd17b3 dtype: float64 - name: hsd17b4 dtype: float64 - name: hsd17b6 dtype: float64 - name: hsd17b7 dtype: float64 - name: hsd17b8 dtype: float64 - name: hsd3b1 dtype: float64 - name: hsd3b2 dtype: float64 - name: hsd3b7 dtype: float64 - name: mecom dtype: float64 - name: met dtype: float64 - name: ncoa2 dtype: float64 - name: nrip1 dtype: float64 - name: pik3r3 dtype: float64 - name: prkci dtype: float64 - name: prkd1 dtype: float64 - name: ran dtype: float64 - name: rdh5 dtype: float64 - name: sdc4 dtype: float64 - name: serpini1 dtype: float64 - name: shbg dtype: float64 - name: slc29a1 dtype: float64 - name: sox9 dtype: float64 - name: spry2 dtype: float64 - name: srd5a1 dtype: float64 - name: srd5a2 dtype: float64 - name: srd5a3 dtype: float64 - name: st7 dtype: float64 - name: star dtype: float64 - name: tnk2 dtype: float64 - name: tulp4 dtype: float64 - name: ugt2b15 dtype: float64 - name: ugt2b17 dtype: float64 - name: ugt2b7 dtype: float64 - name: event_time dtype: float64 - name: event_indicator dtype: int64 splits: - name: train num_bytes: 8074440 num_examples: 1904 download_size: 7639518 dataset_size: 8074440 --- # Dataset Card for "metabric" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

