Evidence map›Paper›PMID 26561581›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2015

Extremely high genetic diversity in a single tumor points to prevalence of non-Darwinian cell evolution.

Shaoping Ling, Zheng Hu, Zuyu Yang, Fang Yang, Yawei Li, Pei Lin, Ke Chen, Lili Dong, Lihua Cao, Yong Tao and 14 more

Erratum issuedAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 186 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
186citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

186 citing papers in PubMed, 1 synthesis or guideline pooled it.

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  13. State-of-the-Art Liver Cancer Organoids: Modeling Cancer Stem Cell Heterogeneity for Personalized Treatment.BioDrugs : clinical immunotherapeutics, biopharmaceuticals and gene therapy · 2025
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126 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

24 authors.

Shaoping LingKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Zheng HuKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Zuyu YangKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Fang YangKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Yawei LiKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Pei LinState Key Laboratory of Biocontrol, College of Ecology and Evolution, Sun Yat-Sen University, Guangzhou 510275, People's Republic of China;
Ke ChenKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Lili DongKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Lihua CaoKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Yong TaoKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Lingtong HaoKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Qingjian ChenState Key Laboratory of Biocontrol, College of Ecology and Evolution, Sun Yat-Sen University, Guangzhou 510275, People's Republic of China;
Qiang GongKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Dafei WuKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Wenjie LiKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Wenming ZhaoKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China;
Xiuyun TianKey Laboratory of Carcinogenesis and Translational Research, Peking University Cancer Hospital, Beijing 100142, People's Republic of China;
Chunyi HaoKey Laboratory of Carcinogenesis and Translational Research, Peking University Cancer Hospital, Beijing 100142, People's Republic of China;
Eric A HungateDepartment of Pediatrics, University of Chicago, Chicago, IL 60637;
Daniel V T CatenacciDepartment of Medicine, Section of Hematology/Oncology, University of Chicago, Chicago, IL 60637;
Richard R HudsonDepartment of Ecology and Evolution, University of Chicago, Chicago, IL 60637;
Wen-Hsiung LiBiodiversity Research Center, Academia Sinica, Taipei 11529, Taiwan ciwu@uchicago.edu whli@gate.sinica.edu.tw luxm@big.ac.cn.
Xuemei LuKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China; ciwu@uchicago.edu whli@gate.sinica.edu.tw luxm@big.ac.cn.
Chung-I WuKey Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing 100101, People's Republic of China; State Key Laboratory of Biocontrol, College of Ecology and Evolution, Sun Yat-Sen University, Guangzhou 510275, People's Republic of China; Department of Ecology and Evolution, University of Chicago, Chicago, IL 60637; ciwu@uchicago.edu whli@gate.sinica.edu.tw luxm@big.ac.cn.

Funding

PANGEA: Personalized Antibodies for GastroEsophageal Adenocarcinoma Pilot TrialK23CA178203 · NCI · UNIVERSITY OF CHICAGO · PI CATENACCI, DANIEL · 2014 to 2016
$507k
NCI NIH HHS K23 CA178203
6 · The paper itself

Abstract

The prevailing view that the evolution of cells in a tumor is driven by Darwinian selection has never been rigorously tested. Because selection greatly affects the level of intratumor genetic diversity, it is important to assess whether intratumor evolution follows the Darwinian or the non-Darwinian mode of evolution. To provide the statistical power, many regions in a single tumor need to be sampled and analyzed much more extensively than has been attempted in previous intratumor studies. Here, from a hepatocellular carcinoma (HCC) tumor, we evaluated multiregional samples from the tumor, using either whole-exome sequencing (WES) (n = 23 samples) or genotyping (n = 286) under both the infinite-site and infinite-allele models of population genetics. In addition to the many single-nucleotide variations (SNVs) present in all samples, there were 35 "polymorphic" SNVs among samples. High genetic diversity was evident as the 23 WES samples defined 20 unique cell clones. With all 286 samples genotyped, clonal diversity agreed well with the non-Darwinian model with no evidence of positive Darwinian selection. Under the non-Darwinian model, MALL (the number of coding region mutations in the entire tumor) was estimated to be greater than 100 million in this tumor. DNA sequences reveal local diversities in small patches of cells and validate the estimation. In contrast, the genetic diversity under a Darwinian model would generally be orders of magnitude smaller. Because the level of genetic diversity will have implications on therapeutic resistance, non-Darwinian evolution should be heeded in cancer treatments even for microscopic tumors.

Indexed as

Biological EvolutionGenetic VariationSelection, GeneticAgedBase SequenceCell CountCell Line, TumorClone CellsComputer SimulationGene LibraryGenes, NeoplasmGenotypeHumansMaleMicrodissectionModels, Geneticcancer evolutiongenetic diversityintratumor heterogeneitynatural selectionneutral evolution

Identifiers

PMID26561581
PMCPMC4664355

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.