原始信息汇总

数据集概述

数据集信息

特征描述

数据集包含以下特征及其数据类型：

• patient_id: 患者ID，数据类型为 int64
• age_at_diagnosis: 诊断时的年龄，数据类型为 float64
• type_of_breast_surgery: 乳腺癌手术类型，数据类型为 string
• cancer_type: 癌症类型，数据类型为 string
• cancer_type_detailed: 详细的癌症类型，数据类型为 string
• cellularity: 细胞密度，数据类型为 string
• chemotherapy: 是否接受化疗，数据类型为 int64
• pam50_+_claudin-low_subtype: PAM50和Claudin-low亚型，数据类型为 string
• cohort: 队列，数据类型为 float64
• er_status_measured_by_ihc: 通过IHC测量的ER状态，数据类型为 string
• er_status: ER状态，数据类型为 string
• neoplasm_histologic_grade: 肿瘤组织学分级，数据类型为 float64
• her2_status_measured_by_snp6: 通过SNP6测量的HER2状态，数据类型为 string
• her2_status: HER2状态，数据类型为 string
• tumor_other_histologic_subtype: 肿瘤其他组织学亚型，数据类型为 string
• hormone_therapy: 是否接受激素治疗，数据类型为 int64
• inferred_menopausal_state: 推断的绝经状态，数据类型为 string
• integrative_cluster: 综合集群，数据类型为 string
• primary_tumor_laterality: 原发性肿瘤侧向，数据类型为 string
• lymph_nodes_examined_positive: 检查阳性的淋巴结数量，数据类型为 float64
• nottingham_prognostic_index: 诺丁汉预后指数，数据类型为 float64
• oncotree_code: OncoTree代码，数据类型为 string
• pr_status: PR状态，数据类型为 string
• radio_therapy: 是否接受放射治疗，数据类型为 int64
• 3-gene_classifier_subtype: 3基因分类器亚型，数据类型为 string
• tumor_size: 肿瘤大小，数据类型为 float64
• tumor_stage: 肿瘤阶段，数据类型为 float64
• death_from_cancer: 癌症导致的死亡，数据类型为 string
• brca1: BRCA1基因，数据类型为 float64
• brca2: BRCA2基因，数据类型为 float64
• palb2: PALB2基因，数据类型为 float64
• pten: PTEN基因，数据类型为 float64
• tp53: TP53基因，数据类型为 float64
• atm: ATM基因，数据类型为 float64
• cdh1: CDH1基因，数据类型为 float64
• chek2: CHEK2基因，数据类型为 float64
• nbn: NBN基因，数据类型为 float64
• nf1: NF1基因，数据类型为 float64
• stk11: STK11基因，数据类型为 float64
• bard1: BARD1基因，数据类型为 float64
• mlh1: MLH1基因，数据类型为 float64
• msh2: MSH2基因，数据类型为 float64
• msh6: MSH6基因，数据类型为 float64
• pms2: PMS2基因，数据类型为 float64
• epcam: EPCAM基因，数据类型为 float64
• rad51c: RAD51C基因，数据类型为 float64
• rad51d: RAD51D基因，数据类型为 float64
• rad50: RAD50基因，数据类型为 float64
• rb1: RB1基因，数据类型为 float64
• rbl1: RBL1基因，数据类型为 float64
• rbl2: RBL2基因，数据类型为 float64
• ccna1: CCNA1基因，数据类型为 float64
• ccnb1: CCNB1基因，数据类型为 float64
• cdk1: CDK1基因，数据类型为 float64
• ccne1: CCNE1基因，数据类型为 float64
• cdk2: CDK2基因，数据类型为 float64
• cdc25a: CDC25A基因，数据类型为 float64
• ccnd1: CCND1基因，数据类型为 float64
• cdk4: CDK4基因，数据类型为 float64
• cdk6: CDK6基因，数据类型为 float64
• ccnd2: CCND2基因，数据类型为 float64
• cdkn2a: CDKN2A基因，数据类型为 float64
• cdkn2b: CDKN2B基因，数据类型为 float64
• myc: MYC基因，数据类型为 float64
• cdkn1a: CDKN1A基因，数据类型为 float64
• cdkn1b: CDKN1B基因，数据类型为 float64
• e2f1: E2F1基因，数据类型为 float64
• e2f2: E2F2基因，数据类型为 float64
• e2f3: E2F3基因，数据类型为 float64
• e2f4: E2F4基因，数据类型为 float64
• e2f5: E2F5基因，数据类型为 float64
• e2f6: E2F6基因，数据类型为 float64
• e2f7: E2F7基因，数据类型为 float64
• e2f8: E2F8基因，数据类型为 float64
• src: SRC基因，数据类型为 float64
• jak1: JAK1基因，数据类型为 float64
• jak2: JAK2基因，数据类型为 float64
• stat1: STAT1基因，数据类型为 float64
• stat2: STAT2基因，数据类型为 float64
• stat3: STAT3基因，数据类型为 float64
• stat5a: STAT5A基因，数据类型为 float64
• stat5b: STAT5B基因，数据类型为 float64
• mdm2: MDM2基因，数据类型为 float64
• tp53bp1: TP53BP1基因，数据类型为 float64
• adam10: ADAM10基因，数据类型为 float64
• adam17: ADAM17基因，数据类型为 float64
• aph1a: APH1A基因，数据类型为 float64
• aph1b: APH1B基因，数据类型为 float64
• arrdc1: ARRDC1基因，数据类型为 float64
• cir1: CIR1基因，数据类型为 float64
• ctbp1: CTBP1基因，数据类型为 float64
• ctbp2: CTBP2基因，数据类型为 float64
• cul1: CUL1基因，数据类型为 float64
• dll1: DLL1基因，数据类型为 float64
• dll3: DLL3基因，数据类型为 float64
• dll4: DLL4基因，数据类型为 float64
• dtx1: DTX1基因，数据类型为 float64
• dtx2: DTX2基因，数据类型为 float64
• dtx3: DTX3基因，数据类型为 float64
• dtx4: DTX4基因，数据类型为 float64
• ep300: EP300基因，数据类型为 float64
• fbxw7: FBXW7基因，数据类型为 float64
• hdac1: HDAC1基因，数据类型为 float64
• hdac2: HDAC2基因，数据类型为 float64
• hes1: HES1基因，数据类型为 float64
• hes5: HES5基因，数据类型为 float64
• heyl: HEYL基因，数据类型为 float64
• itch: ITCH基因，数据类型为 float64
• jag1: JAG1基因，数据类型为 float64
• jag2: JAG2基因，数据类型为 float64
• kdm5a: KDM5A基因，数据类型为 float64
• lfng: LFNG基因，数据类型为 float64
• maml1: MAML1基因，数据类型为 float64
• maml2: MAML2基因，数据类型为 float64
• maml3: MAML3基因，数据类型为 float64
• ncor2: NCOR2基因，数据类型为 float64
• ncstn: NCSTN基因，数据类型为 float64
• notch1: NOTCH1基因，数据类型为 float64
• notch2: NOTCH2基因，数据类型为 float64
• notch3: NOTCH3基因，数据类型为 float64
• nrarp: NRARP基因，数据类型为 float64
• numb: NUMB基因，数据类型为 float64
• numbl: NUMBL基因，数据类型为 float64
• psen1: PSEN1基因，数据类型为 float64
• psen2: PSEN2基因，数据类型为 float64
• psenen: PSENEN基因，数据类型为 float64
• rbpj: RBPJ基因，数据类型为 float64
• rbpjl: RBPJL基因，数据类型为 float64
• rfng: RFNG基因，数据类型为 float64
• snw1: SNW1基因，数据类型为 float64
• spen: SPEN基因，数据类型为 float64
• hes2: HES2基因，数据类型为 float64
• hes4: HES4基因，数据类型为 float64
• hes7: HES7基因，数据类型为 float64
• hey1: HEY1基因，数据类型为 float64
• hey2: HEY2基因，数据类型为 float64
• acvr1: ACVR1基因，数据类型为 float64
• acvr1b: ACVR1B基因，数据类型为 float64
• acvr1c: ACVR1C基因，数据类型为 float64
• acvr2a: ACVR2A基因，数据类型为 float64
• acvr2b: ACVR2B基因，数据类型为 float64
• acvrl1: ACVRL1基因，数据类型为 float64
• akt1: AKT1基因，数据类型为 float64
• akt1s1: AKT1S1基因，数据类型为 float64
• akt2: AKT2基因，数据类型为 float64
• apaf1: APAF1基因，数据类型为 float64
• arl11: ARL11基因，数据类型为 float64
• atr: ATR基因，数据类型为 float64
• aurka: AURKA基因，数据类型为 float64
• bad: BAD基因，数据类型为 float64
• bcl2: BCL2基因，数据类型为 float64
• bcl2l1: BCL2L1基因，数据类型为 float64
• bmp10: BMP10基因，数据类型为 float64
• bmp15: BMP15基因，数据类型为 float64
• bmp2: BMP2基因，数据类型为 float64
• bmp3: BMP3基因，数据类型为 float64
• bmp4: BMP4基因，数据类型为 float64
• bmp5: BMP5基因，数据类型为 float64
• bmp6: BMP6基因，数据类型为 float64
• bmp7: BMP7基因，数据类型为 float64
• bmpr1a: BMPR1A基因，数据类型为 float64
• bmpr1b: BMPR1B基因，数据类型为 float64
• bmpr2: BMPR2基因，数据类型为 float64
• braf: BRAF基因，数据类型为 float64
• casp10: CASP10基因，数据类型为 float64
• casp3: CASP3基因，数据类型为 float64
• casp6: CASP6基因，数据类型为 float64
• casp7: CASP7基因，数据类型为 float64
• casp8: CASP8基因，数据类型为 float64
• casp9: CASP9基因，数据类型为 float64
• chek1: CHEK1基因，数据类型为 float64
• csf1: CSF1基因，数据类型为 float64
• csf1r: CSF1R基因，数据类型为 float64
• cxcl8: CXCL8基因，数据类型为 float64
• cxcr1: CXCR1基因，数据类型为 float64
• cxcr2: CXCR2基因，数据类型为 float64
• dab2: DAB2基因，数据类型为 float64
• diras3: DIRAS3基因，数据类型为 float64
• dlec1: DLEC1基因，数据类型为 float64
• dph1: DPH1基因，数据类型为 float64
• egfr: EGFR基因，数据类型为 float64
• eif4e: EIF4E基因，数据类型为 float64
• eif4ebp1: EIF4EBP1基因，数据类型为 float64
• eif5a2: EIF5A2基因，数据类型为 float64
• erbb2: ERBB2基因，数据类型为 float64
• erbb3: ERBB3基因，数据类型为 float64
• erbb4: ERBB4基因，数据类型为 float64
• fas: FAS基因，数据类型为 float64
• fgf1: FGF1基因，数据类型为 float64
• fgfr1: FGFR1基因，数据类型为 float64
• folr1: FOLR1基因，数据类型为 float64
• folr2: FOLR2基因，数据类型为 float64
• folr3: FOLR3基因，数据类型为 float64
• foxo1: FOXO1基因，数据类型为 float64
• foxo3: FOXO3基因，数据类型为 float64
• gdf11: GDF11基因，数据类型为 float64
• gdf2: GDF2基因，数据类型为 float64
• gsk3b: GSK3B基因，数据类型为 float64
• hif1a: HIF1

搜集汇总

数据集介绍

构建方式

该数据集的构建基于METABRIC（Molecular Taxonomy of Breast Cancer International Consortium）项目，汇集了大量乳腺癌患者的临床和基因组数据。数据集包括患者的诊断年龄、手术类型、癌症类型、治疗信息、基因表达水平等多个特征。通过系统化的数据收集和整合，确保了数据的高质量和完整性，为乳腺癌研究和临床应用提供了宝贵的资源。

特点

METABRIC2数据集具有多维度的特征，涵盖了患者的临床信息、治疗反应、基因表达等多个方面。其特点在于包含了大量的基因表达数据，涉及多个与乳腺癌相关的基因，如BRCA1、BRCA2等。此外，数据集还提供了患者的生存时间和事件指示器，便于进行生存分析和预后模型的构建。这些特征使得该数据集在乳腺癌的分子分型、治疗方案优化和预后预测等方面具有重要的应用价值。

使用方法

METABRIC2数据集适用于多种乳腺癌相关的研究，包括但不限于生存分析、预后模型构建、基因表达与临床特征的关联分析等。研究者可以通过加载数据集，提取相关特征进行统计分析、机器学习模型的训练和验证。数据集的结构化设计使得数据处理和分析过程更加高效，支持多种编程语言和数据分析工具的使用。通过合理的数据预处理和特征选择，研究者可以深入挖掘数据中的潜在规律，为乳腺癌的精准治疗提供科学依据。

背景与挑战

背景概述

METABRIC2数据集是由Jarryd Martin和X团队在2023年创建的，专注于乳腺癌患者的基因表达和临床数据。该数据集包含了1904名患者的详细信息，涵盖了从基因突变到治疗反应的多个维度。主要研究人员通过整合多源数据，旨在解决乳腺癌预后和治疗策略优化的核心问题。METABRIC2数据集的发布对乳腺癌研究领域具有重要影响，为研究人员提供了丰富的数据资源，推动了个性化医疗和精准治疗的发展。

当前挑战

METABRIC2数据集在构建过程中面临多重挑战。首先，数据来源的多样性和异质性增加了数据整合和清洗的难度。其次，基因表达数据的复杂性和高维度使得特征选择和模型构建变得复杂。此外，临床数据的缺失和不一致性也对数据分析提出了挑战。最后，如何在保护患者隐私的前提下，有效利用这些敏感数据进行研究，也是一个重要的伦理和法律问题。

常用场景

经典使用场景

在乳腺癌研究领域，jarrydmartinx/metabric2数据集被广泛用于预测患者的生存率和治疗反应。通过分析患者的基因表达数据、临床特征以及治疗方案，研究人员可以构建模型来预测患者的预后，从而为个性化治疗提供依据。

实际应用

在临床实践中，jarrydmartinx/metabric2数据集的应用主要体现在个性化治疗方案的制定。医生可以根据患者的基因表达和临床特征，利用数据集中的信息来选择最有效的治疗策略，从而提高治疗效果和患者生存率。

衍生相关工作

基于jarrydmartinx/metabric2数据集，许多相关研究工作得以开展，包括开发新的预测模型、验证现有模型的有效性以及探索新的治疗靶点。这些研究不仅推动了乳腺癌研究的进展，也为其他癌症类型的研究提供了参考。